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
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.58
2.2
92
0.96
96
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
1.9
113
1.03
110
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.1
83
1.19
69
0
3
Negative
58
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0.01
3.3
129
1.23
105
0
3
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
2.1
159
1.13
140
0
2
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
1.8
114
0.98
120
0
1
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.7
140
0.96
147
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.8
1.3
92
0.94
98
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.6
2.2
99
1.16
85
0
5
Hypothyroid
56
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.8
141
0.99
142
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
98
0.4
5.8
0.8
7
0
3
Hypothyroid
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98
0.83
119
0
5
Negative
19
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5.7
1.9
104
1.1
94
0
5
Negative
76
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.65
1.5
111
0.96
116
0
5
Negative
54
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.1
2.5
128
1.12
114
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.7
146
1.22
119
0
5
Hypothyroid
66
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.42
1.9
153
1.04
147
0
5
Negative
22
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151
1.05
144
0
5
Negative
39
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2
2.3
102
1.16
88
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.2
104
1.11
93
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.7
109
0.93
117
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
161
0.9
180
0
5
Hyperthyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
101
0.81
124
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.5
93
0.87
107
0
3
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
2.4
127
0.84
152
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
1.8
95
0.82
116
0
1
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.59
0
115
1.2
96
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025
0
113
0.98
116
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.8
1.8
98
0.87
112
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.5
78
0.89
88
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
1.7
101
0.93
109
0
3
Negative
46
1
0
0
0
1
0
0
0
1
0
0
0
0
0
1.7
0
139
1.1
127
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.94
2
102
0.86
119
0
1
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.1
2.5
149
1.09
137
0
1
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.71
4.3
129
1.62
79
0
0
Hyperthyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
6
250
0.8
312
0
5
Hyperthyroid
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.73
1.7
160
1.11
149
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.79
1.5
110
0.88
125
0
3
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.2
68
0
0
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.8
88
0
0
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.2
98
0
0
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.6
121
1.13
107
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.7
2.3
100
1.11
90
0
1
Negative
67
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.52
1.4
129
0.96
134
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51
0.4
12
1.26
10
0
5
Hypothyroid
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
45
1.4
39
1.16
33
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
3.4
136
0.73
185
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
112
0.97
116
0
5
Negative
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02
4.3
250
1.01
247
0
5
Hyperthyroid
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
94
0.96
98
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
139
0.9
36
0.9
40
0
5
Hypothyroid
25
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
1.5
96
0.8
121
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.42
1.9
109
0.77
138
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
1.9
92
0.87
105
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.5
102
0.95
108
0
1
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.1
69
0.74
93
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1
120
0.56
213
0
3
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.8
143
0.87
164
0
3
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.85
2.3
141
1.14
125
0
1
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.3
100
1.11
90
0
3
Negative
81
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.9
1.5
71
0.78
91
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.2
0
115
0.97
114
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2
96
0.95
101
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
141
1.15
123
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2
67
0.73
92
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
2
93
1.03
90
0
3
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.2
99
1.04
96
0
3
Negative
67
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.42
1.4
140
0.98
143
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
0
94
0.97
97
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
2.5
0
0
0
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73
0.91
81
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
101
0.95
106
0
5
Negative
25
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.4
1.6
78
0.88
89
0
2
Negative
37
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
181
1.21
150
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.9
103
0.99
104
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
2.3
136
1.07
127
0
1
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.7
111
1.02
108
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
114
0.93
123
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.9
108
1.04
103
0
1
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
106
1
106
0
1
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2.4
106
0.97
109
0
1
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.7
98
1.08
90
0
0
Negative
18
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.83
2.9
68
1.16
58
0
0
Hyperthyroid
29
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1.4
3.4
147
1.49
99
0
0
Hyperthyroid
62
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3.3
2
116
1.06
110
0
3
Negative
73
1
0
0
0
1
0
0
0
0
0
0
0
0
0
3.2
1.5
69
0.8
86
0
3
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.6
86
0.91
94
0
3
Negative
59
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.8
0
134
1.05
128
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
1.9
135
1.02
132
0
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
111
0.95
117
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
118
1.04
112
0
5
Negative
43
0
0
0
0
0
0
0
0
1
0
0
0
0
1
6.5
1.8
60
0.89
67
0
1
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.64
1.7
102
0.76
134
0
1
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.6
125
1.06
118
0
1
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2
2.4
94
0.96
98
0
1
Negative
63
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.8
2
152
1.18
129
0
5
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.2
118
0.89
132
0
1
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
0
0
0
5
Negative