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
66
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1
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0
0.085
1.1
138
0.8
173
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66
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1
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0
0
1
0
0
0
0
0
0.07
2.9
145
1.25
116
2
51
1
1
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2.9
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1.13
39
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47
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1.2
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0.93
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74
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2.3
102
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99
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17
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1
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46
1
0
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0
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1
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0
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2.5
1.5
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0.9
77
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42
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0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.045
2.1
111
0.89
125
0
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.5
106
0.98
108
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73
1
0
0
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0
0
0
0
1
0
0
0
0
0
17
1.7
112
1.16
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37
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2
2.2
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0.71
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0.58
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98
0.99
99
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1
117
1.19
98
0
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
0
91
0.99
92
0
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.9
123
1.03
119
0
71
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4.3
1.3
55
0.83
66
0
45
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
22
0
65
1.15
57
1
30
0
0
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0
0
0
0
0
0
0
0
0
0
0
1
2
3.5
120
1.18
102
0
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.6
1.9
104
1.01
103
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.1
2.3
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0.98
92
1
54
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
2.2
132
0.93
142
0
74
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.125
2.3
106
0.92
115
0
24
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.63
2.4
94
0.93
101
0
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.14
0
119
0.57
209
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.5
131
1.18
110
0
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
105
1
105
0
26
1
0
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0
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0
0
1.3
0
90
0.9
100
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78
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
1.8
2.3
109
1.38
79
0
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.2
106
1.23
86
0
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2
87
1.15
76
0
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.8
127
1.28
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0
46
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.87
2.6
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1.42
91
0
42
0
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0
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0
0
0
0
0
0
1
0.97
2.7
69
0.52
133
0
28
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
2.1
2.6
63
0.74
85
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
1.9
104
0.97
107
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73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
85
0.83
102
0
73
0
0
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0
0
0
0
0
0
0
0
0
2
1.2
108
0.94
115
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.5
131
1.11
118
0
54
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
1.7
168
1.14
147
0
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.1
112
0.68
165
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
1.3
108
0.94
115
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73
2.3
87
1.12
78
1
47
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
113
0.91
125
0
34
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
3.1
30
0.89
34
0
33
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
12
1.5
86
1
86
1
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
2.2
133
0.92
145
0
69
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.5
1.3
70
0.92
76
0
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.5
112
0.89
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60
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0
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0
0
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1.2
0.6
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1.01
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27
1
0
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0
0
0
0
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0
0
0
0
0
1.4
1.9
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1.13
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47
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
114
0.9
126
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56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.12
0
140
0.92
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54
1
0
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0
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0
0
0
0
436
0
12
1.01
12
1
54
0
0
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0
0
0
0
0
0
0.2
0
108
0.84
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29
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
2.1
2.1
122
1.14
107
0
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
135
0.98
138
0
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.4
115
0.91
126
0
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.5
95
0.91
104
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.3
2
142
1.15
123
0
55
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.7
2
108
0.97
111
0
44
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.6
1.7
87
0.89
98
0
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2
75
0
0
0
67
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.1
0
118
1.01
117
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56
4.9
37
0.78
47
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.5
90
0.97
93
0
34
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.38
1.9
137
0.82
167
0
61
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
4.8
1.7
105
1.07
98
0
68
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
102
1.06
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0
55
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.8
120
0.88
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0
24
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
68
1.03
66
0
17
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.6
0
118
0.62
190
0
28
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.4
150
1.18
127
0
78
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
1.7
107
1.08
99
0
35
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
2.2
98
1.14
86
0
66
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
2.4
0
174
1.16
150
0
76
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
33
2.4
64
1.16
55
1
26
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.5
2.3
101
1.14
89
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.2
101
1.07
94
0
64
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.47
2.4
92
0.72
128
0
29
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.27
2.1
92
1.04
88
0
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.8
81
0.89
91
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
94
0.8
118
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.4
90
0.8
113
0
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2.3
80
0.64
125
0
72
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
4.1
1.9
85
0.99
85
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.51
0
105
1.04
101
0
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.09
3.7
201
0.97
207
0
62
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.67
0
108
0.99
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17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
89
1.1
81
0
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.5
82
1.17
70
0
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
0
76
0.95
80
1