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
41
1
0
0
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7.26
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126
0.9
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63
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8.03
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1.14
113
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31
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43.41
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78
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59
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70
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84
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33.7
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1.08
49
1
33
1
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48.77
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41
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52
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75
1
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60
1
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68.31
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58
1.11
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1
36
1
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23.86
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1.02
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59
1
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64
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2
1
58
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23.92
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1
54
0
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59.79
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13
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1
29
1
0
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23.77
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62
1.19
53
1
57
1
0
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0
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8.94
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1.25
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1
35
0
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65
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8.04
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1.03
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1
70
1
0
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8.56
1.65
89
1.04
86
1
61
0
0
0
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0
0
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0
0
0
0
0
0
0
0
30.58
1.93
66
0.95
70
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.61
1.46
100
0.88
113
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.29
1.89
109
1.03
106
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.55
1
48
1
48
1
14
0
0
0
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0
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0
0
0
0
0
0
0
0
0
11.32
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122
0.96
127
1
36
1
0
0
0
0
0
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0
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0
0
0
0
0
23.2
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1
36
1
0
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46.23
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0.99
7
1
28
1
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0
147
0.81
34
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37
1
58
1
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7.6
1.67
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1.07
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1
23
0
0
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17.28
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0
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1
77
1
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0
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0
0
0
0
0
7.98
1.34
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1.07
130
1
63
1
0
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0
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0
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0
0
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0
36.64
1.78
62
0.94
67
1
64
0
0
0
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0
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0
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0
102.68
1.26
29
0.1
0
1
61
0
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11.24
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1
34
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66
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0
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1
27
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17.66
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1
40
1
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42.88
0.22
5
0.94
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1
59
1
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32
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69
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23.26
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1.48
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1
59
1
0
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46
0.97
48
1
60
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98.12
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6
0.81
7
1
45
0
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0
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25.63
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0.87
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1
25
0
0
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0
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0
0
0
202.74
0.02
6
0.95
6
1
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145.58
0.21
16
0.95
16
1
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
0.32
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1.01
72
1
53
1
0
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0
106
0.52
5
0.95
5
1
63
1
0
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70.32
0
62
1.18
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1
21
1
0
0
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0
0
0
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8.96
2.25
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1.11
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1
68
1
0
0
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0
0
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0
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0
0
0
0
18.07
0.68
65
1.01
64
1
18
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
10.45
0.81
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1.12
80
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.55
2.34
57
0.97
59
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
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14.34
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83
0.83
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1
37
1
0
0
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0
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0
0
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6.68
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1
60
1
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12.52
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1.14
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1
75
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1
58
1
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0
18
2.09
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1
64
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1
72
1
25
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0
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9.96
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63
0.96
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1
55
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0
0
0
0
1
0
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0
0
0
0
39.81
1.79
47
0.8
59
1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.9
2.17
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1.25
76
1
70
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
6.35
1.13
123
1.07
116
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.69
0.62
105
1.14
92
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
0.75
97
0.94
104
1
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
171.24
0
29
0.91
32
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.2
1.65
112
1.31
87
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
68.8
0.4
26
1.04
25
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.9
1.7
71
0.81
88
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.38
2.29
109
1.06
102
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63.05
0.68
22
1.03
21
1
48
0
0
0
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0
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0
0
0
0
73
0
43
0.86
49
1
74
0
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0
48.71
0.3
5
1.11
3
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.1
2
65
0.99
66
1
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.12
1.24
43
0.98
43
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
178.11
0.76
63
1.35
48
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.76
1.52
136
1.05
131
1
67
0
0
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0
0
0
0
0
0
0
0
0
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8.64
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93
0.94
99
1
43
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
7.22
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88
0.97
91
1
74
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
9.57
1.81
78
0.98
81
1
30
0
0
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0
0
0
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0
0
0
0
0
0
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33.21
1.64
46
0.98
47
1
26
1
0
0
0
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0
0
0
0
0
0
0
0
0
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6.59
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114
1.18
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1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.8
2.04
62
0.99
63
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.36
1.23
56
0.92
61
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.01
0
34
1.09
31
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67.29
0
55
1.06
52
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.68
0.79
75
0.99
76
1
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.78
2.1
147
1.08
136
1
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99.37
0.65
11
1.17
10
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.29
0.97
122
0.94
129
1
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65.55
0
50
1.04
48
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.71
0.11
75
0.95
79
1
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
8.22
1.03
91
0.89
103
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.97
0.99
89
1.09
81
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.23
1.39
62
0.92
67
1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.62
0
88
0.93
95
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110.67
0.97
37
0.86
42
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.44
0.92
25
1
25
1