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
39
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
63
0.89
71
0
5
Negative
24
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
119
1.17
102
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.8
81
0.92
88
0
3
Negative
55
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
147
1.07
137
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.4
91
0
0
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.5
63
1.05
60
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.4
90
0.7
126
0
3
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.2
107
1.1
97
0
3
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.8
93
0.97
96
0
1
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
89
0.93
96
0
1
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.4
68
0.97
70
0
5
Hypothyroid
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.6
62
0.97
64
0
1
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.8
106
1.01
105
0
1
Negative
61
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.4
1
132
1.05
126
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.7
107
0
0
0
0
Negative
27
0
1
0
0
0
0
0
0
1
1
0
0
0
0
5.6
2
134
1.41
95
0
5
Negative
60
0
1
0
0
0
0
0
1
1
0
0
0
0
0
0.9
1.4
138
0.92
150
0
5
Negative
41
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.4
0
0
0
0
0
5
Negative
44
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.3
1.5
94
1.07
88
0
5
Negative
32
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0.9
1.2
80
0.87
92
0
5
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0.6
2.1
105
1.05
100
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.2
87
1.28
68
0
3
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
120
0.95
126
0
3
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.8
101
1.13
89
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.8
1.2
84
0.93
90
0
1
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.6
70
0.87
80
0
3
Negative
71
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0.2
0.9
96
0.81
119
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1
127
1
127
0
5
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
113
0.99
114
0
5
Negative
59
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0.2
1.2
119
1.1
108
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.6
90
1.04
87
0
5
Negative
63
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
76
0.78
97
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.2
101
0.88
115
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.2
87
0
0
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.5
112
1.14
98
0
5
Negative
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.2
1.4
107
0.88
122
0
5
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
400
0.2
4
1
4
0
5
Hypothyroid
65
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
118
0.86
137
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
90
0.99
91
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.1
151
1.02
148
0
5
Negative
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
119
1.23
97
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.2
128
1.29
99
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1.2
85
0.93
91
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.9
142
1.02
139
0
3
Negative
22
1
0
0
1
0
0
0
0
0
1
0
0
0
0
1.5
1.3
85
1.02
82
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0.3
90
0.9
100
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.12
10
0
5
Negative
52
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
1.5
136
1.08
126
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.3
117
1.12
104
0
3
Negative
97
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.3
84
0.97
87
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
80
0.4
42
0.8
53
0
3
Hypothyroid
62
0
1
0
0
0
0
0
0
1
0
0
0
0
0
260
0.05
4
1.27
3
0
3
Hypothyroid
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.3
89
0.83
107
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
136
1.11
123
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
101
0.9
112
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
2
136
1.18
115
0
1
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
112
0.79
142
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
135
0.64
211
0
5
Hyperthyroid
6
1
1
0
0
0
0
0
0
0
0
0
0
0
0
4.9
0
139
0.99
140
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
138
0.98
141
0
5
Negative
64
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0.4
1.3
149
1.27
117
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.7
113
1.06
107
0
1
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.7
98
0.98
100
0
1
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
141
1.2
118
0
1
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.2
103
0.98
105
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.6
107
1.12
96
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2
2.1
116
1.19
97
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.3
118
1.16
102
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0.4
93
0.78
119
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
81
0.94
86
0
3
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
148
0.99
149
0
3
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.3
86
0.97
89
0
3
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
1.6
58
0.36
161
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
117
1
117
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
132
1.09
121
0
5
Negative
20
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.4
0
148
1.2
123
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
120
1.05
114
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
117
1.03
114
0
5
Negative
14
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
155
0.93
166
25
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6.6
1.7
96
0.99
97
0
5
Hypothyroid
68
1
1
0
0
0
0
0
1
0
0
0
0
0
0
1.6
2.1
120
1.1
109
0
5
Negative
53
1
0
0
0
0
0
0
0
0
1
0
0
0
0
8.5
1.7
93
0.91
102
0
5
Hypothyroid
12
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
93
1.18
79
0
5
Negative
62
0
0
0
0
0
0
0
1
0
0
0
0
0
0
5.1
1.7
81
0.96
84
0
5
Negative
74
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.2
92
1
92
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.2
118
1.13
104
0
5
Negative
55
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1.7
1.7
74
0.99
75
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.2
68
0.72
94
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.7
76
0.83
92
0
3
Negative
78
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.05
1.7
106
1.03
99
0
3
Negative
85
0
0
0
0
0
0
0
0
1
0
0
0
0
0
138
1.1
27
1.19
23
0
3
Hypothyroid
59
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.4
0
107
1.04
103
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.3
81
1.14
71
0
5
Negative
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
86
0.88
98
0
5
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
1.16
91
0
5
Negative
75
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
1.8
94
0.75
125
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
118
0.97
122
0
5
Negative
60
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.5
1.6
95
0.73
130
0
5
Negative