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
28
0
0
0
0
0
0
0
0
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0
0
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0
0
1
2.1
2.6
121
0.94
130
0
1
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0
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0
0
0
0
0
0
0
0
0
0
0
1.6
1.8
119
1.05
113
0
73
1
0
0
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0
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0
0
0
0
0
0
0
0
1.8
1.7
130
1.2
109
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73
1
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0
0
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0
0
0
0
0
0
0
2.9
2
121
1.19
102
0
44
1
0
0
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0
0
0
0
0
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1.2
1.7
92
0.98
94
0
88
1
0
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0
0
0
0
0
0
0
0
0
0
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3.5
1.6
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0.944
100
0
72
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0
0
0
0
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1.7
2
78
0.94
87
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72
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2.4
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0.93
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69
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1.1
1.6
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46
1
0
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0
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0
0
0
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1.9
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106
1.01
104
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46
0
0
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0
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0
0
0
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0
0
0
0
0
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1.4
1.5
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0.94
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53
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1
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1.5
2.8
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1.01
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43
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1.5
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28
1
0
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0
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0
0
0
0
0
0
0
5.9
2
126
1.26
100
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.3
89
1.22
72
0
55
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0.005
1.6
115
0.84
138
0
54
1
0
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0
0
0
0
0
0
0
0
0
1
0
0
0.7
2
95
0.99
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48
1
0
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0
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0
0
0
0
0
0
0
0
0.02
2.2
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1.05
121
0
43
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.5
70
0.93
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0
46
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0
0
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0
0
0
0
0
0
0
0
0
0
0.88
0.7
82
0
0
0
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.3
92
0
0
0
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.3
108
0.83
130
0
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.8
123
0.98
125
0
56
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.5
0
103
1.07
97
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.7
86
0.91
95
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.8
107
1.06
101
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.2
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0.85
104
0
32
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
3.1
2.1
88
0.7
125
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.4
140
1.13
124
0
70
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.2
0
109
1.08
100
0
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
0
119
0.93
127
0
61
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.005
2.3
110
1.01
109
0
46
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
5
2
107
1.14
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0
23
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0
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0
0
0
0.03
2.8
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0
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0
0
0
0
0
0
0
1
1.7
1.9
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0
0
0
0
0
0
2.7
3.1
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1.1
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0
64
1
0
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0
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0
0
0
0
0
0
0
0
0.08
1.3
105
1.05
101
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18
1
0
0
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0
0
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0
0
0
0
0
0
0
440
0.5
24
1.32
18
1
55
0
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0
0
0
0
1.4
1.6
101
0.93
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77
1
0
0
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0
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0
0
0
0
0
0
0
0
0
1.4
1.7
77
0.87
89
0
83
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0
0
0
0
0
0
0
0
0
0
0
2.1
1.6
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0.92
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0
73
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.84
2
101
1.04
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61
1
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0
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0
0
0
0
0.63
1.8
120
0.91
132
0
63
1
0
0
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0
0
0
0
0
0
0
0
0
0
2
1.6
102
0.82
128
0
77
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1.8
111
0.96
115
0
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
1.3
97
0.9
108
0
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
109
1
109
0
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.2
87
1.17
74
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
142
1.13
125
0
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.3
132
1.16
114
0
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
126
0.87
145
0
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2
114
1.33
86
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
80
0.86
93
0
78
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0
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0
0
0
0
0
0
0
0
0
0
1.5
1.3
116
0.97
119
0
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
117
1.11
105
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52
1
0
0
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0
0
0
0
0
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0
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0
2.7
2.1
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0
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1.1
1.8
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1.14
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78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.57
1.9
90
0.88
102
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.6
140
0.95
148
0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.4
113
1.03
110
0
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
1.7
112
1.05
107
0
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2
88
0
0
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099999
2.4
132
1.28
103
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
84
0.9
93
0
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
127
1.13
113
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.3
72
0.9
80
0
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2
111
0.91
123
0
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
81
0.91
88
0
28
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3.2
1.3
96
0.9
107
0
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.2
116
1.03
112
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2
104
1.06
98
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.6
88
0.89
100
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
93
0.99
95
0
64
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
0
162
1.07
152
0
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.9
103
0.95
109
0
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.8
94
0
0
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
2.1
89
0.86
103
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.71
1.7
102
1.12
92
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.52
1.3
138
1.07
129
0
70
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.005
1.7
71
1.08
66
0
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2
103
1.03
100
0
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
2
119
1.04
114
1
8
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
87
1
87
0
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
85
0.95
90
0
33
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
3.9
2.2
120
1.41
85
0
35
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.72
3.8
140
1.16
121
0
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.2
147
1.06
138
0
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
124
1.08
114
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.2
103
1.35
76
0
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.1
94
0.79
119
0
74
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0.8
151
1.01
150
0
19
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
9
2.2
117
0
0
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4.4
2.7
131
1.73
76
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
1.8
78
1.04
76
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
113
1.14
99
0
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
1.7
67
1.15
59
0
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.005
2
54
1.66
33
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
1.6
61
1.09
56
0