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
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.8
1.4
86
0.9
96
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
121.27
0.4
8
1.06
8
1
77
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
15.04
2.08
67
1.02
65
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
0.44
138
1.33
104
1
53
1
0
0
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0
0
0
0
0
0
0
0
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175.83
1
15
1.26
12
1
77
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
28.42
0.26
17
1.01
16
1
82
1
0
0
0
0
0
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0
0
0
0
0
0
0
0
173.65
0
38
1
37
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.36
0
74
0.96
77
1
21
1
0
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0
0
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0
17.18
2.11
56
1
56
1
58
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
9.84
1.7
87
1.1
79
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.18
2.15
72
0
0
1
46
0
0
0
0
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0
0
0
0
0
0
0
0
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21.14
0.07
6
1.04
5
1
75
0
0
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0
0
0
0
0
0
0
0
0
0
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0
11.83
1.51
126
0.95
132
1
19
1
0
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0
0
0
0
0
0
0
247.73
1.66
11
1.13
9
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.85
1.22
48
0.9
54
1
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.87
0.19
4
1.01
4
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.17
0.13
61
0.99
61
1
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.37
0
134
1.28
105
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.52
0.97
50
0.84
60
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.93
1.94
81
1.09
75
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.06
0.71
62
0.97
64
1
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.62
1.65
91
1
90
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.22
2.33
117
1.07
108
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.13
2.27
88
0.91
97
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
2.27
80
0
0
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.88
1.58
60
0.94
64
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.21
1.83
67
1.13
59
1
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.06
1.49
91
0.99
91
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
0.88
97
0.93
104
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.34
0.47
16
1.03
15
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.44
0.12
99
1.14
87
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
171.22
0.75
15
1.23
12
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.51
1.62
64
0.84
77
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.79
1.6
127
1.01
127
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.13
2.19
130
1.47
89
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.84
0.24
99
1.14
87
1
35
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
48.77
0.31
8
1.04
8
1
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.7
1.71
69
0
0
1
75
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
22.51
0.55
37
0.85
44
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.42
1.73
74
0
0
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98
1.9
28
1.11
26
1
51
0
0
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0
0
0
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0
0
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0
0
0
31.59
0.31
54
0.9
61
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.85
1.98
88
0.94
95
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.3
1.57
95
0.87
109
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.81
0.84
52
0.86
61
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.56
0.44
32
0.67
48
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.97
0
95
1
96
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.35
0.69
115
0.94
122
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.22
1.21
93
0.95
98
1
49
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
17.59
2.63
71
0
0
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.37
0.29
50
0.85
57
1
54
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
11.07
2.31
79
1.04
76
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.99
1.63
64
0.97
66
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.24
1.58
97
0
0
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.37
0.24
3
1.01
3
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.47
0.05
85
0.82
104
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99.66
0.38
5
0.86
6
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
154.06
0.92
14
1.2
12
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.95
1.6
73
0
0
1
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.73
2.11
109
0.97
112
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.22
1.61
95
0
0
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.62
0.26
13
0.61
8
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.52
1.02
110
0.95
116
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.33
1.13
59
0.88
67
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.9
2.3
92
0
0
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.38
0
67
1.12
61
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.41
0.66
17
1.01
18
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.82
0.67
107
1.02
105
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.57
0.21
81
0.91
89
1
52
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
41.85
2.12
76
1.04
72
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.75
0.94
129
0.93
139
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.19
1.89
89
0.74
121
1
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.26
0.74
107
0.97
111
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.08
1.93
137
1.15
120
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.67
0.91
59
0.74
81
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.17
0.67
50
0.98
51
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.19
2.29
74
0
0
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.61
1.12
24
0.99
24
1
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.43
2.2
97
1
97
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.78
0
113
1.16
97
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.63
1.7
68
0
0
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
487.02
0.5
14
1.39
10
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.63
1.13
73
0.98
74
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.88
1.49
134
0.93
144
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101.27
0.35
4
1.15
3
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.15
0
115
0.87
133
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.26
0.77
98
0.87
113
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.01
1.85
89
0.96
92
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.88
1.81
87
1.04
84
1
65
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
9.85
0.96
67
0.75
89
1
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.3
1.43
112
1.11
101
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.8
1.3
83
1.01
81
1
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.62
1.55
79
0.91
87
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.89
1.52
90
0.95
95
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145.2
0.83
33
1.07
31
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.53
1.76
89
1.02
87
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.44
1
49
1.23
39
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
2.36
83
1.22
68
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.68
2.04
119
1.03
115
1
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.89
1.74
45
0.89
51
1