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
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
1.2
95
0.8
119
0
57
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.4
2.5
101
1.03
96
0
23
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
2.1
3.1
116
1.2
96
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.1
87
0.75
115
0
60
0
1
0
0
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0
0
0
0
0
0
0
0
0
0
0.35
1.6
98
0.75
131
0
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.7
112
0.96
117
0
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.5
95
0.78
122
0
70
1
0
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0
0
0
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0
0
0
0
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0
1
2.8
2.4
111
0.8
139
0
62
0
0
0
0
0
0
0
0
0
0
0
0
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0
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2.2
2
117
0.8
145
0
40
1
0
0
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0
0
0
0
0
0
0
0
0
0
7.2
2.3
111
0.99
112
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.9
90
0.98
92
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33
0
0
0
0
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0
0
0
0
0
1
0
0
0
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1.8
2.4
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0.99
121
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74
0
0
0
0
0
0
0
0
0
0
0
0
0
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3.3
1.8
98
0.83
118
0
72
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3
2.3
121
1.01
120
0
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.2
138
0.9
154
0
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.6
140
1.1
127
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.9
108
0.93
116
0
26
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
9.2
1.6
104
1.12
93
1
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.055
8.5
244
0.98
249
2
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.9
135
0.81
167
0
76
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
2.5
0
118
1
118
0
30
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.4
2.2
122
1.1
111
0
74
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
2.2
99
1.04
96
0
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
112
0.9
124
0
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
121
1.09
111
0
30
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.4
113
0.83
136
0
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.5
93
0.71
132
0
76
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.4
2.4
118
0.91
130
0
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
96
0.86
112
0
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.5
121
1.07
114
0
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
0
137
1.03
133
1
65
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
137
1.06
129
0
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.2
134
1.18
114
0
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
113
0.99
114
0
56
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1.1
2.2
103
0.9
114
0
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.7
80
0.83
97
0
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0.8
121
0.95
127
0
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
102
0.97
105
0
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
1.9
138
0.91
155
0
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.6
1.3
153
1
152
0
68
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
19
0
93
1.2
77
1
29
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
2.8
1.8
99
0
0
0
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
1.7
83
0.97
86
0
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.5
1.9
109
1.04
104
0
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
1.7
115
0.98
118
0
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.8
1.2
44
0.87
51
1
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
139
1.04
134
0
44
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.01
1.8
109
1
109
0
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
0.9
96
0.75
127
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
4.9
192
1.09
176
2
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.6
111
1
111
0
44
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3
1.4
103
0.88
118
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
99
1.02
97
0
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
1.5
53
0.76
70
0
67
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.45
0
124
1.02
122
0
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
0.4
14
0.98
14
1
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2
155
1.01
154
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40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2
128
1.02
126
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33
1
0
0
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0
0
0
0
0
0
0
0
0
0
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0
0
120
0.98
122
0
70
1
0
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0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.8
88
1.14
76
0
90
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.2
97
0.93
104
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.89
1.8
103
0.98
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46
0
0
0
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0
0
0
0
0
0
0
0
0
0
0.98
0
109
0.91
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60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116
1.06
109
0
6
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
134
0.96
140
0
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.94
2
93
0.84
110
0
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.5
121
1.29
94
0
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.2
1.8
87
1.04
84
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
121
1.23
98
0
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
139
1.15
121
0
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2
76
1.03
73
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
188
1.3
63
1.19
53
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
1.8
87
0.89
98
0
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
0
138
0.83
166
0
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.6
75
0.76
99
0
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.5
70
0.77
91
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2
109
0.85
129
0
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
1.7
121
1.12
108
0
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
101
0.94
107
0
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
90
0.98
92
0
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.4
110
0.92
119
0
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
125
0.84
149
0
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.6
84
0.91
92
0
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
70
0.58
122
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
2
90
0.92
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0
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.7
94
1
94
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
1.6
72
0.85
85
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.4
109
0.95
116
0
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2
113
1.03
110
0
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
100
0.79
127
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.9
92
1.05
88
0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76
0.94
81
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
110
1.12
98
0
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
0
66
0.66
100
1
7
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
1.6
64
0.97
66
1
60
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
30.5
1
32
0.63
51
1
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.1
110
0.95
116
0
23
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
3.8
131
1.05
125
0
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.1
106
0.92
115
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
103
1.17
88
0