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
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9.38
1.25
99
0.87
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1
39
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0
0
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0
0
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0
9.35
1.45
130
0.91
142
1
59
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29.85
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57
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1
23
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28
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35
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31.77
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66
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73
1
3
0
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474.46
1.59
31
1.17
26
1
55
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1
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62
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26
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56
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13.55
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36
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1
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1
10
1
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11.38
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62
1
35
1
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0
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0
30.83
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67
0.92
72
1
53
1
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8.88
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83
1
60
1
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60
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1
75
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50
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400
0.42
9
1.14
7
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.19
0.42
108
0.9
121
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
1.13
72
0.97
74
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.38
1.27
60
1.03
58
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.59
1.29
65
1.23
53
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.08
0.37
104
0.79
134
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.69
1.86
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0.98
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1
44
0
0
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0
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6.31
2
118
1.04
113
1
81
1
0
0
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0
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0
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0
173.11
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35
0.95
36
1
73
1
0
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0
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0
0
0
0
0
0
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6.8
1.9
142
1.18
120
1
52
1
0
0
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0
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0
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0
0
0
0
0
59.34
0.99
16
1.06
15
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.7
1.71
136
1.12
122
1
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47
0.63
10
1.04
10
1
87
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
13
0
122
0.96
127
1
53
0
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11.65
2.08
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0
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64
1
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10.9
0.45
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1.14
86
1
67
1
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0
0
0
0
0
0
0
0
0
0
43.63
0.33
12
0.17
0
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.09
0.09
97
0.87
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1
59
1
0
0
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0
0
0
0
0
0
0
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0
0
0
7.74
1.77
110
1.07
104
1
61
1
0
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6.4
0.76
112
1.37
82
1
79
1
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18.37
1.39
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0.99
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1
26
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45.71
1.08
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1.03
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1
62
1
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8.37
2.05
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1.01
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1
59
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27.33
1.14
138
1.09
127
1
61
1
0
0
0
0
0
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0
0
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0
0
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150.35
1.53
36
1.07
34
1
60
1
0
0
0
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0
0
0
0
0
0
0
0
0
27.86
1.81
65
0.98
66
1
75
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
30.46
0.79
84
1.05
81
1
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90.99
0.32
10
1.16
9
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.39
1.91
70
0
0
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.39
1.58
80
0.91
88
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
171.78
0.34
11
1.05
10
1
64
0
0
0
0
0
0
0
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0
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0
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8.68
2.24
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0
0
1
53
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78.04
0.55
7
0.94
7
1
33
1
0
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0
0
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6.8
2.37
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1.06
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1
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.55
1.66
47
0.86
55
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.66
0.13
141
1.36
104
1
60
1
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66.95
1.69
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1.28
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1
26
1
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7.03
1.85
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1.26
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1
58
0
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0
0
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0
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0
0
0
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0
8.13
0.1
89
0.85
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1
53
1
0
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0
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0
0
0
0
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38.6
1.46
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0.82
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1
14
0
0
0
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0
0
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0
0
0
0
0
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0
492.49
0.82
12
1.18
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1
41
0
0
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0
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0
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0
31.54
1
80
0.95
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1
77
1
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0
0
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0
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0
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11.35
1.8
65
1.02
64
1
68
1
0
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0
0
0
0
0
0
0
0
0
0
16.23
1.32
68
1.01
67
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.82
1.06
73
0.81
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1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.65
2.35
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1.1
89
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.83
0.43
92
0.95
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1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.36
0.79
95
0.98
97
1
21
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
9.07
0
126
1.27
99
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.53
1.06
56
1.25
45
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.78
0
88
0.96
93
1
42
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
11.67
1.57
54
0.98
54
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.39
1.32
67
0.92
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1
81
1
0
0
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0
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0
73.08
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24
0.99
24
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.39
1.73
57
0.97
59
1
2
0
0
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0
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0
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0
0
0
0
0
0
0
472.91
1.66
33
1.17
28
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61.95
0.24
25
1.05
24
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.93
1.4
58
0.96
60
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.28
0.04
106
0.83
128
1
40
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
44.91
0.1
6
0.96
6
1
71
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
29.75
0.58
14
1.44
9
1
47
0
0
0
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0
0
0
0
0
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0
0
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0
8.57
0.66
126
0.9
140
1
76
1
0
0
0
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0
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24.36
0.88
50
0.84
60
1
57
1
0
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0
0
0
0
0
0
0
0
0
0
0
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6.41
2.3
85
1.06
80
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.34
1.57
125
1.11
113
1
44
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
53.92
1.31
27
0.97
28
1
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.59
1.23
44
0.88
50
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.16
1.7
90
1.13
80
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.58
0
62
0.98
64
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.38
1.1
54
0.96
56
1
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.18
1.65
104
1.12
93
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
114.9
1.3
42
1.01
42
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.8
0
55
1.07
52
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.43
0.92
15
0.89
17
1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89.36
0.21
9
1.13
8
1
66
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
48
0.47
6
1.36
4
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
158.11
0.4
11
1.19
10
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.32
1.71
95
0.89
108
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.52
0.75
88
0.96
92
1