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
33
1
0
0
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0
32.48
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13
1.11
11
1
57
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8.9
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80
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171.74
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29
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69
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11.4
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111
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62
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56
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7.38
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48
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62
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72
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71
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36
1
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27.37
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60
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10
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1
65
1
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18.1
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1
47
1
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7.4
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1
49
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179.29
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1.38
7
1
42
1
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0
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0
0
0
0
0
0
0
437.32
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15
1.11
13
1
54
0
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0
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0
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2
87
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1
50
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0
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0
0
0
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0
37.31
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15
0.96
16
1
24
1
0
0
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0
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0
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0
0
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113
1.19
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1
60
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102.81
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5
0.99
5
1
67
1
0
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0
0
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6.88
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82
0.91
90
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.65
1.2
123
0.89
139
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81.22
0.52
9
0.91
10
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.59
0.68
114
0.87
132
1
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
0
85
1.01
84
1
31
0
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0
0
0
0
0
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0
0
0
0
0
0
0
10.29
1.79
88
1.08
82
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.79
0
69
1
69
1
58
1
0
0
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0
0
0
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0
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0
0
0
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0
27.89
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83
0.78
106
1
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.59
1.58
50
0.84
60
1
67
0
0
0
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0
0
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0
0
0
0
0
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0
25.11
1.77
72
0.86
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1
62
0
0
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0
0
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0
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0
108.86
0.37
14
0.99
14
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.19
0.19
12
0.08
0
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.67
0.15
12
1.04
11
1
24
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
52.07
0
76
0.87
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1
34
1
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12
1
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63
0.9
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1
80
1
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0
0
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0
0
0
11.43
1.53
92
0.93
100
1
67
0
0
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0
0
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10.84
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35
0.68
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1
64
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0
8.69
1.73
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1.05
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1
37
1
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0
1
0
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12.86
2.44
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1.3
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1
66
0
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7.84
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74
0.74
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1
78
1
0
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0
32.78
1.87
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1.1
56
1
35
0
0
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0
0
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0
7.04
0.86
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0.85
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1
58
1
0
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0
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0
0
0
0
0
0
6.81
1.88
90
0.98
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1
55
0
0
0
0
0
0
0
0
0
1
0
0
0
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0
7.55
1.75
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0.93
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1
55
1
0
0
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0
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0
0
0
0
0
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0
15.76
2.36
79
0.99
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1
56
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
9.69
1.2
120
0.87
138
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.21
1.67
62
0.79
79
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.81
0.31
26
0.85
31
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.46
1.96
86
0
0
1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
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0
9.92
1.79
88
0.99
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1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
393.44
0.03
14
1.17
12
1
43
1
0
0
0
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0
0
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0
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0
0
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0
8.23
1.87
108
1.01
107
1
84
1
0
0
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0
0
0
0
0
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0
0
0
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32.11
0.27
55
0.92
61
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.29
1.12
79
0.99
81
1
77
1
0
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0
0
0
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0
0
0
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8.7
1.37
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1.08
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1
68
1
0
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20.9
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0.88
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1
36
1
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27.36
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0.99
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56
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0.94
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1
77
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0
0
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7.77
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119
0.91
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1
72
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11.99
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0.93
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1
37
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164.64
0.36
8
0.42
1
1
67
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0
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0
0
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0
0
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0
0
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0
27.75
1.71
72
0.87
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1
60
1
0
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0
0
0
0
0
0
0
0
0
0
0
10.68
0.91
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1
82
1
48
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
11.79
0.53
73
1.14
64
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.41
1.34
112
1.25
90
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.64
1.9
77
0.89
86
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.08
1.92
137
1.15
120
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.21
2.03
93
1.09
85
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.93
0
74
0.94
78
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.72
1.2
87
0.72
121
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.67
1.2
63
1
62
1
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.02
2.07
89
0.91
98
1
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.88
0.26
14
1
14
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.96
0
68
0.68
100
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
77.31
0.31
18
1.06
17
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.4
0.65
22
1.02
21
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.04
0.35
74
1.02
73
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
496.47
0.5
9
1.31
6
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.29
0.53
64
1.01
63
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.41
1.54
126
0.97
130
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
163
0.65
31
0.93
33
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
163.31
1.22
51
1.07
48
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
135.57
0.19
5
1.03
5
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.5
1.5
33
1.07
31
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.13
0.17
2
0.86
2
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.46
0.71
114
1.2
96
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.26
2.25
105
1.09
96
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98.87
0.75
11
1.21
9
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.34
2.47
90
0.86
105
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.31
1.45
134
1.31
103
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
143.41
0.14
27
1.03
26
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.39
1.44
60
0.97
61
1
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.39
0.17
113
1.18
96
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.45
1.53
88
0.72
123
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.85
2.18
77
1.03
74
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.4
1.64
89
1.02
87
1
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.36
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38
1.04
37
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.64
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82
0.83
100
1
69
1
0
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0
0
0
0
0
0
0
0
0
0
0
0
10.92
1.37
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1.05
84
1