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
49
1
0
1
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0
0
0.1
2.7
141
1.17
120
0
30
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0
0
0
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0
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0
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2.6
2.1
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73
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0
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1.6
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105
1.17
89
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12
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2.1
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101
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18
1.5
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63
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1.1
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4.2
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75
1
1
0
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0
0
0
0
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0
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0.1
3.1
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0.95
149
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29
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0
0
0
0
0
0
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90
1
90
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74
1
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0
2.2
2.6
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0.98
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73
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0
0
0
0
0
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0
0
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0.4
2.3
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0.4
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0
53
1
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0
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0
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0.1
0
184
1.21
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0
70
1
0
0
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0
0
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0
0
0
0
0
0
0
0
0.8
1.8
82
0.77
107
0
58
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0.5
2.3
115
1
115
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
2
69
0.96
71
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
120
0.98
123
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
144
1
145
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
133
1.16
115
0
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.4
77
0.99
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0
53
0
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0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
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0.9
83
0
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
101
1.17
87
0
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
2
105
1.05
100
0
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.4
112
1.03
109
0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
230
1.06
217
2
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.5
151
1.21
125
0
67
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.92
115
0
67
1
0
0
0
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0
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0
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0
0
0
0
1.7
2.3
104
0
0
0
49
0
0
0
0
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0
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0
0
0
0
0
0
0
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0.5
1.8
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1
128
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0
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0
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0
0
0
0
1.8
1.8
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0.92
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1
0
0
0
1
0
0
0
0
0
0
0
0
0
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3
1.2
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0.93
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33
1
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0
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0
0
0
0
0.5
1.9
92
0.92
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1
0
0
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0
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0
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0
0
0
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0
0
0.7
1.5
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0.92
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0
39
1
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0
0
1
0
0
1
0
0
0
0
0
4
1.7
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0
0
0
50
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0.4
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0.4
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91
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41
1
0
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0
0
0
0
0
0
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0.4
2.5
98
1.01
96
0
72
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0
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0
0
0
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0
0
0
0
0
0
0.3
1.9
104
1.01
104
0
37
0
0
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0
0
0
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0.7
2.1
98
0.99
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40
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
42
0.2
4.8
0.9
5.4
1
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
82
0.8
104
0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.4
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1.12
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56
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1
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0.05
1.9
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39
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1
0.05
2.3
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0.5
1.2
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0.79
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83
1
0
0
0
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0
0
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0
0
0
0
0
0
1.9
2.6
119
1.22
97
0
16
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.5
3.2
137
1.16
119
0
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.5
77
0.79
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72
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0
0
0
0
0
0
0
0
0
0.05
1.1
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0.66
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112
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0.3
2.9
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1.2
143
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0
8.099999
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1
57
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1
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0
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0
0
0
0
0
0
0
0.9
1.5
91
0.78
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25
1
0
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0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.4
61
0.82
75
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.7
108
1.05
103
0
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.8
123
1.23
100
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.2
88
0.96
92
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.5
88
0.95
93
0
64
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145
0.93
155
0
66
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.6
120
0.91
132
0
57
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
88
0.86
102
0
69
0
1
0
0
0
0
0
1
0
1
0
0
0
0
0
0.3
2.6
89
1.1
81
0
68
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.7
144
0.96
150
0
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.5
91
0.79
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75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.5
85
0.94
90
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.2
138
1.24
111
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
196
0.94
209
2
55
0
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0
0
0
0
0
2.7
2.4
133
1
132
0
72
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0
0
0
0
0
0
0
0
0
0
0.8
1.8
93
0.79
117
0
49
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.2
89
1.09
82
0
59
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.6
1.5
133
1.19
112
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
1
51
0.84
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1
58
0
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0
0
0
0
0
0.9
1.6
91
1.06
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0
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.9
99
1.12
88
0
32
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.15
2.4
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1.15
118
0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.7
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1.04
96
0
68
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0
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0
0
0
0
0.5
2.3
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0.92
88
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2
143
1.28
112
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
3.2
149
1.17
127
0
68
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.5
74
0.72
103
0
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.6
92
0.9
102
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73
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0
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0
0
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0
0
0
0
0
0
0.1
1.7
107
0.94
113
0
74
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.1
2
113
0.97
116
0
51
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0
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0
1
0
0
0
0
0
0
0
0
1.9
2.2
74
0.91
81
0
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.3
101
0.99
102
0
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.2
85
1.13
75
0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
117
1.11
105
0
58
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
3.2
2.1
75
1.04
72
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
72
0.84
86
0
20
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.9
2.4
123
0.99
125
0
62
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
12
1.5
105
0.86
122
1