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
37
1
0
0
0
0
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0
0
0
0
3
2.3
84
0.84
100
0
39
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.6
159
1.19
134
0
59
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.1
79
0.63
125
0
18
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
2.4
92
1.18
78
0
27
1
0
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0
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0
0
0
0
0
0
0
0
30
3.3
80
1.71
41
0
68
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0
0
0
1
0
0
0
0
0
0
0
0.15
2.8
86
1.05
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57
1
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0.8
2.4
120
1.07
112
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48
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1
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139
1.07
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38
1
0
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1
0
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0.9
2.4
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1
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1.01
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1
0
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0
0
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2.5
2.6
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1.15
104
0
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
151
1.45
104
0
62
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.1
2.9
132
0.95
139
0
43
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.7
1.7
103
1.1
94
0
28
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0.9
2.3
124
1.26
98
0
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
116
0.77
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0
43
0
0
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0
0
0
0
0
0
0
0
0
0
0
1.9
2.3
73
1.03
71
0
57
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
4.4
1.7
89
1.05
85
0
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
104
0
0
0
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.8
2.4
106
1.05
101
0
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2
118
1.04
113
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
86
0.49
176
0
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.7
119
0.87
137
0
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2
76
0
0
0
24
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.7
2.1
145
1.31
111
0
69
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.5
0
107
1.05
102
0
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
83
1.01
82
0
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.8
110
0.93
118
0
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
67
0.9
74
0
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
99
0.99
100
0
28
1
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0.1
2.1
101
1.34
75
0
64
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
2.6
2
103
1.01
102
0
72
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
4.3
230
0.77
299
2
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.1
120
1.08
111
0
46
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
133
0.5
266
0
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.4
97
0.85
114
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.1
93
1.03
90
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.3
86
0.93
92
0
36
0
0
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0
0
0
0
0
0
0
0
0
0
1
0.6
1.2
91
0.75
121
0
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.1
1.6
125
0.97
129
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.4
136
0.93
146
0
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.1
121
1.17
103
0
60
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
128
0.9
109
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.7
122
0.99
123
0
67
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
55
1.04
53
0
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
172
1.12
154
0
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.5
80
0.83
96
0
88
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
1.4
96
0.86
112
0
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.2
123
0.92
134
0
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0.6
21
0.97
22
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
2.1
96
0.88
109
1
64
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.9
0
115
0.97
119
0
71
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3.1
1.6
87
0.98
89
0
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
1
133
0.79
168
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64
0
0
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0
0
0
1
0
0
0
0
0
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1.2
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100
1.09
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84
1
0
0
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0
0
0
0
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0
0
0
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3.3
1.5
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1.05
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39
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1
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0
0
0
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63
0.89
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24
1
0
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1
1
0
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0
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0
0
119
1.17
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0
56
0
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0
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0
0
0
0
0.6
1.8
81
0.92
88
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55
1
0
1
0
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0
0
0
0
0
0
0
0
0
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0
147
1.07
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48
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0
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0
0
0.7
1.4
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0
0
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.5
63
1.05
60
0
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.4
90
0.7
126
0
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.2
107
1.1
97
0
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.8
93
0.97
96
0
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
89
0.93
96
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.4
68
0.97
70
1
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.6
62
0.97
64
0
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.8
106
1.01
105
0
61
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.4
1
132
1.05
126
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.7
107
0
0
0
27
1
1
0
0
0
0
0
0
1
1
0
0
0
0
0
5.6
2
134
1.41
95
0
60
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0.9
1.4
138
0.92
150
0
44
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.5
94
1.07
88
0
32
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0.9
1.2
80
0.87
92
0
23
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.6
2.1
105
1.05
100
0
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.2
87
1.28
68
0
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
120
0.95
126
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.8
101
1.13
89
0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.8
1.2
84
0.93
90
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.6
70
0.87
80
0
71
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0.9
96
0.81
119
0
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1
127
1
127
0
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
113
0.99
114
0
59
1
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0.2
1.2
119
1.1
108
0
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.6
90
1.04
87
0
63
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
76
0.78
97
0
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.2
101
0.88
115
0
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.2
87
0
0
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.5
112
1.14
98
0
62
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.2
1.4
107
0.88
122
0
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
400
0.2
4
1
4
1
65
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
118
0.86
137
0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
90
0.99
91
0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.1
151
1.02
148
0
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
119
1.23
97
0
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.2
128
1.29
99
0