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
67
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0.1
0
113
1.15
98
0
5
Negative
63
0
1
0
0
0
0
0
1
1
0
0
0
0
0
0.1
1.5
152
1.2
127
0
5
Negative
27
0
0
0
1
0
0
0
0
0
1
0
0
0
0
2.3
2.5
70
1.02
68
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
1.4
106
1.13
94
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.2
129
1.03
125
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.7
99
0.82
109
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
117
1.04
113
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
108
1.06
101
0
3
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.2
81
0.82
98
0
3
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.9
95
0
0
0
5
Negative
24
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
2.5
72
0.78
92
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
21
5
Negative
77
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5
1.9
116
1.08
108
0
5
Negative
77
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.4
1.4
105
0.99
106
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160
0.85
188
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
0.75
122
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.1
139
0
0
0
5
Negative
47
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.7
1.4
76
0.76
99
0
5
Negative
50
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
122
0.75
162
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
1
4
1.9
78
0.91
86
0
1
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.5
69
0.63
110
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
106
0.86
123
0
1
Negative
28
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.2
2.2
102
0
0
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.8
94
0.93
101
0
3
Negative
36
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.9
161
0
0
0
5
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.2
96
0.78
124
0
3
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.9
98
1.1
89
0
5
Negative
22
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0.1
0
129
0.83
155
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82
0.6
10
0.94
10
0
5
Hypothyroid
36
0
0
0
0
0
0
0
1
0
0
0
0
0
0
4.4
0
90
1.01
89
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100
1.04
97
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
1.5
100
0.88
113
0
1
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.1
109
1.1
99
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.5
112
1.04
108
0
3
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
113
0.9
125
0
5
Negative
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.6
110
0.77
143
0
3
Negative
71
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2.3
1.8
111
1.03
108
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
77
0.3
18
1.06
17
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
1
0
0
0
0
0
34
1.7
61
0.88
70
0
5
Hypothyroid
20
0
0
0
0
0
0
0
0
1
0
0
0
0
0
92
0
39
1.21
32
0
5
Hypothyroid
38
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
90
0.95
95
0
5
Negative
78
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4
0
84
0.89
95
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64
0.86
74
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.1
94
1
94
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
1.5
66
0.72
92
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.8
104
0.97
108
0
5
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.4
65
0.87
75
0
3
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
22
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.15
2
87
0.9
98
0
0
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
88
0.8
111
0
5
Negative
55
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.05
1.5
89
0.72
124
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.7
109
0.8
137
0
1
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.6
104
0
0
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
111
0.97
114
0
5
Negative
18
1
1
0
0
0
0
0
0
1
0
0
0
0
0
2.5
2.7
131
0.89
149
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.2
86
0.75
116
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
3.7
244
0.95
256
0
3
Hyperthyroid
57
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.6
1.3
93
0.78
118
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
103
1.07
96
0
3
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.4
71
0.79
91
0
3
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.8
84
0.95
89
0
1
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.2
1.4
109
0.82
134
0
1
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
1.6
94
0.84
112
0
1
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
110
0.92
120
0
1
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.4
123
0.99
124
0
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
2
76
1
77
0
3
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.6
69
0.94
73
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
86
0.84
103
0
5
Negative
69
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.3
151
1.11
137
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.4
95
0.78
122
0
0
Negative
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
0
0
0
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.4
70
0.96
73
0
5
Negative
63
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
156
1.01
154
0
5
Negative
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.8
83
0.95
88
0
5
Negative
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.5
72
0.68
106
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
34
0
55
0.93
60
0
5
Hypothyroid
40
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.15
3.5
126
0.78
162
0
5
Negative
48
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
103
1.05
99
0
5
Negative
48
0
0
1
0
0
0
0
0
0
0
0
0
0
0
3.4
1.8
87
0.89
98
0
5
Negative
15
0
1
0
0
0
0
0
0
0
0
0
0
1
0
35
2
19
0.95
20
0
5
Hypothyroid
64
1
1
0
0
0
0
0
0
1
0
0
0
0
0
2.7
1.2
98
0.91
107
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.4
95
0.98
98
0
3
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.3
92
0.96
96
0
3
Negative
47
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
83
0.85
97
0
5
Negative
70
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.3
112
0.89
125
0
5
Negative
20
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
149
0.99
150
0
5
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
1.6
80
0.79
101
0
1
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.9
98
0.81
121
0
1
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.8
0
0
0
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
0
0
0
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
5
Negative
54
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.1
2.7
134
0.9
149
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.4
1.8
83
0.91
92
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0.7
0
101
0.76
134
0
5
Negative
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.3
102
1.12
92
0
5
Negative
43
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0.1
0
129
0.89
145
0
5
Negative