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
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.2
98
1.03
96
0
3
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.6
98
0.95
103
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.9
106
1.06
100
0
3
Negative
82
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.15
1.4
133
1
134
0
3
Negative
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.15
7.3
430
1.09
395
0
0
Hyperthyroid
20
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.15
2.5
93
1
93
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1.9
69
0
0
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
18.4
2
105
0
0
0
5
Hypothyroid
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
113
0.84
134
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.4
93
1.04
89
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.5
87
0.98
88
0
1
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.5
141
1.28
110
0
2
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.7
88
0.89
99
0
3
Negative
87
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.2
1.5
132
0.86
153
0
3
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.6
94
0.93
101
0
3
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.6
70
0.93
75
0
3
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.8
102
0.99
103
0
3
Negative
64
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
6.1
214
0.94
228
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
72
1.06
68
0
1
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.7
120
0.97
123
0
5
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65
0.93
70
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52
1.06
49
0
5
Negative
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.2
3.8
253
1.24
204
0
0
Hyperthyroid
34
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.2
2.8
160
1.51
106
0
0
Negative
63
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0.2
1.1
187
0.95
197
0
5
Negative
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6.2
1.7
72
0.89
81
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3
0
90
1.14
79
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.9
90
1.02
88
0
1
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
99
1.07
92
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
80
0.91
88
0
1
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.2
119
0.98
121
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.5
89
1.12
79
0
3
Hypothyroid
56
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0.2
2.5
138
1.15
119
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
3.1
110
1.08
102
0
1
Negative
66
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0.2
1.8
91
1.12
81
0
5
Negative
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
127
1.19
107
0
5
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.9
107
1.01
106
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
5
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.7
109
1.1
99
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.7
67
0.87
77
0
5
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2
101
1.09
92
0
3
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.8
60
0.75
80
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.5
1.6
82
1.08
77
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.6
121
1.05
115
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.9
62
0.77
81
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
36
0.6
23
0.68
34
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.3
85
0.81
105
0
3
Negative
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.5
96
0.82
117
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.4
95
0.95
100
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.6
2.5
122
1.05
116
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.4
121
0.81
149
0
3
Negative
89
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.2
70
1.06
66
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64
0.78
82
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.9
2.3
117
0.95
123
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
97
0.95
102
0
5
Negative
29
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1.6
86
0.78
111
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.4
129
1.07
120
0
1
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
138
0.97
143
0
5
Negative
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74
0.82
90
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.5
107
0.79
135
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.9
101
1
100
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2.3
2
78
1.04
75
0
5
Negative
70
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.8
1.5
70
0.86
81
0
2
Negative
33
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
22
5
Negative
69
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
29
5
Negative
16
0
0
0
0
0
0
1
0
0
0
0
0
0
0
30
1.2
30
1.45
21
0
5
Hyperthyroid
72
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
75
1.01
74
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.1
80
1.02
78
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
5
Negative
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
127
0.92
138
0
5
Negative
92
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.3
120
0.84
143
0
3
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.4
92
0.92
101
0
3
Negative
36
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
124
0.75
166
0
3
Negative
34
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.4
0
109
0.91
120
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.6
122
1.16
105
0
5
Negative
71
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1.1
0
108
1.05
104
0
5
Negative
13
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
67
0.93
72
0
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
88
0.84
106
0
1
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
110
0.96
114
0
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.6
86
0.93
92
0
3
Negative
15
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
15
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39
5
Hyperthyroid
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
10
1
84
1.39
60
0
3
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0.4
2.4
103
0.91
114
0
1
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
114
0.85
134
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
90
0.97
93
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
95
0.95
101
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.9
76
0.88
86
0
3
Negative
50
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.8
109
0.77
141
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
105
0.92
114
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
118
0.92
129
0
1
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.6
128
0.99
129
0
3
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.1
95
0.89
107
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.5
2.2
89
1.06
84
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.8
117
0.98
114
0
3
Negative