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
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
1.4
81
1.14
71
0
72
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.7
1.7
97
0.99
98
0
31
0
0
0
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0
0
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0
0
0
0
0
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0.7
1.7
106
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69
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0
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0.15
1.5
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0.6
118
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75
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1
0.2
47
0.6
77
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30
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0
0
0
0
0
0
0.15
1.3
112
0.87
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0
40
1
0
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0
0
0
0
0.15
1.3
105
0.87
119
0
50
1
0
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0
0
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0
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0.25
1.8
128
0.95
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66
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0
1
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0
0
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0
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1.2
1.5
142
1.08
131
0
17
1
0
0
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0
0
0
1
0
0
0
0
0
0
2.1
1.8
113
1.03
109
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77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
114
0.96
119
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62
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0
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0
0
0
0
0
0
0
0
0
54
0.6
41
0.78
52
1
62
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1
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0
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0
0
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0
0
0.25
2
122
0.99
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62
1
0
0
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0
0
0
0
0
0
0
0
0
0
2.7
1.4
101
0.88
115
0
70
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.8
175
1.18
148
0
55
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
155
1.03
150
0
66
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.1
1.7
76
0.83
92
0
20
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.1
2.6
137
1.3
103
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.5
105
0.96
109
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
121
0.84
144
0
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
103
0.98
105
0
55
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
146
1.04
140
0
35
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
132
0.98
134
0
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81
1.05
80
0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
77
1.08
71
0
42
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
6.6
0
89
0.95
94
1
51
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0.4
1.6
88
1.05
85
0
46
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.7
1.6
107
1.08
107
0
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.4
129
1.08
129
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
1.8
98
1.16
98
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
122
1.32
122
0
41
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
3.9
1.6
79
1.11
79
0
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
77
0.89
77
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
139
1.12
139
0
68
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
0
98
1
98
0
41
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
151
1.1
151
0
39
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.6
1.9
140
1.31
140
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.7
103
0.88
117
0
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.8
93
0.78
120
0
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.5
77
0.88
88
0
49
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.7
1.3
58
0.82
71
0
32
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
150
0.4
16
0.95
17
1
50
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
153
1.01
150
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.2
111
0.94
118
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.6
107
1.01
106
0
38
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2
109
0.98
111
0
62
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.3
109
0.85
128
0
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.7
96
0.94
102
0
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.5
83
0.95
88
0
55
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
1.5
119
1.08
110
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.3
116
0.83
139
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
104
0.83
126
0
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.2
87
0.83
104
0
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.2
92
0.94
98
0
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
148
1.44
103
0
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53
0.4
9.7
1.46
6.6
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.2
85
0.9
94
0
65
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.7
0
96
0.88
109
0
50
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.2
106
1.41
75
0
62
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.4
0
104
1.12
93
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
2
65
1
65
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.3
134
0.99
135
0
73
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2.6
1.6
122
1.02
120
0
73
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.15
3
125
0.81
154
0
41
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0.15
1.8
94
1.03
91
0
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.4
141
1.12
126
0
43
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1.6
1.4
101
0.7
144
0
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.25
4.6
275
1.06
259
2
45
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
122
0.93
131
0
78
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.3
1.6
100
1.11
90
0
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
1.3
75
0.69
109
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.4
106
0.81
131
0
61
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.25
1.3
135
1.15
117
0
72
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.3
0
96
0.98
99
0
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
102
0.83
123
0
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
157
1.08
145
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
3.3
247
0.93
265
2
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.3
119
0.94
126
0
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.1
67
0.99
68
0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
3.2
268
1.01
266
2
18
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.25
2.5
269
1.63
165
0
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
122
1.1
111
0
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.5
143
1.24
114
0
64
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.3
1.7
127
1.12
113
0
30
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.25
1.5
108
1.06
102
0
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.4
113
0.84
136
0
79
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
200
0.4
10
1.19
9
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
93
0.96
97
0
62
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.4
1.5
98
0.99
99
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.2
112
0.85
132
0
36
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.25
1.6
79
0.9
88
0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
1.06
96
0
36
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
2
95
0.93
102
0
33
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
99
0.94
106
0
62
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0.15
1.4
64
0.97
66
0
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.4
106
0.99
107
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
0.4
48
0.71
68
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.3
130
1.03
126
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.2
117
0.95
124
0
45
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.9
128
1
128
0