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
28
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0
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51.1
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83
1.25
68
1
31
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20.75
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1
4
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11.5
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135
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121
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65
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36.48
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60
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104.34
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71
1
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7.61
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74
1
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68
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53
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74
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21.47
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28
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22.02
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62
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45
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39
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82
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26
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32
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41
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42
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22
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64
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24
1
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112
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1
65
1
0
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13
1.21
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1
75
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33.53
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29
1
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19.33
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79
1.17
68
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.24
1.76
86
0.91
95
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.1
1.04
62
1.13
55
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.13
1.54
88
0.71
125
1
72
0
0
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0
0
0
0
0
0
0
0
0
0
0
27.93
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10
1.36
7
1
40
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10.93
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1
55
1
0
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0
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0
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17.46
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1.03
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1
61
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0.92
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1
25
1
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0
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0
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0.8
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1
30
0
0
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0
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0
0
0
0
0
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0
13.68
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59
1
0
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0
40.98
1.47
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1
32
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0
0
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0
11
1.71
69
0.9
76
1
27
1
0
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0
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0
0
0
14.07
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84
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1
72
1
0
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1
82
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61
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37
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67.36
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1
20
1
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0
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83
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10.4
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47
1
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396.87
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1.18
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65
1
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1.14
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1
66
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57.98
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1.01
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61
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61
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70.03
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45
0.95
48
1
29
1
0
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0
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469.91
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20
1.12
18
1
72
1
0
0
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0
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0
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0
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0
0
0
19.58
1.63
64
1.11
58
1
61
0
0
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0
0
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0
0
0
0
0
30.07
1.94
66
0.95
70
1
33
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
8.98
0
106
0.95
112
1
34
0
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0
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0
0
0
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0
10.81
0.15
68
0.95
72
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.07
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1.01
79
1
46
1
0
0
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0
0
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0
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0
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56
1
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1
80
1
0
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13.82
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51
1.05
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1
17
1
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10.54
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1.29
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1
74
1
1
0
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0
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0
18.38
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54
1.03
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1
68
1
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1
44
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67
1
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1
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1
39
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1.24
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33
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82
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1.02
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51
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106
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6
0.96
6
1
63
1
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0
0
0
52.6
0
34
1.02
33
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.57
0.4
9
1.42
6
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.89
0
88
0.99
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1
56
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
11.57
1.47
70
1.3
55
1
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.83
0.4
124
0.83
149
1
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.23
1.51
100
0.87
114
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.97
0.47
82
0.83
99
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
520.37
1.6
10
1.19
8
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.52
1.03
90
1.15
78
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.6
1.71
98
0.88
111
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.87
1.75
104
1.22
86
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.75
1.29
72
0.9
80
1
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.41
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110
1.16
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1
43
1
0
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0
0
0
0
0
0
0
0
0
0
0
7.25
0.35
140
1.32
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1
61
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
10.94
1.22
82
1.01
81
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.6
2.13
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0.9
95
1
39
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
159.76
0.39
10
1.24
8
1
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.07
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41
1.11
37
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103.29
0.33
5
1.01
5
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.06
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133
0
0
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
146.6
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21
0.98
21
1
62
1
0
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0
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8.69
1.94
80
1.01
79
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29
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0
400
0.24
5
1.03
4
1
15
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445.11
0.69
25
1.3
19
1
45
0
0
0
0
0
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0
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0
0
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77.9
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7
0.85
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1
38
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0
0
0
0
0
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0
0
0
8
0.69
72
0.93
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1
36
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24.78
0.29
9
1.17
8
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
77.47
0.31
4
0.4
1
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.19
1.81
73
0.9
82
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.03
1.2
96
1.09
88
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.03
1.58
124
0.94
132
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.34
1.79
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1.04
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1
63
0
0
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0
0
0
0
0
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0
0
0
0
0
6.98
2.14
90
0.98
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1
24
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
10.79
1.89
92
0.84
109
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.25
1.42
81
1.21
68
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
172.97
0.55
12
1.11
11
1
72
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
23.68
0
55
1.06
53
1
48
1
0
0
0
0
0
0
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0
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0
0
0
0
0
88.28
0.2
9
1.01
8
1
58
1
0
0
0
0
0
0
0
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0
0
0
0
0
0
7.05
0.15
77
0.99
77
1