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
37
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.54
2.5
170
1.4
121
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.2
105
0.84
125
0
5
Hypothyroid
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.8
91
0.92
99
0
3
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.8
122
1.07
114
0
3
Negative
71
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0.03
3.8
171
1.13
151
0
5
Negative
66
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1.7
1.4
89
0.87
103
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.7
81
0
0
0
3
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
4.5
239
2.12
113
0
5
Negative
61
1
1
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.3
93
0.84
111
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1.7
104
1.04
100
0
3
Negative
47
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
2.1
130
0.99
131
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
0
0
0
0
5
Negative
35
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.035
1.7
114
0.98
115
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
65
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
22
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
24
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
29
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
128
1.22
105
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.6
103
0.92
111
0
5
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
1.8
122
0.92
113
0
1
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
1.6
108
1.14
95
0
1
Negative
40
0
0
0
0
0
0
0
0
0
1
0
0
0
0
9.2
1.5
113
1.03
109
0
5
Hypothyroid
71
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.03
1.5
104
1.05
100
0
5
Negative
17
0
1
0
0
0
0
0
0
0
0
0
0
0
0
13
1.6
151
1.39
109
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0
124
0.99
130
0
5
Negative
41
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3.2
1.3
78
0.97
80
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
54
0.78
70
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.4
85
0.93
92
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.6
96
0.97
99
0
5
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.3
102
0.95
108
0
3
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
400
0.5
11
1.19
9.099999
0
5
Hypothyroid
62
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.54
0
85
0.94
91
0
5
Negative
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100
1.09
91
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
32
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.8
1.3
86
0.89
96
0
5
Negative
28
0
0
0
0
0
0
1
0
0
0
0
0
0
0
103
2.1
65
1.16
56
0
3
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.5
2.1
91
1.16
79
0
5
Hypothyroid
20
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.03
2.7
107
1.07
100
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
2
120
1.02
117
0
5
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
101
1.01
100
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.75
1.6
100
0.93
107
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
104
0
0
0
5
Negative
74
0
0
0
0
0
0
0
0
1
0
0
0
0
0
23
0.2
50
0.85
58
0
3
Hypothyroid
38
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
11
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
102
0.97
105
0
3
Negative
32
1
0
0
0
0
0
0
0
0
1
0
0
0
0
2.2
2
102
0.86
119
0
1
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.1
84
1
83
0
3
Negative
88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
107
1.09
99
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
146
1.34
108
0
3
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
92
1
92
0
5
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.7
129
1.1
116
0
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.8
83
1.19
69
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
97
1.03
94
0
5
Negative
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.035
0
137
0.91
151
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
104
1.08
96
0
1
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
121
0.94
129
0
1
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
127
1
127
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.9
122
0.95
129
0
3
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.4
74
0.52
143
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
1.6
101
1.1
92
0
3
Negative
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
4.1
160
0.78
204
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
75
0.87
86
0
5
Negative
54
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0.86
1.7
98
0.96
102
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.73
1.8
109
1.05
104
0
3
Negative
34
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0.035
2.5
119
1.55
76
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2
90
0.93
97
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
118
0.99
119
0
1
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.1
137
0.86
160
0
3
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
84
0.63
133
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.2
116
1.14
102
0
1
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.7
98
0.74
132
0
1
Negative
33
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.08
0
126
1
126
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
6
1.5
97
0.88
110
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2.2
118
1.01
117
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
91
0.98
93
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
108
1.06
102
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.3
80
0.88
91
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2
92
1
92
0
3
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
91
0.68
133
0
3
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
5
Negative
67
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
28
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2.6
113
1.09
104
0
5
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.2
114
0.93
123
0
5
Negative
48
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1.5
2.5
101
0.97
104
0
1
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
3.1
99
1.01
98
0
1
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.6
117
1.31
90
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
2.1
123
1.18
104
0
5
Hypothyroid
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
92
0.89
103
0
3
Negative
33
0
0
0
0
0
0
1
0
0
0
0
0
0
0
8.2
1.5
74
0.9
83
0
0
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
107
1.1
92
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
98
1.08
91
0
1
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.2
139
1.02
136
0
1
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.1
91
0.93
98
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.9
94
1.07
88
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.2
90
1.04
87
0
1
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.6
123
1.09
113
0
3
Negative