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
74
1
0
0
0
0
0
0
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0
0
0
0
0
0
0
13.49
1.7
82
0.84
97
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
152.54
0.96
32
1.15
28
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.27
1.37
95
0.89
107
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
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0
8.44
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79
0.8
99
1
20
1
0
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0
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0
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490.68
0.56
9
1.16
8
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.98
1.05
88
0.93
94
1
66
1
0
0
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0
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0
0
0
0
0
0
0
0
48.97
0.4
12
1.32
9
1
61
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
177.33
0.67
59
1.13
53
1
52
1
0
0
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0
0
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0
0
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0
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26.92
1.6
75
1.09
69
1
26
1
0
0
0
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0
0
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0
0
0
0
0
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0
8.65
2.26
87
0.98
89
1
78
1
0
0
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0
0
0
0
0
0
0
0
0
0
15.82
1.44
64
1.01
63
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
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16.08
1.53
65
0.68
97
1
66
0
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0
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88
1.05
83
1
46
1
0
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0
0
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0
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8.41
0.98
64
0.99
65
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.15
0.05
138
1.34
103
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173.26
0.26
12
1
12
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.19
2.29
80
0.99
81
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.72
0.08
76
0.75
101
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.14
0.87
65
0.85
78
1
61
0
0
0
0
0
0
0
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0
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0
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9.96
1.27
67
0.74
90
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.82
0.14
90
1.03
87
1
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.76
0.04
78
0.82
95
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.16
1.71
60
0.83
73
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
232.24
0.77
4
1.19
3
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
161.1
0.4
12
1.23
10
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0
74
0.84
88
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
84.43
0.46
10
1.01
9
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.93
2.14
78
0.96
81
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
2.2
70
1.4
51
1
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.13
0
100
1.08
93
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.84
1.68
59
1.01
59
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
422.99
0.35
5
1.03
5
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.95
0
107
1
108
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.75
0.05
87
0.85
103
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
1.54
94
0.96
97
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.1
1.3
45
0.82
54
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.84
0.19
20
0.96
20
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.78
1.2
67
0.76
89
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.53
1.9
88
1.02
86
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.48
0.34
81
1.02
79
1
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.39
1.59
92
0.99
92
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
1.56
96
0.9
107
1
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.9
0
119
0.88
135
1
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.37
1.01
146
1.07
136
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.55
0
43
0.86
50
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.07
1.56
27
0.97
28
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.29
1.26
72
0
0
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.16
2.36
91
0.86
106
1
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
0.98
108
1.04
105
1
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.49
0.9
106
0.84
126
1
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.64
1.6
78
0.91
86
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.69
1.63
110
1.07
104
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.81
2.17
114
1.01
112
1
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.35
0.97
91
0.93
97
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.57
0.32
4
0.51
3
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
133.06
1.18
31
1.14
28
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.12
2.21
96
0.88
109
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.66
107
0.84
127
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.71
0.91
33
0.63
52
1
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173.4
0
28
0.83
34
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.66
0.46
39
0.92
42
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.77
2.11
107
1.09
98
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.46
1.83
84
1.06
80
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.4
0.64
58
1.04
56
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.48
0.36
7
0.98
7
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.14
0.64
24
0.87
27
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60
0.65
13
1.1
13
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.05
2.42
90
0.96
95
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101.44
0.51
4
1.03
4
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.97
1.9
103
0
0
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.95
2.22
96
0.88
109
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.85
0.54
71
1.01
69
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.65
0
106
1.12
94
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.62
0
74
0.77
97
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.36
1.49
67
0.93
72
1
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.49
0.13
111
1.08
102
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.59
2.39
112
1.22
92
1
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.34
1.07
83
0.89
94
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.38
0
69
0.96
72
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.35
1.63
146
1.19
122
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.31
2
90
0.91
99
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140.3
0.84
33
0.91
37
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.17
1.87
98
1.11
87
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.82
0.45
10
1.18
9
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.58
0.72
43
0.84
51
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.81
0.29
88
0.98
90
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.69
0.99
68
0.68
100
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.02
0.5
3
0.99
4
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.37
0.84
50
0.88
56
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
2.21
102
0.93
109
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.31
1.69
80
1.06
74
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.23
1.4
77
0.98
79
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.84
0.24
19
1.06
18
1
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.5
0.11
35
0.84
42
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
1.6
119
1.02
116
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.34
0
115
0.86
134
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.35
1.38
84
1.03
82
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.66
0
112
0.95
118
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.76
1.98
80
0.83
96
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.42
1.72
65
0.87
74
1