Datasets:
anasmakki
/
thyroid_processed

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age
float64
sex
float64
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
float64
T4U
float64
FTI
float64
target
int64
61
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61
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2.1
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114
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109
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34
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1.1
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2.2
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11
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1.1
2
111
0.97
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0
68
1
0
0
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0
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0
0
0
0
0
0
0
2.1
1.5
126
1.26
100
0
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
2.8
111
1.31
85
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.9
84
0.78
107
0
35
1
0
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0
0
0
0
0
0
0
0
0
0
0
0.005
3.1
239
1
239
2
21
1
0
0
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0
0
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0
0
0
0
0
0
0
0
1
1.8
87
0.88
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0
22
1
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0
1
0
0
0
0
0
0
0
0
0
0
0.4
2.2
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1.35
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0
22
1
0
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0
0
0
0
0
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1.6
2
123
1.13
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0
39
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.6
3.6
133
1.44
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0
77
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23
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0.255
1.4
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45
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0
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0
0
0
61
0.6
23
0.87
26
1
53
1
0
0
0
0
0
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0
0
1
0
0
0
0
0
0.045
2.2
115
0.93
124
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.5
159
1.17
136
0
57
0
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1.1
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1
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1
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2.2
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0.04
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0.83
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0
14
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2.4
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0.74
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0
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0
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1.1
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0.92
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55
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1
2.8
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1.12
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0
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7.7
1.8
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1
60
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1.03
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56
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27
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1.01
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1
38
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0
19
1.2
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1
61
1
0
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1
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5.9
2
82
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42
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0
1
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125
1.12
112
0
64
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1
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0
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0
0
0.03
0
65
0.82
80
0
81
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
1.9
1.9
118
1.02
116
0
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.4
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148
0
75
0
0
0
0
1
0
0
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1
0
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5.2
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0
1
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2
0
136
0.67
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39
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1
1.1
1.6
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1.02
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45
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1.4
2.2
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0.98
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36
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1
1
1.8
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1
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1
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1.9
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1.4
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136
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63
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0
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0
0
0
33
1.9
65
0.94
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1
77
1
0
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0
0
0
0
0
1
0
0
0
0
0
12
1.7
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1.03
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1
55
1
0
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0
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0
0
1
0
0
0
0
0
0.065
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206
0.81
254
2
40
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.3
0
152
1.5
102
0
16
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0
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0
0
0
0
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4.4
0
101
1.02
99
0
28
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0
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0
1
0
0
0
0
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0
104
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39
1
1
0
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0
0
0
0
0
0.11
0
135
1.01
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0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
121
1.08
112
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.1
107
0.95
113
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76
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
0.065
2.2
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1.02
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0
32
1
0
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0
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0
0
0
0
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2.5
2.4
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61
1
0
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1
0
0
0
0
0
0
0
0
0
0
29
1.5
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1
76
1
0
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4.1
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56
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27
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1
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1
0
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0
0
0
0
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110
1.1
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0
78
1
1
0
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1
1
0
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0
0
1.2
1.2
82
1.01
81
0
69
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2.1
2.5
131
1.03
126
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
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63
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0
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1
0
0
0
0
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3
1.7
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67
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1.9
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1
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1
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29
1.9
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61
1
1
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0.85
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1.07
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0
71
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0
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70
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1
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0.6
2.8
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1.09
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42
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0
0
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0.73
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54
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0.72
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66
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2.8
2.3
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0.9
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56
1
0
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0
0
0
0
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0.51
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85
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0
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0
0
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0
0
0
114
0.3
24
0.61
39
1
61
1
1
0
0
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0
0
0
0
0
0
0
0
0.18
1.5
90
0.79
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38
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0
0
0
1
0
0
0
0
0
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1.8
1.6
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43
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1
0
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46
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0.01
4.7
141
0.9
156
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65
1
1
0
0
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0
0
1
0
1
0
0
0
0
0
2.1
1.7
164
1.09
151
0