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
41
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0.005
2.2
64
0.94
69
0
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.8
132
0.95
139
0
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
2.1
83
1.24
67
1
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.5
114
0.93
122
0
61
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.7
96
0.83
116
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.7
82
1
81
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
110
1.02
108
0
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.5
110
0.8
137
0
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
1.9
96
1.12
85
0
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.4
113
1.34
84
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.9
101
0
0
0
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.6
96
0.79
122
0
36
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0.005
0
108
1.1
99
0
48
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
178
1
63
1.08
59
1
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.02
2.3
122
1.66
73
0
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
120
1.01
119
0
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2
109
0
0
0
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
115
0.97
119
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
101
0.93
109
0
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
109
0.89
122
0
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.4
144
0
0
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
117
1.09
107
0
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
101
0.94
108
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.4
125
1.09
115
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
111
1.14
97
0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.3
128
1.14
112
0
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
164
1.14
145
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.7
113
0
0
0
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.1
157
1.16
135
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
165
0.4
17
1.19
14
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.8
150
1.04
145
0
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54
2.1
50
1.1
46
1
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
64
0.79
81
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
1.4
101
0.98
103
0
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
1.6
103
0.93
111
0
61
1
0
0
0
1
0
1
0
0
0
0
0
0
0
0
1.8
1.9
102
1.06
97
0
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.6
97
1.12
87
0
68
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.3
1.5
112
0.99
114
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.1
80
1.01
79
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.4
106
0.92
115
0
30
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.8
89
1.05
85
0
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.6
118
1.1
107
0
28
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
35
2.3
42
1.01
41
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.4
102
1.08
95
0
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.4
116
0.96
121
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.3
91
1.02
89
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
3.3
116
0
0
0
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
1.4
58
0.83
69
0
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.17
1.8
119
0.91
130
0
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.83
2.2
132
0.99
133
0
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
1.4
152
1.05
145
0
71
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1.6
1.8
136
1.16
117
0
62
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.035
2.6
128
1.03
124
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
119
1.05
113
0
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
1
143
0.83
173
0
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
1.6
120
1.11
108
0
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
3.6
115
1.23
93
0
29
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
141
1.25
113
0
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.5
130
1.01
129
0
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
2.4
95
1.21
78
0
59
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7.1
1.9
98
1.11
88
1
22
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
2.4
1.7
103
1
103
0
71
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.2
107
1.1
97
0
71
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.32
1.6
164
1.11
148
0
25
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
2.4
2.2
152
1.36
112
0
54
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
1.9
100
1.11
90
0
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.3
124
0.9
138
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
97
0.99
99
0
69
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.5
1.5
82
0.66
124
0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2
98
1.01
97
0
78
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4.1
1.9
116
1.05
110
0
20
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.6
171
1.12
153
0
64
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
126
0.86
147
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0.7
50
0.25
205
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
1.8
124
1.11
112
1
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.799999
2.2
109
0.97
113
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
106
1.06
100
0
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
2.2
145
1.34
108
0
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
76
0.57
132
0
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
1.7
94
0.97
97
0
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
101
1.17
86
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
1.5
94
1.02
92
0
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160
0.4
11
1.24
8.9
1
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
0.3
10
1.18
8.4
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.1
108
1.04
105
0
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
1.6
105
0
0
0
69
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1.3
2
121
1.07
113
0
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.7
156
1.25
125
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.6
113
0.99
114
0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.5
96
0.91
105
0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.9
133
0.99
134
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
91
0.84
108
0
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
141
1.2
117
0
72
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1.5
1.8
0
0.93
112
0
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.1
109
0
0
0
67
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.7
0
82
0.89
92
0
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
106
1.01
105
0
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.2
132
0.92
145
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.9
90
0.87
104
0
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.6
129
1.22
106
0