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
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
1.4
104
1.15
90
1
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
82
0.88
93
0
62
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
3.9
0
84
1.02
82
0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
78
0.7
111
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75
1
0
0
0
0
0
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0
0
0
0
0
0
0
0.12
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115
0.91
126
0
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.89
2.1
114
1.04
110
0
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.73
1.8
85
0.9
94
0
65
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
4.1
2.1
135
1.19
113
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
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97
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57
0
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1.4
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79
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74
1
0
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1
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0
0
0
0
0
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53
1
49
1.25
39
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.8
0
71
0.71
100
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26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
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0.06
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118
0.65
182
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42
1
1
0
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0
0
0
1
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0
0
0
0
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2.3
1.3
59
0.73
81
0
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
0
122
0.94
130
1
69
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
3.6
0
68
0.8
85
0
63
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
3.4
0
111
0.88
126
0
42
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
2.4
1.8
102
0.95
107
0
15
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
12
0
92
0.96
96
1
48
1
0
0
0
0
0
0
0
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0
0
0
0
0
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1.4
0
104
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95
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
62
0.77
81
0
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.74
0
94
0.84
112
0
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
113
1.1
103
0
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
124
0.82
151
0
75
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
18
0
54
1.03
53
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
81
0.78
104
0
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
0
105
0.93
113
0
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
111
0.92
121
0
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
122
0.86
142
0
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
105
0.82
128
0
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
0
97
0.73
133
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
125
1.05
119
0
72
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
93
1
93
0
46
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
70
0.75
93
0
69
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
94
0.94
100
0
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67
0.79
85
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33
1
0
0
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0
0
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0
0
0
0
0
0
0
0
0
76
0.66
115
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
88
0.74
119
0
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
64
0.83
77
0
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
0.92
99
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47
1
0
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0
0
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0
0
0
0
0
0
0
0
75
0.85
88
0
31
0
0
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0
1
0
0
0
0
0
0
0
0
66
1.02
65
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.1
80
1.02
78
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.33
0.92
80
1
80
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.25
0.6
32
0.66
49
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.21
2.42
89
1.02
87
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.88
0
85
0.9
94
1
73
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
22.39
0
55
1.05
53
1
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.57
1.6
48
0.85
56
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
105.34
0.58
5
0.88
5
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.59
1.78
62
0.9
70
1
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.7
0.27
36
0.86
42
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.28
0.66
79
1.11
71
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.68
1.06
42
0.99
43
1
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.69
1.1
140
1.43
98
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.91
0.66
98
1.19
83
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.03
1.93
71
0.9
79
1
86
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.79
0
88
0.99
89
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.52
1.62
114
1.06
107
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101.24
0.64
9
1.22
8
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.21
1.8
98
1.11
88
1
75
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
23.59
0.41
50
0.85
58
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.9
1.8
93
0
0
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91.72
0.36
10
1.17
9
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144.77
1.53
35
1.07
33
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76.62
0.4
7
0.84
8
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
397.44
0.13
8
1.06
7
1
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.88
0.38
4
0.62
1
1
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.02
0
91
0.96
96
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.3
1.66
82
0
0
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.14
1.56
129
1.43
91
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.63
1.66
90
0.97
92
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
1.39
100
0.92
108
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.97
0.75
86
1.08
80
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.67
1.44
111
1.19
93
1
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
196.43
0.08
13
0.66
21
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.18
2.11
24
1.18
20
1
70
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
23.08
1.65
86
0.95
90
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.55
0.33
7
1
7
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
105.17
0.4
9
1.08
8
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
175.76
1
15
1.26
12
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.46
0.87
68
1.08
63
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.09
1.79
72
1.08
67
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.53
1.23
76
0.97
79
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
1.6
127
1.01
126
1
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.44
0.4
101
1.1
92
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.96
1.99
115
1.06
109
1
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
2.05
89
1.11
80
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.99
1.97
62
0.9
68
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.45
2.03
61
0.93
66
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.49
1.74
72
0.89
81
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.81
1.51
126
0.95
132
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61.09
0.66
22
1.02
21
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.97
1.66
90
0.81
112
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.84
0.2
82
0.85
97
1
12
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
466.59
1.16
28
1.26
23
1
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.04
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95
0
0
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63.89
0.9
79
0.99
80
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.17
0.24
6
1.08
5
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.92
0.9
46
0.93
49
1