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
48
0
0
0
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152.36
0.96
32
1.15
28
1
33
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0
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235.49
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1.09
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1
19
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22
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66
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62
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40
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1
62
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1
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38.71
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55
1
37
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0
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0
0
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0
0
0
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10.38
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1
96
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65
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1
46
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1
60
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59
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18
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57
1
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10.4
1.71
74
1
74
1
62
1
0
0
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0
0
0
0
0
0
0
0
0
0
7.14
1.98
99
1.16
85
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
2.09
100
0.91
110
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.49
1
84
1.05
80
1
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
195.92
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14
0.63
23
1
67
0
0
0
0
0
0
0
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0
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0
0
0
0
0
7.67
2.3
82
0
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1
59
1
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0
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0
0
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0
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0
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0
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1
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1
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51
1
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1.08
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1
60
0
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26.5
1.9
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0.98
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1
24
1
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1.07
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1
59
1
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0
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0
0
0
152.19
1.38
42
1.06
39
1
77
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
24.57
0.75
50
0.84
59
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103.17
1.13
21
1.04
19
1
34
1
0
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61
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36
1
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12.38
2.36
84
1.24
68
1
59
0
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0
0
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0
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11.38
2
89
0.97
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1
47
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7.06
2.17
58
0.91
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1
27
1
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1.03
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1
80
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11.61
1.38
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1
35
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150.86
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12
1.03
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1
60
1
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28.68
1.55
61
0.96
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1
68
0
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0
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8.63
1.4
77
0.9
86
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
191.52
0.97
11
1.16
10
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99.08
0.77
11
1.25
10
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.13
0.63
139
1.39
100
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.89
0.87
127
1.27
102
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
142.08
0.19
32
1.09
30
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.45
1.33
111
1.18
94
1
69
0
0
0
0
0
0
0
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0
0
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18.73
0.5
8
0.88
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1
35
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9.96
1.8
68
0.9
76
1
63
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0
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45.63
0.32
12
1.28
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1
56
1
0
0
0
0
0
0
0
0
0
0
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0
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11.13
0.81
107
0.88
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1
61
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
7.66
0.47
84
0.83
101
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107.16
0.39
10
1.11
8
1
41
1
0
0
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0
0
0
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0
0
0
0
0
0
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110
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72
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1.87
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1.11
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1
59
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1
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30.27
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37
0.76
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1
56
1
0
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0
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26.67
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1.02
73
1
80
0
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0
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74.23
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25
0.98
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1
39
1
0
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0
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0
0
0
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42.06
0.2
4
0.9
5
1
70
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0
0
0
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0
0
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10.81
1.32
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0.91
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1
73
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0
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0
0
0
0
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6.99
0.1
97
0.87
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1
65
1
0
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0
0
0
0
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0
0
0
0
0
17.25
1.36
72
0
0
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
465.09
0.63
21
1.2
17
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.15
1.62
127
1
127
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103.49
0.34
7
1.06
6
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.29
1.69
68
0.93
73
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89.37
0.27
9
1.06
8
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0.23
60
0.97
61
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.46
1.55
112
1.27
88
1
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
185.36
0.54
7
1.28
6
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116.13
0.07
17
1.04
16
1
61
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0
0
0
0
0
0
0
0
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0
0
0
0
0
114.54
0.14
16
1.03
15
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
117.83
0.59
6
1.06
6
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115.41
0.61
10
1.1
9
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.94
0.74
85
0.9
95
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.27
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86
0.86
102
1
71
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
27.4
0
56
1.07
53
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.27
0.73
42
0.96
43
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.06
0.99
63
1.01
63
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.59
5
0.9
5
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.74
0.05
13
1.03
12
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.11
0.09
86
0.85
102
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.21
0.4
98
0.85
116
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
190.69
0.96
55
1.03
53
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.35
1.78
91
0.95
95
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.69
0.43
107
1.39
77
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.21
2.18
23
1.19
19
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.05
0.79
85
0.9
94
1
74
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
26.24
1.39
86
1.08
81
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.37
0
53
1.02
53
1
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.05
2.28
104
1.08
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1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.42
1.53
27
0.95
29
1
27
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
165.38
0.41
42
1.21
34
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
244.08
1.14
3
1.15
3
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.26
1.06
122
1
123
1
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
0.99
98
0.88
112
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.67
1.57
69
0.9
77
1