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
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0
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0
0
0
1
2.1
113
1.09
115
0
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.2
113
1.09
103
0
55
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2
1.7
115
1.06
105
0
64
1
1
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0
0
0
0
0
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0
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0
0
0
1.2
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89
0.95
94
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40
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0.73
2
121
1.02
118
0
44
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
4.4
1.9
82
0.9
90
0
68
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
20
2.5
111
1.57
71
1
67
1
0
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1
0
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0.07
1.7
132
1.02
130
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72
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1
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0
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0.02
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209
1.06
197
2
83
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0
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0
0
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0
0
0
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0.6
1.2
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49
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0
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0
0
0
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2.5
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101
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40
1
0
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0
0
0
0
0
0
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0
0
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0
16
1.4
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1.01
67
1
70
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.1
1.7
95
0.68
140
0
66
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.1
2
128
1.04
123
0
53
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2
131
0.93
142
0
55
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
1.8
97
0.91
106
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.3
118
1.17
101
0
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
2.1
142
1.09
129
0
76
1
0
0
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0
0
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0
0
0
0
0
0
0
1.1
2
92
0.95
97
0
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
2.3
135
1.54
88
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58
2.4
25
1.21
20
1
15
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
145
1.7
19
1.13
17
1
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.2
93
1.17
80
0
25
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09
2.2
181
1.23
147
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3
2.7
110
0.87
126
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.9
95
1.05
90
0
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.9
91
0.79
115
0
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
121
0.81
149
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.1
108
0.96
112
0
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.7
155
0.98
159
2
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
2.1
94
1.01
93
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.75
1.8
114
1.01
113
0
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
86
1.04
83
0
43
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0
0.89
2
94
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71
1
0
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0
0
1
0
0
0
0.02
0
127
1.06
119
0
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.26
0
120
1.06
114
0
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.22
2.6
156
1.11
140
0
35
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
129
1.01
128
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.6
127
1
126
0
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.8
92
0.84
110
0
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.1
2.1
134
1
135
0
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
1.8
93
0.93
100
0
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0.8
83
0.99
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56
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0
93
0.95
98
0
28
1
0
1
0
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0
0
0
0
0
0
0
0
0
9.4
2.6
89
1.02
87
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41
0
118
1.13
105
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.2
82
0.78
105
0
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.4
82
0.91
90
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.1
85
0
0
0
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
2.2
105
0
0
0
83
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
1.5
2.2
112
0.97
115
0
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.2
99
0.88
112
0
23
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.01
2.9
205
0.87
235
2
48
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
5.4
1.9
87
1
87
0
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
162
0.78
209
2
70
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
4.1
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125
0.97
128
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22
1
0
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0
0
0
0
0
0
0
0
0
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2.6
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134
1.14
118
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68
1
0
0
0
0
0
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0
1
0
0
0
0
0
0
0.58
0
150
1.03
146
0
32
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.96
0
122
1.07
114
0
37
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.2
0
100
1.14
87
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.6
73
0.8
92
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
2
102
0
0
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.19
1.3
100
0.85
118
0
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
128
0.85
151
0
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.9
87
0
0
0
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.2
71
1
71
0
61
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.6
1.9
103
0.88
118
0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
101
1.13
88
0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2
139
1.04
134
0
64
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.24
1.4
65
0.85
77
0
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
119
0.89
134
0
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.9
110
0.89
125
0
60
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
2.2
128
1.24
103
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.8
81
1.16
70
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.19
1.8
124
1.12
110
0
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2
96
1.1
88
0
61
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
11
1.2
83
1.01
82
1
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.3
92
1
92
0
27
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.4
0
78
0.86
90
0
43
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.1
2.3
140
1.2
116
0
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.2
83
1
82
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
1.8
88
0.86
102
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
98
0.82
118
0
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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1.8
1.9
77
0.79
97
0
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.2
2.4
102
0.88
116
0
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.5
81
0.92
88
0
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.6
84
0.96
87
0
45
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2.3
2.4
91
0.86
106
0
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.55
2.1
75
1.01
74
0
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.7
85
0.92
92
0
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.1
1.8
87
1.16
75
0
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
2.4
102
1.06
96
0
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
98
0.92
106
0
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.85
2.5
108
1.09
99
0
34
1
0
0
0
0
0
0
0
1
0
1
0
0
0
0
6.3
2.7
153
1.7
90
0
94
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.3
119
1.04
114
0
84
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.1
2.2
115
0.95
121
0
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107
1.07
100
0