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
0
0
0
0
0
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0
8.26
1.85
88
1.03
85
1
30
0
0
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0
0
0
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0
0
0
0
0
193.52
0.1
5
1.05
5
1
74
1
0
0
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0
0
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0
82.23
0.69
22
1.08
21
1
66
1
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49.72
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8
1.3
7
1
57
1
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10.91
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76
1
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146
1.06
136
1
36
1
0
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13.15
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95
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1
70
1
0
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35.23
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1
55
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14.92
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58
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11.4
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37
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54.74
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43
1.02
42
1
54
1
0
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1
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103.08
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35
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34
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59
1
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17.65
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0.99
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1
69
1
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89
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92
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56
1
0
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0
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10.37
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143
1.24
115
1
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
30.43
1.01
33
0.67
50
1
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.04
0
85
0.85
100
1
52
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
45.99
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28
0.94
29
1
42
1
0
0
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0
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0
0
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0
0
0
0
140.65
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33
1.07
31
1
60
1
0
0
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0
0
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0
0
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0
7.68
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76
0.96
79
1
63
1
0
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0
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0
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0
58.63
0.64
50
1.13
45
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.13
1.87
38
1.13
33
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.38
0
86
0.84
102
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.17
1.4
39
1
40
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.62
2.11
90
0.92
97
1
65
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
9.87
1.54
69
0.98
70
1
39
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
8.74
1.76
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0.88
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1
62
0
0
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0
7.54
2.02
119
1.03
115
1
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.6
0.16
4
1.01
4
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.37
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74
0
0
1
56
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
12.74
2.34
76
0.95
80
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.29
0.54
115
0.94
122
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.3
0.48
73
0.83
88
1
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.22
0.92
13
1.09
13
1
68
1
0
0
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0
0
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0
0
0
0
0
0
0
0
19.12
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1.21
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1
57
1
0
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0
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0
0
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0
7.14
1.35
77
0.93
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59
1
0
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0
0
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0
0
0
0
0
0
0
11.64
0.48
64
0.97
66
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.24
2.34
116
1.07
107
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
163.7
0.6
30
0.93
33
1
58
0
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0
0
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7.91
1.5
90
0.96
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1
52
1
0
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0
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0
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12.87
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106
1.31
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1
41
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0
6.35
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0
0
1
62
0
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0
0
0
0
9.21
2.37
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0
0
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.41
0.09
122
0.94
130
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.53
0.39
61
0.96
63
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
246.45
1.31
4
1.13
3
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.71
1
48
1.05
46
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.97
0.65
14
0.93
15
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.53
2.42
67
1.05
64
1
86
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
0
121
0.93
130
1
64
1
0
0
0
0
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0
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0
0
0
0
0
22.58
0.28
42
0.96
44
1
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
169.48
0.3
64
1.5
43
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.31
2.51
106
1.13
94
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
79
0.63
22
1.09
20
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
0.71
98
0.85
116
1
25
1
0
1
0
0
0
0
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0
0
0
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0
9.37
0
68
0.95
72
1
62
0
0
0
0
0
0
0
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0
0
0
0
0
0
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8.81
0.77
114
0.86
133
1
55
1
0
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0
0
0
0
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0
0
0
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7.16
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75
0.91
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1
64
0
0
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0
0
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0
0
0
0
0
0
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6.48
1.97
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1
72
1
77
0
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0
0
0
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0
0
0
0
0
0
0
8.96
1.24
84
0.86
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1
56
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
9.37
1.2
108
0.93
117
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.23
1.5
88
0.98
90
1
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.4
0.8
16
1
15
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.66
0.7
96
1.03
94
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.32
1.96
108
1.04
104
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.37
0.57
98
0.96
102
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.71
2.25
91
0.86
107
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.65
1.9
89
1
89
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.97
2.48
109
1.17
94
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.76
0
86
0.88
98
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
489
1.14
17
1.11
15
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.96
0
75
0.84
88
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.47
1.8
88
0
0
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.02
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75
0.95
79
1
58
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
36.95
0.24
13
1.09
12
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.99
0.45
17
0.97
17
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.95
2.21
71
1.07
65
1
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.27
0
117
0.85
139
1
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.73
1.82
66
0
0
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73.39
0.5
4
1
4
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.73
1.64
91
1.03
89
1
4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.46
1.23
142
1.06
135
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.57
0.4
9
1.18
7
1
59
1
0
0
0
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0
0
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0
0
0
0
0
0
0
80.37
1.99
106
1.21
87
1
32
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
8.06
2.42
89
0.95
95
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.09
1.12
77
0.76
103
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
118.58
0.02
17
1.05
16
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.45
1.41
40
1.16
34
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73.19
0
52
0.99
53
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.74
0.1
87
0.88
99
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.88
2.24
57
0.95
61
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.8
1.91
86
0
0
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
393.86
0.06
14
1.17
12
1
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
177.1
0
25
0.8
32
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.39
1.65
80
0.99
81
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.36
1.77
98
0.99
98
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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10.85
1.42
67
0.97
69
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.06
0.04
81
1.02
80
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.59
0.69
20
1.04
19
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
410.47
0.35
11
1.14
9
1