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
38
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.8
140
1.08
129
0
41
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0.3
2
149
1
149
0
69
1
1
0
0
0
0
0
0
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0
0
0
0
0
0
0.8
1.2
60
1.11
54
0
69
1
0
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0
0
0
0
0
1
0
0
0
0
0
0.3
1.8
121
1
121
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78
1
0
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0
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28
0.2
17
1.01
16
1
89
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0
0
0
0
0
0
0
0
0
0.8
0.8
111
0.68
165
0
6
1
0
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0
0
0
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3.2
1.9
78
0.86
91
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22
1
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0
0
0
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0
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0
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0.3
1.8
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36
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63
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70
1
0
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0
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1
0
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0
0
0
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108
1.05
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1
0
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0
0
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0
0
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0
0
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0.3
1.8
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1.11
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55
1
0
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0
0
0
0
0
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0
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55
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0
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0
0
0
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1.01
89
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.1
102
1
101
0
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.7
67
0.69
97
0
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
1.9
129
0.85
151
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
125
0.2
11
1.06
11
1
28
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3
0
82
0.88
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0
61
1
1
0
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0
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0
0
0
0
0
0
0
0
0
0.3
0
148
1.07
138
0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.5
119
0.94
126
0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2
125
0.94
133
0
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.3
2.1
148
1.08
137
0
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2
108
1.01
107
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.5
66
0.97
69
0
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.1
122
0
0
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.7
101
1.06
96
0
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.3
121
1.21
101
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
91
0.98
93
0
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
1.4
114
0.76
149
0
66
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.15
1.7
66
1.12
59
0
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.3
88
0.97
91
0
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.2
121
1.16
105
0
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2
70
0.95
74
0
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
1.7
72
0.82
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1
71
1
0
0
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0
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0
0
0
0
0
0
0
0
0.2
2.2
119
0.98
121
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
1.3
50
0.91
55
1
59
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.9
2.6
118
1.13
105
0
59
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.9
0
74
0.85
88
0
39
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.01
1.7
84
0.85
99
0
33
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
88
0.8
110
0
62
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
39
1.3
45
0.82
55
1
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
77
0.76
100
0
45
1
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0.9
1.8
126
0.92
136
0
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
1.01
107
0
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.799999
1.8
67
0.9
75
1
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
91
0.67
147
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.4
124
1.16
107
0
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.3
93
0.84
111
0
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
288
0.7
14
1.13
12
1
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
82
0.95
86
0
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.9
78
0
0
0
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.7
115
0.95
122
0
32
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1.3
1.9
84
0.85
98
0
56
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.2
125
0.89
140
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.5
1.2
37
1.06
35
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
4.7
117
0.96
122
0
23
1
1
0
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0
0
1
0
0
0
0
0
0
0
0
171
1.29
133
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59
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
139
0.98
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0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
8.9
218
0.83
264
2
52
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
123
0.81
152
0
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
98
0.91
108
0
38
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
139
0.94
149
0
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.8
68
0.99
68
0
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
143
1.24
115
0
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.9
77
0
0
0
53
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
1.6
103
0.89
116
0
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.5
106
0
0
0
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
1.8
100
0.99
101
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.5
96
0.69
142
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
122
1.13
108
0
35
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
136
0.99
137
0
57
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.9
2.3
111
1.18
94
0
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.7
137
1
137
0
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.2
0
80
1.06
76
0
64
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141
1.15
124
0
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99
1.12
89
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.2
112
1.05
107
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.6
108
0.93
117
0
56
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.8
139
0.97
143
0
76
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.4
4.2
112
0.99
113
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
1.8
106
0.93
114
0
64
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.5
2.2
93
0.85
110
0
64
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.4
0
89
0.89
99
0
52
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2
149
1.13
132
0
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.4
102
0.83
123
0
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.7
75
0.84
89
0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.7
85
0.87
98
0
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
134
1.03
130
0
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
2
111
0.94
118
0
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.6
113
1.03
110
0
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.7
81
0.86
94
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.7
77
0.8
97
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.4
90
0.68
132
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.9
99
0.9
111
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.8
88
0.75
117
0
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.7
105
0.99
105
0
34
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0.4
2.5
128
1.05
122
0
52
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.4
1.7
107
0.76
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0
52
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.2
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0.77
128
0