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
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78
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65
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59.78
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52
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1
47
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4
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58
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43
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201.88
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75
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23.92
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74
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68
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27
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1
15
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34.94
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55
1
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74
0
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49.17
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1.18
4
1
30
1
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0
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43.03
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0.56
1
1
40
1
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33
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1.01
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34
1
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6.35
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1.13
103
1
68
0
0
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0
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0
0
0
0
0
0
0
25.81
0.3
5
0.88
6
1
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
235.21
0.44
4
1.18
4
1
49
0
0
0
0
0
0
0
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0
0
0
0
0
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0
8.23
2.15
69
0
0
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.21
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52
0.85
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1
70
0
0
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0
0
0
0
0
0
0
0
0
0
45.3
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0.45
1
1
60
0
0
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0
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0
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0
0
0
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0
27.02
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56
1
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48
1.01
47
1
28
0
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0
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11.9
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1
62
1
0
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0
0
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0
0
0
7.73
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1
74
1
0
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12.75
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1
55
1
0
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0
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0
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1.38
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1.24
115
1
72
1
0
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0
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0
0
0
0
0
0
0
0
11.54
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0.9
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1
80
1
0
0
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0
0
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0
0
0
0
0
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0
12.47
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1
63
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27.98
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1.06
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1
55
1
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31
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0
0
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0
0
0
105.34
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1
3
1
65
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0
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20.62
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15
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49
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110
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71
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1
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1
43
1
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7.38
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0.88
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62
0
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0
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0
63.83
0.69
22
1.03
21
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.2
1.45
100
1.17
85
1
55
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
6.27
2.2
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0.93
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1
79
0
0
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0
0
0
0
0
0
0
0
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0
6.24
1.31
83
0.88
95
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.22
2.08
77
1.1
70
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.46
0.15
52
0.94
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1
53
1
0
0
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0
0
0
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0
0
0
0
0
0
18
2.02
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1.01
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1
26
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52.34
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82
1.18
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1
54
0
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12.45
2.55
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0.93
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1
65
1
0
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151.86
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14
0.97
15
1
29
1
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54.11
1.96
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1.09
45
1
48
0
0
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0
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0
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75.84
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42
0.84
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1
72
1
0
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111.43
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0.8
42
1
63
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1
68
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68
1
64
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0.98
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1
24
1
0
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0
0
0
0
0
0
0
0
0
0
0
439.23
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21
1.26
16
1
56
0
0
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0
0
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10.74
1.34
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0.74
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1
47
1
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12.61
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1.16
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1
85
1
0
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0
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0
0
0
0
0
14.27
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0.9
42
1
58
0
0
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0
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0
0
0
0
0
0
0
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19.18
0.62
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0.97
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1
39
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0
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0
0
0
0
0
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0
0
0
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0
9.38
1.81
66
0.89
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1
37
0
0
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0
0
0
0
0
0
0
0
0
0
209.98
0
4
1.17
3
1
38
0
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0
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0
0
0
0
0
0
64.44
0.43
43
0.95
46
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.89
1.21
54
1
53
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.49
1.66
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0
0
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144.35
0.28
17
0.96
17
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.76
0.4
12
1.3
9
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.04
1.6
110
0.91
121
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.15
2.28
65
1.12
58
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.49
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52
0.83
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1
76
1
0
0
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0
0
0
0
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0
0
0
0
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11.82
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57
1.01
57
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.14
2.05
94
1.1
85
1
39
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
52.37
0.38
8
1.39
6
1
6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
0.56
134
1.32
102
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.11
0
75
0.77
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1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.29
0.38
8
1.03
8
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.79
0.17
61
1
62
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.25
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1
106
1
33
0
0
0
0
0
0
0
0
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0
0
0
0
0
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10.56
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69
0.97
72
1
49
1
0
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0
0
0
0
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0
0
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0
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8.17
2.02
78
0.88
89
1
61
1
0
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0
0
0
0
0
0
0
0
0
0
0
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7.43
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80
1.02
78
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
0.38
114
1
114
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.61
1.6
82
0.84
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1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.15
1.88
87
1.02
85
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.99
2.18
81
1.05
77
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.55
2
89
1.02
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1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.49
1.99
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0
0
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.54
0.44
12
1.24
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1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.75
1.92
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0
0
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.23
0.69
84
0.83
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1
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.09
0.67
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0.76
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1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
75.43
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42
0.96
44
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
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0
8.69
1.65
115
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107
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63
0
0
0
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0
0
0
0
0
0
0
0
0
0
7.49
1.94
120
1.03
116
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.51
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62
0.98
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1
23
1
0
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0
0
0
0
0
0
1
0
0
0
0
0
7.47
2.03
101
1.04
97
1