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
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.53
0.61
119
1.06
112
1
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.08
1.68
78
0.91
86
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.11
1.19
24
0.99
24
1
58
1
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0
0
0
0
0
0
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0
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10.24
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83
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81
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38
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35.82
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88
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51
1
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0
26.46
0.1
33
0.83
40
1
30
0
0
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0
0
0
0
0
0
8.8
2.05
90
1.15
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1
90
1
0
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11.08
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82
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66
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53
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24.61
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50
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1
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0
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0
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179.18
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58
1.05
55
1
36
0
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55
1
40
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11.2
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0.85
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31
1
0
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0
0
0
0
0
0
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186.35
1.25
60
1.18
51
1
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.79
1.51
93
0.93
100
1
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.07
0.15
43
0.9
48
1
27
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
253.92
1.3
4
1.13
4
1
5
0
0
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0
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0
0
0
0
0
0
0
13.34
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136
1.07
127
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59
1
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10.62
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1
59
1
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12.54
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62
0.98
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1
49
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0
96.62
0.41
3
1.18
2
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.88
1.37
68
1.06
64
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.59
1.77
96
1.01
96
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.93
0.39
3
0.99
3
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
152.84
0.02
3
1.22
3
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.42
2.23
85
1.05
80
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.06
1.92
69
0.96
70
1
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.21
1.43
98
0.9
110
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.49
1.29
87
1.22
71
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.38
1.88
80
0.83
96
1
34
1
0
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0
0
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0
0
0
0
0
0
0
45.33
0.37
7
0.77
6
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.98
2.18
81
1.05
77
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.43
1.34
126
1.11
113
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.92
0.9
64
0.87
74
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
447.33
0.46
15
1.24
11
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.86
1.57
42
1.12
37
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.67
1.4
75
1
75
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.19
1.81
80
0.84
96
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.97
2.14
131
1.29
101
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.6
0.6
22
0.79
29
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.05
0.16
77
0.99
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1
34
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0
0
0
0
0
0
0
147.67
0.31
19
0.98
20
1
47
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
7.08
1.35
88
0.93
94
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.09
0.78
13
1.19
11
1
50
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
35.35
0.34
56
0.97
59
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.51
1.36
89
0.72
124
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.35
1.63
127
1
128
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.28
0.57
40
0.81
49
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.85
1.3
84
0.86
98
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81.09
0.51
9
0.9
10
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.76
0.83
83
0.86
97
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.81
1.89
88
0.94
95
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.35
0.86
87
0.73
119
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.41
1.57
81
0.9
89
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.33
2.13
87
0.9
97
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.79
0
31
1.04
29
1
29
1
0
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0
0
0
0
0
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41.28
0.19
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1.04
11
1
60
1
0
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0
0
0
0
0
0
0
0
0
0
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7.73
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72
0.93
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1
53
1
0
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0
0
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0
0
0
0
0
0
0
10.29
2.23
107
1.1
97
1
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.15
1
125
1.18
106
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.52
0.55
107
1.35
79
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.6
1.37
134
1.11
120
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.48
1.53
70
0.91
77
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.44
2.09
62
1.04
61
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.67
1.6
114
0
0
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.51
1.64
68
0.09
78
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42
0.2
17
1.09
15
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.73
69
0.9
76
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
2.21
82
1.15
71
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
1.62
135
1.15
118
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.99
2.3
90
0.96
94
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0
74
0.84
88
1
48
1
0
0
0
0
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0
0
0
0
0
0
0
0
0
71.99
2.14
86
1.12
77
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.92
0.81
98
1.13
87
1
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.87
1.43
37
1.14
32
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.74
1.84
90
0.96
94
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.85
0
85
0.89
96
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.78
0
57
1.11
51
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
169.48
0.17
30
0.87
35
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.46
1.86
67
0.97
68
1
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.68
1.65
111
0
0
1
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.59
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118
0.94
125
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170.79
0.33
11
1.1
10
1
88
1
0
0
0
0
0
0
0
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0
0
0
0
0
0
13.07
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86
0.97
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1
55
1
0
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0
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16.25
1.2
43
0.98
44
1
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.49
1.85
60
0.9
66
1
75
1
0
0
0
0
0
0
0
0
0
0
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0
0
0
7.89
1.47
116
0.96
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1
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0.71
92
0.96
96
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65.17
2.18
84
1.12
75
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.47
1.45
28
0.95
29
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.83
2.15
81
1.07
75
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.31
0.25
13
1.08
12
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.92
2.25
91
0.95
95
1
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.53
0.64
24
0.92
26
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.96
0
60
1.16
51
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122.24
0.1
14
1.04
14
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.69
0.52
43
0.95
45
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.61
0
87
0.92
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1
68
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
20
0.02
62
1.01
61
1
79
1
0
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0
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0
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0
0
0
0
0
73.84
0.85
23
1
23
1