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
39
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1.9
2.3
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1.05
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38
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0
0
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0.6
2.8
146
1.1
133
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56
1
1
0
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0
0
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0
0
0
0
0
0
0
0.2
0
134
1.03
130
0
76
1
0
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0
0
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0
0
1
0
0
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0
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0.9
2.2
105
1.09
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0
73
1
1
0
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0
0
0
0
0
0
0
0
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3.5
1.6
143
1.06
134
0
87
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.2
3.4
164
0.82
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2
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.4
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1.21
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1
0
1
0
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0
0
0
3.7
2.4
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1.24
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0
36
1
0
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0
0
0
0
0
0
1
0
0
0
0.9
2.8
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1.29
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0
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0
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0
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0.2
2.1
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1.06
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24
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0
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0
0
0
1
1.7
2.4
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0.92
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0
52
0
1
0
0
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0
0
0
0
0
0
0
0
0
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0.2
2.3
116
0.94
123
0
72
0
0
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0
0
0
0
0
0
1
0
0
1
0
0
0
2.8
120
1.18
102
0
31
1
0
0
0
0
0
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0
0
0
0
0
1
0
0
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3.6
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1.4
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1
34
1
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46
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37
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1
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0.25
2.5
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0.97
114
0
25
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0
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0
0
1
0
0
0
0
0
0.25
3.4
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0
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0
58
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0
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0
0
0
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0.25
2.4
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0.77
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29
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0
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0.25
1.1
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0.8
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0.25
1.4
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58
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0.9
2.3
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1
102
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27
1
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5.4
2.2
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0.9
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36
1
0
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0
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0
0
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1.5
1.3
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0.75
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36
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0.25
2.5
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0.6
1.8
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54
1
0
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3.1
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104
0.9
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1
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3.7
2.8
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69
1
1
0
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0
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1.1
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1.8
1.4
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17
1
1
0
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0.25
0
117
0.92
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81
1
0
0
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0
0
0
0
0
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0
0
0
0
0
1.2
1.5
114
0.99
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0
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
124
1.17
106
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.4
79
0.77
103
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.5
88
0.87
101
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
81
0.9
90
0
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.5
85
0.73
116
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58
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0.9
1.5
88
0.84
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66
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.6
2.4
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1
100
0
68
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0
0
0
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0
0
0
0
0
0
0
0
0
0
5.4
2.7
94
1.14
82
0
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
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0.94
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64
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
0.25
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92
0.91
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64
1
0
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0
0
0
0
0
0
0
0
0
0
0
0
7.6
4.2
164
1.55
106
0
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
93
1.01
91
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.2
113
1.01
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0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.8
114
0.92
124
0
59
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.9
3.6
112
1.18
96
0
24
0
0
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0
0
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0
0
0
0
0
0
0
0.6
3
119
1.03
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65
1
0
0
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0
0
0
0
0
0
0
0
0
0
1
1.6
2.2
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0.85
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60
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0
0
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0
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0
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2.6
2.8
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0.89
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44
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0
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0
0
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0
0
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0.6
2.7
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44
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0
0
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3.5
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0.96
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0
44
0
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0
0
0
0
0
0
0
0
0
0
3.2
1.9
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0.72
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0
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
3.1
160
0.9
177
2
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.5
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1
95
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
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4.4
2.4
80
0.98
81
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59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
106
0.87
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26
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
1.1
2
72
0.69
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26
1
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0
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0
0
0
0
0
0
0
0
0
0
2.9
2.4
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0.92
98
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
1.7
72
1.07
68
1
23
1
0
0
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0
0
0
0
1
0
0
0
0
0
0
0.9
2.9
136
1.38
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74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.7
101
0.96
105
0
52
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
35
2.1
77
1.1
70
1
39
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.9
125
0.96
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0
63
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1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
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161
1.07
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77
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1
0
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0
0
0
0
0
0
0
0
0
0
0.25
1.7
113
0.94
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0