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
77
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2.3
149
0.97
153
0
33
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.7
2.1
107
0.96
109
0
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
89
0.82
109
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30
1
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0
0
0
0
0
0
0
0
0
0
0
1
0.35
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106
0.97
109
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24
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1
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0.3
3.8
54
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2
64
1
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0
1
0
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0
0
0
0
1.8
1.6
80
1.11
72
0
19
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
7.6
221
0.86
256
2
50
1
1
0
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0
0
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0.3
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130
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0.3
1.2
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1.07
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58
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0
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0
0
0
1
0
0
0
0
0
1.2
1.9
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1.06
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48
1
0
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0
0
0
0
1
0
0
0
0
0
0.3
8.9
212
0.88
240
2
62
0
1
0
0
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0
0
0
0
0
0
0
0
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0
1.2
2.5
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75
1
0
0
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0
0
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0
0
0
0
0
0
0
0.3
2.4
177
1.14
155
0
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.9
70
0.96
73
0
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.8
104
0.89
117
0
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
69
0.86
80
0
64
1
1
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0
0
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0
0
0
0
0
0
0
0
0.25
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115
0.81
142
0
64
1
1
0
0
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0
0
0
0
0
0
0
0
0
0
2.1
4.5
208
1.76
118
0
61
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
1.8
113
1.01
112
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
59
0.62
96
0
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
3.1
85
0.88
97
0
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.5
1.8
45
0.89
51
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.7
93
0
0
0
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.1
117
0.68
170
0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.9
96
0.94
101
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.9
89
1
89
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.1
100
1.17
85
0
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
129
1.05
122
0
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
102
0.76
135
0
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.5
2.1
56
0.87
64
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.9
94
1.04
90
0
31
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.8
1.6
98
0.75
131
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
107
1.08
99
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
111
1
111
0
75
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.25
1.2
115
1
115
0
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
78
0.81
96
0
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.25
2.5
106
1
106
0
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.4
126
0.89
141
0
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2.5
88
1.33
66
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.6
92
0.94
98
0
73
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
5.1
1.5
101
1.14
89
0
73
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0.6
1.5
120
0.82
146
0
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.4
102
1.31
78
0
64
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.9
1.7
77
0.9
85
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23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.6
139
0.9
153
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69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
86
0.7
123
0
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.3
128
1.06
121
0
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2
86
0.78
110
0
67
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.4
87
1.09
80
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
2.3
98
0.85
115
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
94
0
0
0
49
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.3
113
1.02
111
0
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
2
63
0.95
66
0
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
90
0.71
126
0
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.6
2
114
1
114
0
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
1.8
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0.92
85
0
50
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
61
0
13
1.18
11
1
76
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
98
1.01
97
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
0
86
0.91
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53
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0
0
0
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0
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0
0
0
0
1
0.6
2.6
136
1.19
114
0
62
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
2.1
2.1
87
0.93
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77
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0
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0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.4
100
0.8
124
0
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.4
124
1.2
103
0
78
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
25
0.9
50
0.84
60
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.3
108
0.79
137
0
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.7
83
0.86
97
0
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.5
110
1
110
0
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.2
90
0.98
91
0
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.8
119
0.98
120
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.8
122
1.1
111
0
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.599999
4.8
168
0.28
612
2
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.9
4.7
123
0.28
445
2
78
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.1
0.6
70
0.9
177
0
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.5
106
0.79
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0
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.4
95
0.81
118
0
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
104
0.93
112
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
108
0.71
151
0
53
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
129
1.08
119
0
50
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
120
0.8
150
0
49
0
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0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.8
86
0.82
105
0
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
103
0.91
113
0
31
1
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
3
158
1.01
156
2
54
1
0
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1
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0
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0
0
0.4
0
60
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54
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0
1
0.1
1.9
102
0.93
110
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61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
91
0.87
105
0
49
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.3
82
1
82
0
28
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
1.8
85
0.78
109
0
55
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.8
189
1.66
114
0
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
103
1
103
0
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.6
91
0.88
103
0
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0.8
74
0.85
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59
1
0
0
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0
0
0
0
0
0
0
1
0
0
0.05
3.6
94
1.02
92
2
67
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.1
2
83
0.96
87
0
86
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
79
0.62
126
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
93
0.78
119
0
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.3
87
0.89
97
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.2
107
1.12
96
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27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.5
104
0
0
0
62
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
2.6
2.1
79
0.89
90
0