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
45
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1
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2.5
120
1.04
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76
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1
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0
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0.07
3.3
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1
183
2
24
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1.1
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1.4
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1
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22
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1.1
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1
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1.7
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1
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62
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29
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1.4
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0.84
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0
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0
74
0.69
107
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
126
1.16
109
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.6
1.4
115
0.94
122
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
0.9
68
0
0
0
25
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0
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0
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0.47
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0
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20
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0
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0
0
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0
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0.48
1.4
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49
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0
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0
0
0
0
0
0.88
1.2
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0.8
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0
74
1
1
0
0
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0
0
0
1
0
0
0
0
0
0
4.1
1.2
123
0.94
131
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51
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
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137
0.84
163
0
48
1
0
0
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0
0
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0
0
1
0
0
0
0
0
6.6
1.5
111
0.86
129
1
72
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.6
0
87
0.98
89
0
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
3.3
110
1.19
92
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
2
118
1.14
103
0
67
0
0
0
0
0
0
0
0
0
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0
0
0
0
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2.2
2.8
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1
0
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3
1
139
0.8
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38
1
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1.4
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101
0.9
112
0
74
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
2.2
1.3
80
0.74
108
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49
0
0
0
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0
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0
0
0
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0
0
0
0
0
1.7
2.1
104
0.78
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72
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0
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0
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106
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1
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0
0
0
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0.3
1.1
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1
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0.09
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41
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1
1.6
1.8
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0.81
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0
31
1
0
0
0
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0
0
0
0
0
0
0
0
0
1
1.2
1.7
101
0.86
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22
0
0
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0
0
0
0
0
0
0
0
0
1
1.5
1.7
106
0.72
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0
56
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.2
0
116
1.03
113
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.8
86
0.89
97
0
46
1
1
0
0
0
0
1
0
1
1
0
0
0
0
0
3.4
1.8
123
0.9
137
0
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
393
0
15
1.17
13
1
73
1
0
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0
15
2
80
0.83
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1
78
1
0
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2.5
1.5
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0
0
68
1
0
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0
0
0
6
1.1
121
0.74
164
0
62
1
0
0
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0
0
0
1
0
0
0
0
0
0
1.2
1.3
109
0.92
118
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
2
101
0.88
115
0
29
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
4.3
3.7
124
1.46
85
0
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2
106
0.9
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1
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1.5
2.3
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1
72
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2.3
2.1
70
0.76
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55
1
1
0
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0
0
0
0
0
0
0
0
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2.2
1.8
129
0.98
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67
1
1
0
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0
0
0
0
0
0
0
0
0
0
0
4.8
1.2
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0.92
139
0
53
0
0
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0
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1
0
0
0
0
0
0
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1.1
1.9
76
0.67
113
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57
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0
1
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0
0
0
0
0
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0
0
0
0
0
1
0
79
0.81
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25
1
0
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0
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1
0
0
1
0
0
1.9
2.1
95
0.94
101
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.2
107
0.95
112
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.8
1.9
90
0.98
92
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.9
1.8
93
0
0
1
41
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
1.7
76
0.78
97
0
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.299999
0
107
1.13
95
1
53
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.8
1.9
107
1.01
106
0
22
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.66
2.2
120
1.22
98
0
68
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
86
0.93
92
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
6.8
109
0.96
113
0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.075
2.4
146
1.08
135
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2
90
0.9
100
0
45
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3
2.1
107
1.17
92
0
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
2
102
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105
0
65
1
0
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0
0
0
0
0
0
11
0
73
0.78
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1
37
1
0
0
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0
0
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0
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0
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0
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1.4
0
98
1
98
0
32
1
0
0
0
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0
0
0
0
0
0
0
0
0.15
0
102
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106
0
57
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
1.4
2.5
121
1.02
119
0
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.1
113
0.9
126
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1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0.5
101
0.64
158
0
97
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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2.3
1.8
93
0.89
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0
72
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
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79
0.96
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72
1
0
0
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0
0
0
0
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0
0
0
0
1.5
2.4
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1.02
110
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56
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0
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0
0
0
0
0
0
0
0
0.64
2.4
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0.92
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0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.2
133
0.95
140
0
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
3.1
61
0.93
66
0
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.6
3.4
99
1.07
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0
49
0
0
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0
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0
0
1
0
0
0
0
0
0
0
20
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5
1
5
1
49
1
1
0
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0
0
0
0
0
0
0
0
0
0
0.8
1.8
98
1.13
87
0
55
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
2.6
2.4
74
0.97
76
0
60
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.7
71
0.85
84
0
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
2.8
161
1.12
144
0
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82
0.91
90
0
43
1
0
1
0
0
0
0
0
0
0
0
0
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0
0
7.2
2.3
81
0.99
82
1
26
1
0
0
0
0
0
0
0
0
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0
0
0
0
1
1.1
2.3
96
0.78
123
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.9
133
1
133
0