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
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39
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0
1
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0
0.3
0
116
1.07
108
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36
1
0
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0
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0.1
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14
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1
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3.2
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66
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1
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0
0
0
0.7
1.5
69
0.67
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58
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.15
3
148
0.91
163
2
34
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1
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0
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103
0.96
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22
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1
0
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89
0.82
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0
56
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0
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1.1
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89
0.87
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34
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0
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0
0
0
0
0
0
0
0
0
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1.2
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1
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0
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126
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0
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5.5
1.5
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1.02
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0
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0
0
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0
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0.5
1.7
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0.8
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0
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0
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2
1.9
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0
62
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0
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0
0
0
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1.8
1
55
0.86
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55
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
2.1
2.4
104
0.7
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55
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0
0
0
0
0
0
0
0
0
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1
0.6
2.4
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1
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0.1
2.2
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1
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0.89
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101
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1
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0.1
2.4
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0.91
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1
1
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3
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35
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61
1
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0
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0.6
1.7
113
0.86
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79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
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34
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2.7
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0.7
1.8
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55
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0.7
2.1
142
1.03
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58
1
0
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1
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0
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0
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0.1
2.3
155
1.08
144
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18
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0
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0
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0
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1.3
2.6
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1.08
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2.5
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33
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0.5
1.4
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1
1.7
52
0.7
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0
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0
0
0
0
0
0
0.3
1.5
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0.9
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0
75
1
0
0
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0
0
0
0
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0
0
0
0
0
2.1
1.9
70
0.94
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75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.8
95
1.01
94
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34
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0
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0
0
0
0
0
1
0
0
0
0
0
0.05
7.6
261
1.01
258
2
57
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.7
1.8
91
0.94
97
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
114
0.78
146
0
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
128
0.87
147
0
69
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.4
1.9
106
0.92
115
0
27
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
2.6
145
1.16
125
0
27
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.7
2.4
104
1.12
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0
32
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2.2
2.1
76
0.86
88
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35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
0.3
4
0
0
1
38
1
0
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0
0
0
0
0
0
0
0
0
0
0
0
0.3
2
125
0.92
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0
34
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
2.7
93
1.1
85
0
41
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.8
2.3
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0.95
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41
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
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0
44
0.9
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41
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0
0
0.8
1.6
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0.66
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67
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0
0
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0.9
1.9
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0.95
100
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67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
85
0.57
149
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32
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.3
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21
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1
1
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107
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4.5
1.6
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62
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65
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1.03
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1
45
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1.8
2
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0.99
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1
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1
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1
1.8
83
0.77
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72
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0
0
0
0
0
0
0
0
0
0
1.6
2.1
81
0.79
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72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.8
126
1.1
115
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45
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
1.4
1.6
99
0.98
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45
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1.9
2
82
0
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54
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1.4
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54
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0
0
0
0
0
0
0
0
0
0.9
2.1
119
1.13
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26
1
1
0
0
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0
0
0
0
0
0
0
0
0
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1.8
2.2
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0.99
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1
0
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91
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86
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24
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2.1
1.9
77
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53
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0
0
0
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0
0
0
0
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2
2.3
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