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
60
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98
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1
37
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98
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1.12
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6.3
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66
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24
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0
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1
1.3
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46
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1
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1
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0
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0
0
0
1.7
0
139
1.1
127
0
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.94
2
102
0.86
119
0
41
1
0
0
0
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0
0
0
0
0
0
0
0
0
1
3.1
2.5
149
1.09
137
0
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
6
250
0.8
312
2
61
1
1
0
0
0
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0
0
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0
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0
0
0
0.73
1.7
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1.11
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73
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46
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61
1
0
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0
0
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1.2
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0
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1.3
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79
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0
0
0
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0
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0
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1.4
1.6
121
1.13
107
0
24
1
0
0
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0
0
0
0
0
0
0
0
0
1
3.7
2.3
100
1.11
90
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67
1
0
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0
0
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1
0
0
0
0
0
0
0.52
1.4
129
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67
1
0
0
0
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0
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0
0
0
51
0.4
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1.26
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1
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57
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0.02
3.4
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112
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53
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1
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0.02
4.3
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1.01
247
2
50
1
1
0
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0
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1.3
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25
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1
1.3
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0.42
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1.2
1.9
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0
0
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0
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3.3
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102
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33
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0
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0
0
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1.9
2.1
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0
0
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0.02
1
120
0.56
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67
1
1
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0
0
1.7
1.8
143
0.87
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27
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0
0
0
0
0
0
0
1
0.85
2.3
141
1.14
125
0
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.3
100
1.11
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0
81
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.9
1.5
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0.78
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38
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1
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1.2
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115
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2.1
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96
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0
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1.4
1.7
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62
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3.5
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67
0.73
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1.03
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0
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2.5
2.2
99
1.04
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1
1
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1
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181
1.21
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1.7
1.9
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0
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0
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0
0
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0
1
1.7
2.3
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1.07
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79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.7
111
1.02
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55
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
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0.93
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44
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
0.7
1.9
108
1.04
103
0
24
0
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0
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0
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0
0
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0
0
0
0
1.3
1.7
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1
106
0
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2.4
106
0.97
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0
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.7
98
1.08
90
0
62
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.3
2
116
1.06
110
0
73
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.2
1.5
69
0.8
86
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.6
86
0.91
94
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59
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.8
0
134
1.05
128
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53
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0
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0
0
0
0
0
0
0
0.06
1.9
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1.02
132
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51
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0
0
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0
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0
0
0
0
0
0
0
1.6
2.1
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37
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0
0
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0
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0
0
0
0
0
0
0
0
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0
118
1.04
112
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43
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0
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0
0
1
6.5
1.8
60
0.89
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1
32
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.64
1.7
102
0.76
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0
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.6
125
1.06
118
0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
2.4
94
0.96
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63
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1.8
2
152
1.18
129
0
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.2
118
0.89
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52
0
0
0
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0
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0
0
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0
0
1
1.9
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0.97
2.3
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0.015
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1
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0
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0
0
0
183
1.4
14
1.31
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1
53
0
1
0
0
0
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0
0
0
0
0
0
0
0
0.63
1.6
115
0.9
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53
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1
0
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0
0
0
0
0
0
0
0
0
0
0
0.51
2.4
124
0.96
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0
71
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
1.7
93
0.98
94
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50
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.54
1.8
160
1.1
146
0
61
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61
0.78
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40
1
1
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0
0
0
0
0
0
0
0
0
0
1.6
1.9
142
0.91
156
0
38
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0
0
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0
0
0
0
0
0
0
0
0
0
0
0.05
4.8
32
0
0
0
37
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0
0
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0
0
0
0
0
0
0
0
0
0
0.72
2.8
110
0.99
111
0
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
3.4
133
0.84
159
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73
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0
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0
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0
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0
0
0
0
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0
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0
91
0.8
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55
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0
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1
0
0
0
0
0
0.01
5.5
219
0.8
274
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46
1
1
0
0
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0
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0
0
0
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0
0
0
0
0.02
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116
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16
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1
0
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0
0
0
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0
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3.3
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65
0.73
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0
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0
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0
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5.5
2
95
1.08
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