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
27
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.8
166
1.43
116
0
5
Negative
33
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
104
1.01
103
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.7
112
1.2
93
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.1
82
0.96
85
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
1
17.4
1.9
90
1.21
74
0
1
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
101
0.8
126
0
3
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2.2
93
0.92
101
0
3
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
169
1.17
144
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2
90
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
20
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.8
77
0.75
103
0
5
Negative
50
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.8
2.6
141
1.44
98
0
5
Negative
25
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6.7
0
114
1.19
96
0
5
Hypothyroid
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
132
0.97
136
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
0.96
105
20
5
Negative
58
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0.1
2
129
0.95
136
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82
0.95
86
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
302
0
0
0
0
Hyperthyroid
43
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
0
61
0.74
82
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.8
75
0.98
77
0
3
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.3
65
0.72
90
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.2
115
1.04
111
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.5
86
0
0
0
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.4
77
0.98
79
0
3
Negative
58
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
0
101
0.98
103
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.2
71
0.9
79
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
121
0.99
122
0
3
Negative
23
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0.4
2.3
98
1.04
94
0
3
Negative
39
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
0
116
1.07
108
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.6
98
0
0
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.4
109
0.9
121
0
5
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
134
1.24
108
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
0.2
4
0.98
4
0
5
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.4
81
0.94
86
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
104
0.98
106
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
132
1.07
123
0
3
Negative
25
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0.8
2.8
143
1.66
86
0
0
Negative
20
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0.1
2.6
150
1.11
135
0
0
Negative
34
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0.1
3.2
149
0.97
154
0
0
Hyperthyroid
72
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.7
98
0.96
102
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
84
0.76
111
0
5
Negative
73
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.1
0
110
1.11
99
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
118
1.06
111
0
5
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.9
103
0.74
139
0
1
Negative
38
0
0
0
1
0
0
0
0
0
0
0
0
0
0
22
2.3
40
1.17
34
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
2
102
0.99
103
0
1
Negative
55
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.9
1.2
79
0.87
91
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.5
118
1.07
110
0
3
Negative
25
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.1
2.1
86
0.96
90
0
3
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.9
99
1.02
97
0
3
Negative
66
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.7
1.5
69
0.67
103
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
139
0
0
0
5
Negative
58
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.15
3
148
0.91
163
0
5
Hyperthyroid
34
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
103
0.96
107
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
89
0.82
109
0
5
Negative
56
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.1
0
89
0.87
102
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.9
88
0.84
105
0
0
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
126
1.09
116
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
1.5
78
1.02
76
0
3
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.7
96
0.8
120
0
3
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.9
70
0
0
0
3
Negative
62
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.8
1
55
0.86
64
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.4
104
0.7
149
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.6
2.4
92
0.76
121
0
1
Negative
48
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
119
0.82
145
0
5
Negative
59
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
3
120
1.14
105
0
5
Negative
65
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.4
132
1.15
115
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.2
142
1.05
135
0
5
Negative
62
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
108
0.84
129
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.2
113
0.83
136
0
5
Negative
51
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.5
2.1
75
0.89
84
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.8
68
0
0
0
5
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
101
0.88
115
0
5
Negative
49
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.5
124
1.09
114
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
1.11
93
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.4
119
0.91
131
0
5
Negative
79
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3
0
92
0.95
97
0
5
Negative
41
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
0.95
37
19
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.7
113
0.86
131
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
119
0.98
121
0
3
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.7
104
0.94
111
0
3
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.2
105
0.98
107
0
3
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.5
95
0.86
110
0
1
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.8
108
1.13
96
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.1
142
1.03
138
0
3
Negative
58
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.1
2.3
155
1.08
144
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113
1.02
105
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
72
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
123
0.92
134
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.2
82
0.7
117
0
5
Negative
41
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.1
0
100
0.75
133
0
5
Negative
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.6
119
1.08
110
0
2
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.5
110
0
0
0
5
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.4
97
1.04
93
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
52
0.7
74
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.5
79
0.9
88
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.9
70
0.94
96
0
3
Negative