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
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.5
97
1
85
0
1
Negative
88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.83
1.5
89
0.94
95
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.3
87
0.93
94
0
5
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.015
4.2
188
1.39
135
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.7
138
1.34
103
0
5
Negative
53
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0.03
0
52
1.09
140
0
5
Negative
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
88
1.01
87
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
129
1.29
100
0
0
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2
82
0
0
0
5
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.7
137
1.19
115
0
1
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
83
1.19
69
0
1
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.2
124
1.12
111
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2
78
0.84
93
0
5
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5.9
1.8
163
1.09
149
0
5
Negative
69
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1.3
1.7
116
0.95
122
0
5
Negative
31
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.599999
5
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.5
101
0.89
113
0
3
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.59
2.1
119
1.08
110
0
1
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.3
129
1.24
103
0
1
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
2.4
61
0
0
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.91
1.8
93
1.04
89
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
68
0.79
86
0
3
Negative
18
0
0
0
0
0
0
1
0
0
0
0
0
0
0
16
1.3
75
1.11
68
0
3
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.6
106
0.88
120
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
2.6
93
1.18
79
0
0
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
99
1.13
88
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116
0.95
122
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12
2
0
0
0
0
5
Hypothyroid
53
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.62
1.7
116
1
116
0
3
Negative
82
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.1
1.7
99
0.91
108
0
3
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.7
119
1.36
88
0
0
Negative
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.8
0
0
0
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.2
113
1.17
97
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.84
1.3
66
1.17
56
0
3
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.8
76
1.02
75
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.9
81
0.83
98
0
3
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.2
103
1.1
93
0
3
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
69
5
Hyperthyroid
57
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.01
2.9
98
0.87
113
0
5
Negative
41
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
34
5
Hyperthyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.005
2.7
101
0.84
121
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.74
2.9
100
1.06
95
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
1.4
85
1.12
77
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
124
1.25
99
0
3
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
1.8
109
0.92
118
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.2
105
1.01
105
0
3
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.4
62
0.72
85
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.12
1.5
117
0.94
125
0
3
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.4
112
0
0
0
5
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2
1.6
116
0.93
125
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.4
96
0.88
109
0
3
Negative
41
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0.005
2.2
64
0.94
69
0
5
Negative
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.8
132
0.95
139
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
2.1
83
1.24
67
0
0
Hypothyroid
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
0
0
0
0
0
0
Hypothyroid
61
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.5
114
0.93
122
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.7
96
0.83
116
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.7
82
1
81
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
110
1.02
108
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.5
110
0.8
137
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
1.9
96
1.12
85
0
3
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.4
113
1.34
84
0
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.9
101
0
0
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.6
96
0.79
122
0
3
Negative
36
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0.005
0
108
1.1
99
0
5
Negative
48
0
1
0
0
0
0
0
0
1
0
0
0
0
0
178
1
63
1.08
59
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02
2.3
122
1.66
73
0
0
Negative
70
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
17
5
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
120
1.01
119
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2
109
0
0
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
115
0.97
119
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
101
0.93
109
0
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
109
0.89
122
0
3
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.4
144
0
0
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
117
1.09
107
0
3
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
101
0.94
108
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.4
125
1.09
115
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
111
1.14
97
0
3
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.3
128
1.14
112
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
164
1.14
145
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.7
113
0
0
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.1
157
1.16
135
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
165
0.4
17
1.19
14
0
5
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.8
150
1.04
145
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54
2.1
50
1.1
46
0
3
Hypothyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
64
0.79
81
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
1.4
101
0.98
103
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
1.6
103
0.93
111
0
3
Negative
61
0
0
0
0
1
0
1
0
0
0
0
0
0
0
1.8
1.9
102
1.06
97
0
2
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.6
97
1.12
87
0
1
Negative
68
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
1.5
112
0.99
114
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.1
80
1.01
79
0
5
Hypothyroid
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.4
106
0.92
115
0
3
Negative
30
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.8
89
1.05
85
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.6
118
1.1
107
0
3
Negative