age
int64
sex
int64
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
psych
int64
TSH
float64
T3
float64
TT4
float64
T4U
float64
FTI
float64
TBG
float64
referral_source
int64
target
string
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
5
Negative
52
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.15
1.2
99
0.77
128
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.2
122
1.02
120
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.8
99
1.01
98
0
3
Negative
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
1.8
56
0.95
59
0
3
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2
133
0
0
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
1.4
95
0.96
98
0
3
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.3
82
0.77
106
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.2
101
0.84
119
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.2
80
0
0
0
3
Negative
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.2
90
0.94
96
0
3
Negative
38
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
2
0
0
0
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.5
93
0.84
111
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
60
0.9
67
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.15
1.6
114
0.81
141
0
5
Negative
44
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
117
0.93
126
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.1
105
0
0
0
5
Negative
78
0
1
0
0
0
0
0
0
1
0
0
0
0
0
21
0.7
42
0.96
43
0
3
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.9
122
1.11
110
0
3
Negative
60
0
0
0
0
0
0
0
0
1
1
0
0
0
0
4.4
2.1
86
0
0
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
24
1.3
52
0.79
66
0
5
Hypothyroid
57
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.15
2.2
92
0.76
121
0
5
Negative
60
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
5
Negative
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.4
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
1.9
76
0.76
100
0
5
Negative
38
0
1
0
1
0
0
0
0
0
0
0
0
0
0
2.9
2.7
101
1.15
88
0
5
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.8
2
112
0.87
128
0
1
Negative
40
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0.15
1.7
106
0.75
141
0
1
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
1.8
106
0.92
115
0
1
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.6
2.5
131
1.01
129
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.5
95
0.97
99
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2
87
1.03
84
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
143
0.4
15
0.98
15
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
4.1
2
78
0.79
99
0
0
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113
1.12
101
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
106
1.08
98
0
5
Negative
40
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0
27
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
90
0.7
128
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.2
124
1.14
109
0
3
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.7
117
0.9
129
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.3
134
1.15
117
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.3
2.1
101
1.13
90
0
5
Negative
32
0
0
1
0
0
0
0
0
0
0
0
0
0
0
11
1.8
69
0.9
77
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.7
108
1.1
98
0
5
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.7
2.1
97
1.02
95
0
1
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.2
83
1.05
79
0
1
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.8
97
1.01
92
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.4
137
1
137
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150
1.6
34
1.07
32
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3
169
0.96
176
0
5
Hyperthyroid
50
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.05
2.1
100
0.84
119
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
235
0.5
2
1.24
1.4
0
5
Hypothyroid
53
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.2
2.5
136
1.18
116
0
5
Negative
69
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.6
1.5
50
0.83
60
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.4
2.1
92
1.02
91
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
103
0.91
113
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.3
96
0.92
104
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
1.3
72
0
0
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.3
98
0.9
109
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
0
0
0
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110
1.03
107
0
5
Negative
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.4
62
1.03
60
0
5
Negative
65
0
1
0
0
0
0
0
0
0
0
0
0
0
0
55
1
50
1.17
43
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
72
0.86
84
0
5
Negative
20
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
1.2
72
0.83
87
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.8
96
0.69
140
0
3
Negative
70
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.9
1.7
119
0.96
123
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.8
92
0
0
0
5
Negative
44
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
154
1.06
146
0
4
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
0
0
0
0
5
Negative
15
0
0
0
0
0
0
1
0
0
0
0
0
0
0
14
2.1
78
0.99
79
0
3
Hyperthyroid
29
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2.8
2.2
120
0.97
123
0
3
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.2
118
0.76
154
0
3
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
128
0.86
150
0
3
Negative
57
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0.1
4.5
159
1.04
153
0
3
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.3
101
0.83
121
0
3
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
68
0.8
86
0
3
Negative
84
1
0
0
0
1
0
0
0
0
0
0
0
0
0
5.8
1.9
52
0.64
81
0
5
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.4
117
0.9
131
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
16
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.9
81
0.79
102
0
5
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.5
120
0.78
154
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2.5
76
0.98
78
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1.9
86
0.89
97
0
1
Negative
54
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.4
1.4
79
0.81
98
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.5
70
0.8
88
0
5
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.3
76
1.03
84
0
5
Negative
43
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.7
1.9
104
0.99
104
0
5
Negative
59
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.1
198
0.59
334
0
5
Hyperthyroid
72
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0.15
2.2
182
0.85
214
0
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.2
94
0.92
103
0
3
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.5
107
0.72
147
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.9
60
0.76
79
0
5
Negative
59
0
0
0
0
0
0
1
0
0
0
0
0
0
0
4.3
2.2
65
0.83
79
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.1
91
0.81
112
0
5
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.9
99
0
0
0
5
Negative