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
30
1
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4.2
2.5
114
1.17
97
0
43
1
0
0
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0
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0
0
0
0
0
0
0
0
0
0
101
1.13
90
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42
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0
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1.4
1.4
116
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60
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0.1
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3
71
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4.5
1.3
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24
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1
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3
2.1
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72
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0
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0
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0
0
1.1
1.4
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0.8
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76
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1.9
130
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107
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58
1
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3.3
1.8
106
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1.5
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2.1
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3
1.5
103
0.8
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15
1
0
0
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0
0
0
0
0
0
0
0
0
0
1.9
0
104
1.06
98
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
2.5
111
1.25
88
0
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.8
133
0.89
149
0
42
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.83
2.9
123
0.95
130
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2
81
0.76
106
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55
0
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0
0
0
0
0
0
0
0
0
0
0.81
2.5
81
0.73
112
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69
1
0
0
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0
0
0
0
0
0
0.5
1
111
0.85
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60
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0
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0
0
0
0
0
0
0
0
0
0
1.1
2.9
104
0.95
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48
1
0
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0
0
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0
0
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0
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0
65
0.77
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1
0
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1
0
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0
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0
0
0
100
0.91
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29
1
0
1
0
0
0
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1
0
0
0
0
0
0
20
0
79
1.16
68
1
51
1
0
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0
0
0
0
0
0
0
0
0
0
0
0.63
0
93
1.01
93
0
26
0
0
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0
0
0
0
0
1.6
2.3
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0.85
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69
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1.6
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1.4
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114
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64
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2
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1.01
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1.8
2.5
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0.89
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32
1
0
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0
0
0
7.8
5.5
166
1.21
138
0
32
1
0
0
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0
1
0
0
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1.6
1.7
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0.89
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1.2
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123
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1.8
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1.4
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0.78
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1
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0
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0.8
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2
41
1
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1
0
0
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0
0
1
0
0
0
3.1
1.2
144
1.03
139
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1
0
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0
0
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0
0
0
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0
1.7
1.8
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0.94
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43
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1
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0
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0.55
2.9
128
0.87
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68
1
0
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0
0
0.1
0
147
0.97
152
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46
1
0
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0
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0
0
0
0
0
1.3
0
73
0.77
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40
1
0
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0
0
0
0
0
0.85
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103
0.87
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40
1
0
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0.81
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1
108
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72
1
1
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0
0
85
0.6
22
1.11
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1
33
1
1
0
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1
1
0
0
1.2
2.2
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58
1
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1.8
2.2
78
0.97
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43
1
1
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1
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0
0
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2.8
0
117
0.77
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20
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0
101
1.08
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1.8
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118
0.88
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35
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1
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83
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5.2
1.8
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60
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0.52
2.6
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81
1
0
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0
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0
1
0
0
0
0
0
0
2.3
2.4
155
1.13
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39
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7.1
0
106
0.94
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1
58
1
0
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0
1
0
0
0
0
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0.045
2.7
108
0.72
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67
1
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0
0
0
0
2.1
1.8
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42
1
0
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0
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2.5
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0.91
65
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75
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0
0
0
0
0
0
0
0
0
0
2.6
0
94
0.77
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0
86
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.2
1.2
128
0.94
137
0
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
86
1.09
79
0
47
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.38
3.4
144
1.26
114
0
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80
0.86
93
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45
1
0
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0
0
0
0
0
0
0.11
0
147
1.16
127
0
70
0
1
1
0
0
0
0
0
1
0
0
0
0
0
0
9.5
0.5
99
0.59
169
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.32
1.7
152
1.13
135
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.8
148
1.49
99
0
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
2
142
1.05
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51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.9
136
1.2
114
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50
0
0
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0
0
0
0
1
0
0
0
0
0
0
2.8
1.5
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1.02
82
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
0
159
1.04
153
0
61
1
0
0
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0
0
0
0
0
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0
0
0
0
0
29
2.4
58
0.98
59
1
80
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.75
2.1
129
1.06
122
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.3
102
0.93
110
0
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.6
123
1.02
120
0
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
2.6
108
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53
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
5.1
2.4
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1.31
80
0
35
1
0
0
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0
0
0
0
0
0
0
0
0
0
5
0
93
0.99
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72
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0
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0
0
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0
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1.1
2.2
116
1.03
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63
1
0
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0
0
0
0
0
0
0
0
0
0
0
0.63
2
108
0.9
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32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2.6
144
1.43
101
0
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
126
1.15
110
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.4
115
1.21
95
0
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.55
1.6
95
0.85
112
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57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
108
0.86
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67
1
0
0
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0
0
0
0
0
0
0
0
0
1
2
1.6
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1.07
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21
1
0
0
0
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0
0
0
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0
0
0
0
0
0
1.9
0
120
1.17
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21
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0
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0
0
0
0
0
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0
0
0
0
0.76
1.1
104
1.13
92
0
21
1
0
0
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0
0
0
1
0
0
0
0
0
0
11
1.4
82
0.99
83
1
55
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0
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0
1
0
0
0
0
0
0
0.66
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131
1.06
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75
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
5.3
0
98
0.75
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72
1
0
0
0
0
0
0
0
0
1
0
0
0
0
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0.25
4.4
192
0.91
211
2
66
1
0
0
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0
0
0
0
1
0
0
0
0
0
0.81
0
126
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0