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
52
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105
1.22
85
1
37
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0
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16.1
1.54
97
0.88
111
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51
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73
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43
0.86
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41
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49.1
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52
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62
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148.8
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34
1.07
32
1
59
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29.37
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11
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16
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44
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1
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75
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26
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1
58
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86
1
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10.64
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1
43
1
20
1
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0
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0
0
0
0
0
0
7.18
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105
1.1
95
1
57
1
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0
6.82
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0.95
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1
42
1
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9.28
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1
70
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30
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14
1.42
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1
40
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162.01
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1.25
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1
25
1
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7.67
1.61
137
1.27
108
1
37
1
0
0
0
0
0
0
0
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0
0
0
0
0
0
6.99
1.93
73
0.95
78
1
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.34
1.15
48
1.03
47
1
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.39
0.13
108
1.14
94
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160.01
0.4
11
1.24
8
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
182.35
0.99
63
1.28
50
1
40
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
12.37
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0
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1
56
0
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0
0
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0
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0
0
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10.3
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1
61
1
0
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0
0
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0
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0
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0
7.79
0.02
72
0.93
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1
62
0
0
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0
0
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0
0
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21.03
1.4
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0.77
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1
26
0
0
0
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0
0
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0
0
0
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0
7.97
1.19
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1.02
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1
42
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
6.71
2.01
76
0.94
81
1
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113.37
0.3
24
0.62
38
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.11
1.64
88
0.91
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1
30
1
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1
70
1
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83
1
0
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0
0
0
0
0
0
0
0
0
0
10.89
0.63
101
1.07
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1
50
0
0
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0
0
0
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0
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1
126
0.9
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1
23
1
0
0
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0
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0
0
0
0
0
0
0
9.14
2.38
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1.13
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1
42
1
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0
161.16
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12
1.23
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1
77
1
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0.86
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12.8
0.3
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0.89
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1
59
1
0
0
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0
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0
6.95
1.9
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1.04
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1
83
1
0
0
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0
0
0
0
0
0
0
0
0
0
12
0.24
99
1.06
94
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.01
1.23
72
0
0
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.26
1.58
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1.05
89
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.11
2.05
65
1.08
61
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.31
2.01
84
0
0
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.73
2.01
105
0
0
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
134.37
0.52
35
1.07
33
1
27
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51.38
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83
1.23
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1
57
1
0
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8.16
0.9
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1.12
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1
23
1
0
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8.95
1.14
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1.3
107
1
64
0
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0
34.17
1.15
23
0.99
23
1
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.23
0
88
0.97
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1
54
1
0
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0
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0
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8.07
1.84
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1.03
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54
1
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1
19
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31
1
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43.33
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0.86
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65
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0.98
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1
76
1
0
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24.22
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0.84
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1
59
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28.76
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22
0.98
22
1
73
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0
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7.02
1.69
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0
0
1
70
1
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0
0
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0
0
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0
8.96
1.15
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0.89
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1
86
1
0
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0
0
0
0
0
0
0
0
0
0
11.7
0
121
0.98
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1
75
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
14.8
0.36
54
1.1
50
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.98
1.42
73
0.99
74
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.68
1.05
103
0.71
147
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.52
0.61
18
1.04
17
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.43
2.16
62
0.96
65
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.37
2.25
43
1.03
42
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0
76
1.06
73
1
65
0
0
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0
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0
0
0
0
0
17.98
2
105
0
0
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.35
1.75
112
1.34
85
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.58
1.52
60
0.79
77
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.56
1.9
88
0
0
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.84
0.53
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1.3
93
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.43
0.1
8
0.57
1
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.97
2.19
81
1.09
74
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.49
1.65
126
0.97
130
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
0
85
1.02
84
1
26
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
7.37
2.07
101
1.13
90
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.15
2.13
79
1.19
66
1
56
1
0
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0
0
0
0
0
0
0
0
0
0
8
2.08
85
1.07
80
1
39
1
0
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0
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21.25
0.93
62
1.12
55
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.56
0.29
9
1.16
7
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.3
0.23
29
1.03
28
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.55
0.68
20
0.95
21
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.95
0.48
50
0.87
57
1
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.37
0.99
62
0.99
64
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.61
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72
0.76
94
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.19
0.64
77
1.04
75
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.29
1.6
65
0.69
95
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.85
1.57
71
1.04
68
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.94
0.49
33
0.68
48
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.79
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91
1.17
77
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.08
0.35
8
1.27
7
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
1.3
127
1.01
126
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.21
83
1.01
81
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.44
0
97
0.87
112
1