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
32
1
0
0
0
0
0
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0
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0
84.2
0.25
6
0.26
2
1
50
1
0
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0
0
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0
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0
59.33
0.17
13
0.19
1
1
51
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106.05
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10
1.11
8
1
51
1
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25.07
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33
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1
76
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8
1.12
56
1.26
44
1
44
1
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0
137.51
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34
1.07
32
1
70
0
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25.35
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4
1.06
4
1
66
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83
1
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45.16
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39
1.06
37
1
56
1
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42.8
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1.12
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1
63
0
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0
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119
1.02
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1
71
0
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1.04
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63
1
0
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38.05
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0.93
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1
66
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0.91
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1
57
0
0
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10.99
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1
87
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.33
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106
0.95
112
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.6
0.62
52
0.86
60
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
136.41
0.16
5
1.04
5
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.5
1
49
1.16
43
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.01
0.31
7
0.99
7
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.78
0.32
21
0.98
21
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.86
0.48
3
0.97
2
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.28
0.36
79
1.18
68
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.75
0.4
9
1.33
7
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.01
1.49
124
1.05
118
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.58
1.85
59
0.89
66
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.12
2.08
117
1.05
112
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
153.6
0.4
14
1.05
14
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.45
0.57
84
0.83
101
1
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
95.91
0.75
48
1.19
40
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120.22
0.06
15
1.05
15
1
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.68
0
96
1.06
91
1
58
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
11
1.74
123
0
0
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.46
0.35
31
0.68
46
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.45
1.73
69
0.28
78
1
78
1
0
0
0
0
0
0
0
0
0
0
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0
0
0
140.62
0.18
6
1.08
5
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
240.86
0.91
3
1.18
2
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.92
0.09
46
0.95
48
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.01
0.66
14
0.93
15
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.26
1.91
120
1.03
117
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.13
1.5
46
0.97
47
1
39
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
103.16
0.29
2
1.1
2
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.07
1.35
140
1.07
130
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.92
2.03
133
0.98
136
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.32
0.96
56
1
57
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.58
0.32
91
0.9
102
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.42
2.17
125
1.2
103
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.57
1.58
91
0.93
98
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.32
1.82
91
0.83
110
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.29
0.17
123
1.11
111
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.3
2.41
92
0.77
120
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
416.52
0.44
8
1.11
7
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.36
1.57
108
1.06
102
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.6
1.96
71
0.81
79
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.19
0
66
0.74
89
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.96
1.72
103
1.06
96
1
64
0
0
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0
0
0
0
0
0
0
0
0
0
0
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7.67
0.29
115
0.89
129
1
49
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
58.15
2.31
24
1.19
20
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.94
1.1
76
0.93
82
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
468.59
0.28
12
1.22
10
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
453.15
0.5
22
1.36
16
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.68
1
76
0.98
77
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.08
1.56
125
0
0
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.18
1.59
140
1.18
118
1
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.31
1.81
97
1.03
93
1
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.39
1.79
109
0.96
114
1
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.38
0
97
0.89
110
1
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
8.17
1.72
92
0.92
101
1
37
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
12.94
2.48
95
1.32
73
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.3
2.15
91
0.85
107
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
430.25
0.08
11
1.04
11
1
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
30.16
1.1
45
0.91
49
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.71
0.07
94
1.02
92
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.9
1.66
81
0.84
96
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.56
1.15
79
0.92
86
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.84
2.1
95
1.22
78
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63.31
0.43
4
1.24
3
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.62
0
85
0.89
95
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.63
0
44
0.9
49
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.89
0.05
98
1.14
86
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.87
2.16
135
1.27
106
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.46
0.88
78
0.9
88
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.84
1.67
63
0.98
65
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.55
0.44
83
0.98
84
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.04
1.55
87
0.96
91
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115.94
0.08
17
1.04
16
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.18
0
45
0.89
51
1
52
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
177.75
0.87
61
1.1
56
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.69
2.35
90
0.76
120
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.96
2.03
87
0
0
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65.42
0
48
0.96
51
1
75
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
39.3
0.07
82
1.18
70
1
51
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
36.86
2.14
76
1.07
71
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.97
0.28
8
1.14
7
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.21
0.09
4
1.05
4
1
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.5
0.22
95
0.81
117
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.5
105
0.89
117
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
178.8
0.68
38
0.92
41
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
234.69
0.48
20
1.03
19
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.93
0.62
80
0.96
83
1