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
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
2.3
64
1.17
54
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.61
1.57
88
0.7
126
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
256.74
0.11
3
1.27
2
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.96
1.53
68
0.34
75
1
57
1
0
0
0
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0
0
0
0
0
0
0
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42.27
1.52
27
0.97
28
1
59
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
63.28
1.12
22
1.07
20
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.51
0.01
38
0.98
39
1
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.4
1.39
109
0.92
119
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
1.03
114
0.85
134
1
59
0
0
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0
0
0
0
0
0
0
0
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7.29
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93
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103
1
75
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
9.76
1.25
84
0.85
99
1
41
1
0
0
0
0
0
0
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0
0
0
0
0
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6.71
1.17
130
1.26
103
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
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49.36
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72
1.03
70
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.03
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98
1.19
83
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.62
1.27
108
0.93
116
1
51
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
35.68
2.11
76
1.09
70
1
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.87
0
120
0.97
123
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.34
1.95
86
1.05
82
1
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.18
2.1
79
0.89
88
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151
1.25
38
1.1
34
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.24
0.44
12
1.24
10
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.99
0.73
35
0.62
56
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.93
0.47
39
0.62
64
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.73
1.73
75
1.07
70
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
1.95
92
0
0
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
395.26
0.16
13
1.18
11
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.74
1.74
91
0.94
96
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.68
0
140
1.36
103
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.35
0.54
58
0.95
61
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.63
0
88
0.92
96
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
181.56
1.11
63
1.12
56
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.2
1.94
118
1.08
108
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.66
1.2
122
0.88
138
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.24
0.6
80
0.91
88
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.27
0.35
11
0.35
0
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.62
0.49
19
0.92
21
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.7
0.78
23
0.77
30
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.54
0
76
0.96
79
1
74
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
54
1.04
53
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.49
0.42
12
1.33
9
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.36
0.4
12
1.31
9
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
172.03
0.37
9
1.19
8
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.26
0.15
96
0.87
110
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.3
2.24
82
1.02
81
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.78
0.92
35
0.96
37
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.23
0
93
0.91
103
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.41
1.65
80
0.99
81
1
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.31
0
120
0.87
138
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.86
1.36
63
0
0
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61.73
0.02
3
1.08
2
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.25
0.79
73
0.95
76
1
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.84
1.93
102
0
0
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.83
1.8
88
1.09
81
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
1.39
67
0.99
67
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65.92
0.05
27
1.07
25
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.38
0.93
46
0.95
49
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.29
1.3
48
0.91
53
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.76
1.52
103
0
0
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
136.92
1.12
28
1.18
24
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.68
1.53
87
0.88
99
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.53
1.65
111
0.92
122
1
74
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
22.81
0.19
50
0.86
57
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.58
0.42
98
1.17
84
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.02
0.64
79
0.8
99
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76.65
0.31
43
0.83
52
1
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
250.87
1.62
4
1.09
4
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
167.39
0.48
48
1.17
40
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197.26
0.56
10
1.21
9
1
12
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
470.25
1.26
28
1.14
24
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.94
2.55
149
1.09
137
1
87
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.93
1.9
47
1.07
44
1
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.02
2.2
96
0.99
97
1
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
217.17
0.03
3
1.28
2
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.13
0.36
106
1.12
95
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116.64
0.05
17
1.06
16
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.36
1.03
117
1.19
99
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.53
0.32
118
1.21
98
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.26
0
79
1.01
78
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81.93
0.2
5
0.01
0
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96.1
0.34
6
0.97
6
1
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56.89
0.12
73
0.9
81
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.82
1.4
133
1.09
123
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.89
0.32
4
0.49
2
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.56
1.49
79
0.91
87
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.44
1.65
58
1.14
51
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82.57
0.51
20
1.09
19
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.73
2.24
101
1.14
89
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.99
0.6
15
0.89
17
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.29
0.78
37
0.83
46
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.41
1.52
126
0
0
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.41
0.64
108
1.03
105
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
0
106
0.83
128
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103.71
0.4
8
1.02
8
1
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.69
0.94
103
0.96
107
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.92
0.45
3
0.88
2
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.38
1.09
135
1.17
116
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.44
0.4
86
0.81
107
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.41
2.04
67
0.97
69
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.62
0.58
14
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16
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0
74
0.84
88
1