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
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
105
1.06
99
0
5
Negative
86
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.4
94
1.01
93
0
3
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.1
131
1.18
111
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.4
2.3
112
1.04
108
0
1
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
73
0.86
85
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.4
63
0.81
78
0
3
Negative
28
1
0
0
0
0
0
1
0
0
1
0
0
1
0
3.2
2.5
78
0.89
88
0
5
Negative
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
129
0.87
148
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
63
0.64
98
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
133
1.01
132
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
91
0.91
100
0
5
Negative
27
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.9
109
1.2
91
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
0
0
0
5
Negative
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.9
88
0.83
106
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.8
1.9
85
1.06
80
0
5
Negative
68
1
0
0
0
0
0
0
1
0
1
0
0
0
0
1.1
2.7
118
0.93
127
0
5
Negative
40
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.9
125
0.98
128
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.6
95
0.82
116
0
5
Negative
61
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.5
0
130
1.19
109
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.3
153
1.03
149
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.4
90
0.82
110
0
3
Negative
77
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
130
0.98
133
0
5
Negative
48
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.1
0
96
0.95
101
0
5
Negative
39
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
127
1.07
119
0
5
Negative
42
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.2
0
51
0.78
65
0
5
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
108
0.97
111
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.8
78
0.88
89
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.8
105
0.88
119
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.5
152
1.06
143
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
250
0.79
316
0
5
Hyperthyroid
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
141
0.91
155
0
5
Negative
77
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0.2
1.5
110
1.05
105
0
5
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
101
0
0
0
1
Negative
20
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
1.5
63
0.71
89
0
0
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
2.6
140
1.32
106
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99
1.01
98
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.3
132
0.88
150
0
5
Negative
90
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.6
102
0.99
103
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.4
98
0.82
120
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.2
81
0.95
85
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.5
74
0.67
110
0
5
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.3
105
0.86
122
0
5
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.2
80
0
0
0
5
Negative
15
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
188
0.73
258
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70
0.4
3.9
0.83
5
28
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.3
91
0.82
111
0
3
Negative
63
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.3
1.3
130
1.05
124
0
3
Negative
13
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
3
134
1.11
121
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.5
97
0
0
0
5
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
110
0.89
124
0
3
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.5
111
0
0
0
3
Negative
20
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
119
0.86
138
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
90
0.84
107
0
3
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
105
0
0
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
87
0.85
102
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
98
0.86
114
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
121
1.02
119
0
3
Negative
49
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.2
0.8
27
0.52
52
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.2
119
0.96
124
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.1
89
0.75
119
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.8
125
1.15
109
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
110
0.95
116
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.3
112
1.21
93
0
3
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
68
0
0
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
119
0.91
131
0
2
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
83
0.83
100
0
5
Negative
92
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.7
134
1.11
121
0
5
Negative
92
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.2
68
0.79
89
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.4
104
0
0
0
5
Negative
57
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.25
4.2
236
0.7
337
0
3
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
91
0.97
94
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.4
97
0.99
98
0
3
Negative
28
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.1
2.5
113
0.96
118
0
3
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
88
0.81
109
0
3
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.1
85
1.01
84
0
3
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
82
0.61
134
0
3
Negative
75
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.1
1.3
88
0.77
114
0
3
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
120
0.66
182
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
81
0.86
94
0
5
Negative
41
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.1
2.2
113
1.07
106
0
3
Negative
62
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
36
5
Hyperthyroid
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
104
0.8
130
0
1
Negative
33
1
0
0
0
0
0
1
0
0
0
0
0
0
0
53
1
32
0.78
41
0
3
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.1
55
0.79
70
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.3
111
1.03
108
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.7
84
0.69
122
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.3
144
0.97
148
0
3
Negative
9
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0.05
2.6
145
0.98
148
0
5
Negative
44
0
0
0
0
0
0
0
0
1
1
0
0
0
0
8.4
1.8
108
1.01
107
0
5
Hypothyroid
28
0
1
0
0
0
0
1
0
0
1
0
0
0
0
3.7
2.3
136
1.33
103
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145
1.01
144
26
5
Negative
28
1
0
0
1
0
0
0
0
0
0
0
0
0
0
4.1
2.2
81
1
81
0
5
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.1
72
0.89
81
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.4
96
1.03
93
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
118
0.97
122
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
130
1.01
129
0
3
Negative
71
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
2.1
158
1.16
136
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.3
0
73
0.87
84
0
5
Negative
72
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
96
0.91
105
0
5
Negative