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
69
1
0
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1.8
2.3
97
0.89
109
0
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.1
82
0.76
108
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62
0
0
0
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0
0
0
0
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0
1.3
2.5
91
1.02
90
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61
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0
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1
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0
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1.1
1.4
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50
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1.7
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0.92
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0.9
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1.05
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37
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2.6
2.3
68
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63
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48
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1.5
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1
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3.1
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0.94
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73
1
0
0
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0
1
0
0
0
0
0
0
0
0
0
2.2
2.5
110
1.28
85
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61
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
2
93
0.99
93
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47
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1
0
0
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0
0
0
0
0
0
0
0
0
0
2.7
2
110
1.02
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47
1
0
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0
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0
0
0
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1.1
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2.7
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2.1
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101
1
101
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60
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0
0
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0
0
0
0
0
0
0
0
0
0
0.045
0
139
1.07
129
0
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
0
35
0.83
42
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
2.6
143
1.07
134
0
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
103
0.87
118
0
87
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.6
71
1.06
67
0
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.4
91
0.85
108
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29
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.5
2.5
80
0.88
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0
72
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.7
1.4
110
0.88
124
0
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.3
99
1.05
91
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
114
0.98
117
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46
1
0
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0
0
0
0
0
0
0
0
0
0.045
1.5
75
0.9
83
0
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
1.2
67
0.96
69
0
77
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0
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0
0
0
0
0
0
0
0
0
0
0
0
0.015
10.599999
226
0.65
349
2
25
1
0
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0
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0
0
0
0
0
468
0.7
21
1.1
19
1
29
1
0
0
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0
1.3
2.8
144
1.17
123
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63
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0
0
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0
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0
0
0
1
1.2
2.4
134
0.92
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0
34
0
0
0
0
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0
0
0
0
0
0
0
0
0
1
2.2
2.3
99
0.79
125
0
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
150
1.22
124
0
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
2.5
134
1.12
120
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.2
103
0.92
112
0
41
0
0
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0
0
0
0
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0
0
0
0
5.6
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93
0.84
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1
1
0
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0
0
0
0
0
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0.1
0
150
0.99
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0
55
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.7
126
1.24
101
0
63
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025
1.6
124
0.89
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0
35
1
0
0
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0
0
0
0
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0
0
0
0
0
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0
96
0.76
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1
0
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0
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0
0
2.2
0
119
0.9
131
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.2
97
0.87
111
0
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.8
62
0.85
73
0
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.3
120
0.96
126
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
0
99
0.97
102
1
84
1
0
0
0
0
0
0
0
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0
0
0
0
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3.5
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77
0.74
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71
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1.2
2.6
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1.02
103
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90
1
0
0
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0
0
1.8
2.4
73
1.07
69
0
74
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
1.8
2.6
131
1.18
111
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
2.9
198
0.91
217
2
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.8
143
1.3
110
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65
1
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3.9
1.6
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71
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1
1.7
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52
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1.8
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92
0.87
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1
0.51
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118
1.15
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32
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1.1
2.2
107
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63
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0.88
2.2
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62
1
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0
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13
0
75
1.35
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1
56
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0
0
0
0
3.2
1.7
87
0.87
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72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
0
133
0.84
158
0
72
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1.7
0
113
0.85
132
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.8
107
0.85
126
0
75
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.83
1.9
116
0.99
117
0
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
111
0.77
145
0
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
0.92
98
0
75
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.31
2.2
85
1.19
71
0
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
1.8
104
0.89
117
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
131
0.95
138
0
61
0
0
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0
0
0
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0
0
0
0
0
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2.2
1.7
79
0.78
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61
0
0
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0
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0
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0
0
0
0
0
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0.44
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75
0.6
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41
1
0
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0
0
0
0
0
0
0
0
0
0
1.2
2.7
113
1.06
107
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52
1
0
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0
0
0
0
0
0
0
0
0
0
0.03
0
163
0.95
172
2
52
0
0
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0
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0
0
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0
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0
0
0
0
9.2
2.2
72
1.08
66
1
46
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.15
5.3
233
0.92
253
0
66
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
117
1.08
108
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42
0
0
0
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0
0
0
0
0
0
0
0
0
0
1
2.4
128
1.11
115
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52
1.2
65
0.92
71
1
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.6
94
0.94
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16
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
4.9
1.8
143
0.97
148
0
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.3
2.1
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1.05
88
0
86
1
0
0
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0
0
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0
0
0
0
0
0
0
0
13
0
87
0.92
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1
39
0
0
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0
0
0
0
0
0.55
0
83
1.04
80
0
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.9
100
1.06
93
0
68
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
6.7
1.4
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0
0
1
58
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.8
2.2
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1.1
88
0
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0.9
61
0.99
61
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
1.3
107
1.12
95
0
68
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2.6
1.8
104
1.1
95
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.31
0
118
0.83
142
0
39
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1.5
2.8
99
0.95
104
0
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
106
1.4
76
0
42
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.04
1.9
117
0.77
153
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
110
1.02
108
0