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
54
1
0
0
0
0
0
0
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0
0
0
9.4
2.45
106
1.13
94
1
24
0
0
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0
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0
0
0
0
0
0
0
0
399.54
0.19
4
1.01
4
1
43
1
0
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0
0
0
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54.4
0.35
10
1.12
5
1
47
1
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0
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143.76
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36
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33
1
38
1
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12.95
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82
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1
75
1
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15.31
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67
1.05
64
1
79
0
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199.91
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10
1.17
9
1
60
1
0
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8.93
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1
58
1
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1
60
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11.48
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37
1
0
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0
0
0
0
0
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12.45
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1.31
73
1
75
1
0
0
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0
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0
0
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0
11.49
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130
1.05
125
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
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0
9.52
1.31
99
0.87
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1
71
1
0
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0
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0
0
0
0
0
0
0
0
8
1.86
90
1.01
89
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.18
0.82
78
0.86
91
1
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.02
0
87
0.96
91
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.01
0.3
13
0.99
12
1
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
175.26
0
26
0.95
27
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.64
2.25
127
1.23
103
1
41
1
0
0
0
0
0
0
0
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0
0
0
0
0
0
6.59
2.18
74
0
0
1
33
1
0
0
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0
0
0
0
0
0
0
0
0
0
6.52
2.16
131
1.22
107
1
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.88
1.49
94
0.87
108
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.14
0.3
7
0.85
9
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.81
1.64
69
1.1
62
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.26
1.05
61
0.89
70
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
182.11
1.12
63
1.13
56
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.75
0
69
0.95
73
1
33
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
6.89
0
85
0.89
95
1
60
0
0
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0
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0
0
0
0
0
0
0
0
0
0
8.35
0.22
71
0.92
77
1
49
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
117.94
0.27
10
1.08
10
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.77
1.17
59
1.03
57
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.43
0.38
136
1.29
106
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.1
0.37
6
1.26
4
1
81
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
44
1.6
36
1.03
35
1
75
1
0
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0
25.96
2.12
134
1.51
89
1
34
0
0
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0
0
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198.47
0.28
7
0.99
7
1
40
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
73.07
0
42
0.87
49
1
64
1
0
0
0
0
0
0
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0
0
0
0
0
0
0
10.74
0.1
73
0.78
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1
62
1
0
0
0
0
0
0
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0
0
0
0
0
0
0
7.64
1.78
99
1.16
85
1
60
0
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0
43.37
0.25
13
1.21
11
1
66
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0
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0
0
0
0
7.08
2.1
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0.99
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1
77
1
0
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0
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0
0
0
0
0
0
11.48
0.19
75
1.04
73
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98.63
0.4
7
0.86
7
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.8
1.5
99
0.87
114
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.61
0.6
21
0.91
24
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.47
1.78
74
0
0
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.4
0.4
12
1.28
9
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.39
1.45
64
0.93
69
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
468.93
0.93
24
1.12
21
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.85
1.09
32
1.15
28
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.42
1.85
105
1.13
93
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.22
1.91
89
0.94
94
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.76
2.11
99
0.89
111
1
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.84
0.47
47
0.98
48
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.49
1.52
89
0.74
121
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.62
1.38
87
0.78
112
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63.69
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22
1.06
20
1
24
0
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0
0
0
0
0
0
0
8.78
2.16
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1
58
1
0
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0
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0
0
0
0
59
1.9
37
1.13
34
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.12
1.29
50
0.91
55
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.07
1.25
43
0.98
44
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.37
1.7
67
0.73
93
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.57
2.07
95
1.09
87
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.79
0
87
0.96
91
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.28
0
115
1.13
103
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.72
1.33
81
0.91
89
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
436.04
0
12
1.01
12
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
228.94
1.39
33
1.34
25
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.57
0.5
64
1.19
54
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.99
1.53
70
0.8
88
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.98
1.64
71
0.81
88
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.04
1.48
40
0.98
42
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.29
0
67
0.96
70
1
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.64
1.82
56
0.97
58
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.95
2.28
65
1
65
1
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.67
0.06
78
0.82
95
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.88
2.15
95
1.24
77
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.48
1.35
86
0.79
108
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.62
1.81
89
0.99
89
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.96
1.12
118
1.03
115
1
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.6
0.6
88
0.87
102
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.83
1.97
85
1.09
78
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.69
1.28
67
1.05
64
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.01
0.53
65
0.89
73
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.68
1.51
93
0
0
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.76
1.34
85
0.8
107
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
0.01
115
0.94
122
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.33
0.72
43
0.81
53
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.87
2.28
46
1.05
44
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
127.2
0.24
10
1.04
10
1
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.53
1.61
78
0.9
87
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.43
1.5
130
1.03
127
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
0.06
116
1.04
113
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.2
0.35
11
0.33
0
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.41
0.65
78
0.95
83
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.24
0
95
0.93
102
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.36
0.81
80
0.92
87
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.61
0.46
13
1.02
13
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.78
2.29
128
1.24
103
1
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.95
1.71
63
0.84
77
1