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
64
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37
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1.6
1.4
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19
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3.4
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27
1.6
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1.09
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46
1
0
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0
0
0
0
0
0
0
1
0
0
0.1
2.5
145
1.36
107
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46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.3
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79
1
0
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0
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0
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0
0
0
0
0
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67
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0.7
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1.12
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28
1
0
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0
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0
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0.1
3
235
1.38
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2
28
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0
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0
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0
0
0.9
2.3
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0.89
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57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
121
0.97
126
0
67
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.4
1.6
83
0.89
95
0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.2
75
0.95
79
0
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
119
0.86
139
0
24
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
3
131
1.23
107
2
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116
1.07
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69
1
0
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0
0
0
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0.5
1.6
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1.25
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0
53
1
0
0
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0
0
0
0
0
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0
0
0
1
1.5
1.5
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1.06
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57
1
0
0
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0
0
1
0
0
0
0
0
0
0
0.1
6.6
190
0.86
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2
57
0
0
0
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0
0
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0
0
0
0
0
0
0
8.799999
1.8
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0
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1
78
0
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0
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0
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0
0
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0
0
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0
0.9
2.2
102
1.01
100
0
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
80
0.67
119
0
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
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72
0.65
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1
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1
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0
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2.2
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55
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1
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1.05
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56
1
1
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0
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0
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0.1
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144
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1
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0.1
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120
0.92
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1
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0
0
0
0
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0.1
2.2
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0.1
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1
1.5
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0.8
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1
0
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1.3
1.4
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1
0
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1
1.7
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0.8
128
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36
1
0
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1
0
0
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0
0
0.3
2.2
163
1.06
153
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58
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0.1
1.6
72
0.99
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0
29
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3.9
148
1.44
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2
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099999
3.5
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0.28
482
2
67
1
0
0
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1
0
0
0
0
0
0
1.5
1.4
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1.06
131
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67
1
0
0
0
0
0
0
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0
0
0
0
0
0
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0.1
1.3
108
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67
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0
0
0
0
0
0
0
0
0
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0.9
2.3
121
1.07
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45
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0
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0
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0
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1.3
1.8
62
0.71
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81
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0
0
0
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0
1.9
1.5
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0.93
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65
1
0
0
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0
0
0
0
0
8.099999
1.5
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1.03
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62
1
0
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1
1.9
1.5
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1.21
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1.3
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0
0
0
0
0
8
1.6
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0.91
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1
54
0
0
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1
0
0
0
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0
0
0.6
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107
1.01
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22
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0
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0
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0
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0
1
1.3
2.6
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0
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0
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0
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0
2
2.4
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1.01
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0
82
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0
0
0
0
0
0
3.1
2
134
1
135
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57
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0
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0
0
0
0
1.5
1.9
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0.92
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1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
105
1.12
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0
16
1
0
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0
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0
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0
0
1.3
1.8
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0.9
80
0
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
103
0.9
115
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33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.9
97
0.9
108
0
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.1
108
1.03
105
0
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.299999
2.5
68
1.03
66
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.6
91
1.02
87
0
36
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
105
0.77
136
0
49
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.8
2.1
144
0.98
147
0
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
125
1.14
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0
25
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0.25
2.8
109
0.99
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0
20
0
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0
0
0
0
0
0
0
0
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0
0
0
0
0.3
1.5
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0
0
0
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
73
0.89
82
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27
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
105
0.98
107
0
58
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
5.1
1.5
63
1.2
53
0
74
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
111
0.96
116
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37
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.25
1.8
86
1.05
82
0
70
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
14
1.6
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0
78
1
75
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
191
1.3
147
0
52
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
113
1.01
112
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56
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
155
1.09
143
0
50
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0
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0
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0
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0
0
0
0
0
0
0
0
0.9
1.2
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1.03
95
0
60
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
2.4
140
1.02
138
0
53
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.8
83
1.09
76
0
70
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.1
2.1
69
1.14
61
0
35
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
2.8
107
1.09
99
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
1.5
85
0.96
88
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.6
87
0.93
94
0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.7
120
1.07
112
0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.1
70
0.72
96
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.4
106
1.16
91
0
68
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.6
99
0.94
104
0
40
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
107
0.85
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0
40
0
0
0
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0
0
0
1
1
0
0
0
0
0
0
0.3
1.5
117
0.83
141
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40
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0
1
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0
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0
0
0
0
0
0
0
0
0
86
0.92
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0