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
68
1
0
0
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20.79
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55
0.89
61
1
28
1
0
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0
0
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0
18.76
0.95
59
1.03
58
1
65
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8.04
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107
1.03
105
1
60
1
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8.12
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0.96
62
1
40
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11.16
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47
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23.82
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91
0.86
106
1
33
0
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41.44
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78
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93
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50
0
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47.35
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63
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1
66
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7.3
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128
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62
1
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0
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7.75
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107
1.35
80
1
40
1
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0
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37.33
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8
1.02
7
1
58
1
0
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0
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9.79
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75
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1
70
1
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16.94
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95
1.25
76
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.15
1.7
82
0.84
99
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.77
2.06
83
1.07
78
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.72
1.62
88
1.02
86
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
0.54
98
0.95
103
1
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.46
2.14
56
1.01
56
1
39
1
0
0
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0
0
0
0
0
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0
0
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0
11.89
2.05
80
1.09
74
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.47
0.83
108
1.15
94
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.36
7
1.11
6
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.13
2.17
83
1.03
80
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
432.36
0.24
8
1.03
8
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.02
1.44
126
1.11
113
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
400
0.49
10
1.18
8
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.14
1.64
65
0.84
77
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.42
1.76
75
1.16
66
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.58
0.62
128
0.92
139
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.27
0.86
117
1.04
112
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.5
0.4
6
0.84
7
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
233.17
0.17
14
0.99
15
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.39
1.34
78
0.97
80
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
248.02
0.12
9
1.11
9
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.67
1.79
69
0.9
77
1
84
1
0
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0
0
0
0
0
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0
0
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0
0
0
12.42
0.87
91
0.93
97
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.29
0
103
1.23
84
1
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.45
0.87
125
0.98
128
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.11
0.5
141
1.26
112
1
30
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
8.52
2.1
91
1.16
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1
59
0
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88
0.85
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1
60
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1
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0
34.41
1.2
45
0.87
51
1
80
1
0
0
0
0
0
0
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0
0
0
0
0
0
0
30.9
1.26
48
1.02
47
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.25
2.3
90
0.97
93
1
73
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
21.94
1.96
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1.1
80
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.7
0.07
56
1.06
53
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80
0.95
41
0.99
43
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.51
2.64
110
1.28
86
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.62
2.36
141
1.26
112
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.18
0
63
0.97
65
1
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.56
1.63
47
0.86
56
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
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15.32
1.7
66
0.99
66
1
66
0
0
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0
0
0
0
0
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0
0
0
0
0
42.85
0.29
14
0.18
1
1
17
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
8.39
0.69
64
0.96
66
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.3
0
8
1.06
8
1
73
0
0
0
0
0
0
0
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0
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0
0
0
0
22.87
1.78
131
1.46
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1
32
1
0
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0
0
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0
0
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0
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1.02
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72
1
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14.48
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0.84
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1
47
1
0
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0
0
0
0
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0
0
0
0
0
0
276.87
1.01
11
1.11
9
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.23
2.15
23
1.18
19
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.97
0.03
87
0.85
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1
69
0
0
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0
0
0
0
0
0
0
0
0
0
0
28.01
0.9
84
0.82
102
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.01
0
115
0.87
132
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.21
0
35
1.02
34
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.59
2.15
92
1.26
73
1
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.44
1.95
104
0
0
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.04
1.66
66
0.99
65
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.88
1.44
99
0.87
114
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98.47
0.4
4
1.18
3
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.95
0.93
65
0.67
98
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.68
1.37
79
0.92
86
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.56
0.46
4
0.89
5
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.68
1.23
73
0.98
75
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
191.9
0.37
10
1.15
9
1
62
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
29.36
0.86
31
0.64
49
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.14
1.86
62
0
0
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151.24
1.16
15
1.18
13
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.77
0.98
73
0.81
89
1
69
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
12.21
0.37
67
0.75
89
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
137.09
0.26
11
0.98
12
1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.84
1.12
84
0.82
102
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.23
0.18
59
0.94
62
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.14
0.86
41
1.03
39
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.31
0.65
75
0.8
94
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.72
1.77
91
0.94
96
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.95
1.98
121
1.06
113
1
86
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.48
0.89
121
0.93
131
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.17
2.1
81
1.1
73
1
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.42
1.37
109
0.92
119
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122.64
0.11
14
1.04
13
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.27
0.93
110
0.71
154
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.52
0.6
21
0.96
22
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.03
1.01
60
0.96
63
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.36
2.5
91
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.41
1.71
115
0.88
131
1
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.22
1.76
109
0.93
118
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.43
0.4
13
0.98
13
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.42
0.01
97
0.87
112
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.78
0
61
1
62
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.25
0.66
98
0.87
113
1