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
89
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
0
0
0
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.7
96
0.94
102
0
5
Negative
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.5
83
0.95
88
0
5
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.3
1.5
119
1.08
110
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.3
116
0.83
139
0
1
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
104
0.83
126
0
1
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.2
87
0.83
104
0
3
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.2
92
0.94
98
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
148
1.44
103
0
0
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53
0.4
9.7
1.46
6.6
0
5
Hypothyroid
20
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
30
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.2
85
0.9
94
0
3
Negative
65
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.7
0
96
0.88
109
0
5
Negative
55
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8.4
1.4
44
1.03
43
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
106
1.41
75
0
5
Negative
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.4
0
104
1.12
93
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
2
65
1
65
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.3
134
0.99
135
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2.6
1.6
122
1.02
120
0
5
Negative
73
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.15
3
125
0.81
154
0
5
Negative
41
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0.15
1.8
94
1.03
91
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.4
141
1.12
126
0
5
Negative
43
1
1
0
0
0
0
0
1
0
0
0
0
0
0
1.6
1.4
101
0.7
144
0
5
Negative
35
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.25
4.6
275
1.06
259
0
5
Hyperthyroid
45
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
122
0.93
131
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.3
1.6
100
1.11
90
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
1.3
75
0.69
109
0
3
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.4
106
0.81
131
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.2
0
0
0
0
5
Negative
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.25
1.3
135
1.15
117
0
5
Negative
72
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
0
96
0.98
99
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
102
0.83
123
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
157
1.08
145
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
3.3
247
0.93
265
0
5
Hyperthyroid
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.3
119
0.94
126
0
3
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.1
67
0.99
68
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
3.2
268
1.01
266
0
5
Hyperthyroid
18
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.25
2.5
269
1.63
165
0
0
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
122
1.1
111
0
0
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.5
143
1.24
114
0
5
Negative
64
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
1.7
127
1.12
113
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.25
1.5
108
1.06
102
0
0
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.4
113
0.84
136
0
3
Negative
79
0
0
0
0
0
0
0
0
1
0
0
0
0
0
200
0.4
10
1.19
9
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
93
0.96
97
0
3
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.4
1.5
98
0.99
99
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.2
112
0.85
132
0
3
Negative
36
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.25
1.6
79
0.9
88
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
1.06
96
0
5
Negative
36
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
2
95
0.93
102
0
5
Negative
33
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
99
0.94
106
0
5
Negative
62
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0.15
1.4
64
0.97
66
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
97
0.28
347
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.4
106
0.99
107
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
0.4
48
0.71
68
0
3
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.3
130
1.03
126
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.2
117
0.95
124
0
3
Negative
45
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.9
128
1
128
0
5
Negative
70
1
0
0
0
0
0
0
1
0
0
0
0
0
0
3.2
0
70
0.68
104
0
5
Negative
30
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0.15
2.7
216
1.68
128
0
0
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.6
95
0.8
119
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.7
127
0.93
136
0
5
Negative
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.4
77
0.88
88
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.9
93
0.78
119
0
1
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
113
1.1
102
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.3
115
1.04
110
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1.8
82
1
82
0
3
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.9
143
1
143
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.1
89
0.96
97
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.6
123
0.99
124
0
3
Negative
32
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
50
5
Hyperthyroid
59
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.15
2.4
113
1.23
91
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.3
116
1.11
104
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
72
0
0
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.3
105
0.96
110
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.9
106
0.97
109
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
1.3
69
0.99
70
0
3
Hypothyroid
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
106
0.99
107
0
3
Negative
32
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0.1
0
107
0.93
115
0
5
Negative
52
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.1
2
98
1.15
85
0
5
Negative
37
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
18
5
Negative
37
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
2.2
126
1.28
99
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.3
125
1.07
117
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
100
1.02
98
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.1
89
1.01
88
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
79
1.07
74
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
89
0.92
97
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.4
112
1.26
88
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3.1
1.4
104
1.12
93
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
126
1.29
98
0
3
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.6
90
0.87
103
0
3
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.2
111
1.16
96
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.5
105
1.03
103
0
3
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.8
109
0.97
113
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
153
1.47
104
0
5
Negative
28
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
1.9
95
1.01
94
0
0
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
5
Hyperthyroid
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.1
88
1.11
79
0
5
Negative
64
0
1
0
0
1
0
0
0
1
0
0
0
0
0
0.2
1.8
146
1.38
106
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.3
121
1.25
97
0
5
Negative