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
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.3
93
0.86
108
0
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
104
0
0
0
47
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.5
1.5
98
0.86
113
0
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
1.9
81
1
82
0
62
0
0
0
0
1
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0
0
0
0
0
0
0
0
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3.4
1.3
92
0.89
104
0
80
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
2.2
1.7
83
1.11
76
0
26
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
1.9
1.5
87
0.94
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66
1
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0
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0
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0
1
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0
0
0
0
0.005
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0.85
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24
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0
0
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0
0
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0
2
1.6
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56
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0
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0
0
0
0
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2.2
1.4
71
0.72
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66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4.5
1.3
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0.73
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23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
2.4
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1.18
109
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79
1
0
0
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0
0
0
0
0
0
0
0
0
0
2.4
1.3
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0.92
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54
1
1
0
0
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0
0
0
0
0
1
0
0
0
0
0.94
1.3
78
1.12
70
0
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120
0.97
124
0
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.5
106
0.92
115
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.2
117
0.96
121
0
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.3
95
0.79
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0
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.005
1.5
100
1.01
99
0
27
1
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0.005
2.5
145
1.45
100
0
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
72
0.7
103
0
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.88
1.6
114
1.02
112
0
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
1.8
114
1.02
112
0
62
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
8.599999
0
86
0.84
101
1
64
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.9
0
121
1
121
0
37
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.54
2.5
170
1.4
121
0
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.2
105
0.84
125
1
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.8
91
0.92
99
0
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.8
122
1.07
114
0
71
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0.03
3.8
171
1.13
151
0
66
1
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1.7
1.4
89
0.87
103
0
87
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
4.5
239
2.12
113
0
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.3
93
0.84
111
0
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1.7
104
1.04
100
0
47
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
2.1
130
0.99
131
0
35
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.035
1.7
114
0.98
115
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
128
1.22
105
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.6
103
0.92
111
0
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
1.8
122
0.92
113
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
1.6
108
1.14
95
0
40
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
9.2
1.5
113
1.03
109
1
71
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.03
1.5
104
1.05
100
0
17
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
13
1.6
151
1.39
109
0
50
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0
124
0.99
130
0
41
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3.2
1.3
78
0.97
80
0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
54
0.78
70
0
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.4
85
0.93
92
0
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.6
96
0.97
99
0
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.3
102
0.95
108
0
60
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
400
0.5
11
1.19
9.099999
1
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.54
0
85
0.94
91
0
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100
1.09
91
0
32
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.8
1.3
86
0.89
96
0
28
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
103
2.1
65
1.16
56
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.5
2.1
91
1.16
79
1
20
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0.03
2.7
107
1.07
100
0
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
2
120
1.02
117
1
67
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
101
1.01
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69
1
0
0
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0
0
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0
0
0
0
0
0
0
0
0.75
1.6
100
0.93
107
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
104
0
0
0
74
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
23
0.2
50
0.85
58
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
102
0.97
105
0
32
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.2
2
102
0.86
119
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.1
84
1
83
0
88
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
107
1.09
99
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
146
1.34
108
0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
92
1
92
0
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.7
129
1.1
116
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.8
83
1.19
69
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
97
1.03
94
0
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
0
137
0.91
151
0
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
104
1.08
96
0
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
121
0.94
129
0
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
127
1
127
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.9
122
0.95
129
0
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.4
74
0.52
143
0
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
1.6
101
1.1
92
0
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
4.1
160
0.78
204
2
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
75
0.87
86
0
54
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0.86
1.7
98
0.96
102
0
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.73
1.8
109
1.05
104
0
34
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0.035
2.5
119
1.55
76
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2
90
0.93
97
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
118
0.99
119
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.1
137
0.86
160
0
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
84
0.63
133
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.2
116
1.14
102
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.7
98
0.74
132
0
33
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.08
0
126
1
126
0
61
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6
1.5
97
0.88
110
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2.2
118
1.01
117
0
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
91
0.98
93
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
108
1.06
102
0
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.3
80
0.88
91
0
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2
92
1
92
0
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
91
0.68
133
0
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2.6
113
1.09
104
0
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.2
114
0.93
123
0
48
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1.5
2.5
101
0.97
104
0
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
3.1
99
1.01
98
0