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
60
1
1
0
0
0
0
0
0
0
0
0
0
0
0
5.1
0.9
87
0.87
100
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
97
0.91
107
0
5
Negative
42
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
59
0.71
83
0
5
Negative
48
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
104
1
104
0
5
Negative
65
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
1.3
124
0.86
145
0
5
Negative
77
0
0
0
0
0
0
0
0
1
0
0
0
0
0
9.799999
1.4
134
1.09
123
0
5
Hypothyroid
23
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.1
2.8
201
1.14
176
0
0
Hyperthyroid
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
95
1.02
93
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
0
0
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.7
100
0.97
102
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.5
140
1.3
108
0
3
Negative
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
0
140
1.04
134
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53
5
Hyperthyroid
27
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1.4
2.2
149
1.29
115
0
5
Negative
26
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
212
0.82
257
0
5
Hyperthyroid
73
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.5
115
1.08
106
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.2
79
0.76
104
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.7
102
0
0
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1
148
0.91
163
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.1
115
0
0
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56
0.6
23
1.01
22
0
5
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
1.8
102
1.09
94
0
1
Negative
72
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
3.2
333
0.74
450
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.3
101
0.84
120
0
1
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8
1.3
83
0.85
98
0
5
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
117
0.88
134
0
5
Negative
43
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.5
98
1.05
93
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
90
0.93
97
0
5
Negative
13
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
93
0
0
0
5
Negative
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.5
97
1.02
95
0
3
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
104
0.93
112
0
5
Negative
47
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
120
1
120
0
5
Negative
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
139
0.96
145
0
5
Negative
35
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
113
0.91
124
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.7
93
0.99
94
0
5
Negative
85
0
0
0
0
0
0
0
0
1
0
0
0
0
0
44
2
38
1.03
37
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1.5
85
0.84
101
0
3
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
119
0.96
124
0
1
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.6
113
0.87
130
0
1
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.6
72
1.05
69
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.3
102
0.82
124
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.7
136
0.96
142
0
3
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
106
1.03
103
0
3
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.7
97
0.98
99
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.9
104
1.04
100
0
5
Negative
19
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.15
0
106
1
106
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
1.4
81
1.14
71
0
5
Negative
72
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.7
1.7
97
0.99
98
0
2
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.7
106
0
0
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.5
71
0.6
118
0
3
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.2
47
0.6
77
0
3
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.3
112
0.87
130
0
3
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.3
105
0.87
119
0
3
Negative
66
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.8
0
0
0
0
0
5
Negative
65
0
0
0
0
0
0
0
0
1
0
0
0
0
0
10
1.1
0
0
0
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
128
0.95
134
0
0
Negative
66
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.2
1.5
142
1.08
131
0
5
Negative
17
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.1
1.8
113
1.03
109
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
114
0.96
119
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
54
0.6
41
0.78
52
0
5
Hypothyroid
62
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
122
0.99
123
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.4
101
0.88
115
0
5
Negative
70
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.8
175
1.18
148
0
5
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
155
1.03
150
0
5
Negative
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.1
1.7
76
0.83
92
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.1
2.6
137
1.3
103
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.5
105
0.96
109
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
121
0.84
144
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
103
0.98
105
0
3
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
146
1.04
140
0
5
Negative
57
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.25
1.1
65
0.83
78
0
5
Hyperthyroid
35
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
132
0.98
134
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81
1.05
80
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
77
1.08
71
0
5
Negative
42
0
0
1
0
0
0
0
0
0
0
0
0
0
0
6.6
0
89
0.95
94
0
5
Hypothyroid
51
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0.4
1.6
88
1.05
85
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.7
1.6
107
1.08
107
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.4
129
1.08
129
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
1.8
98
1.16
98
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
122
1.32
122
0
1
Negative
69
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
23
5
Negative
41
0
1
0
0
0
0
0
0
1
0
0
0
0
0
3.9
1.6
79
1.11
79
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
77
0.89
77
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
139
1.12
139
0
5
Negative
68
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5.1
0
98
1
98
0
5
Negative
41
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
151
1.1
151
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
39
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.6
1.9
140
1.31
140
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.7
103
0.88
117
0
3
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.8
93
0.78
120
0
1
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.5
77
0.88
88
0
3
Negative
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.7
1.3
58
0.82
71
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
150
0.4
16
0.95
17
0
5
Hypothyroid
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
153
1.01
150
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.2
111
0.94
118
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.6
107
1.01
106
0
0
Negative
38
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2
109
0.98
111
0
0
Negative
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.3
109
0.85
128
0
5
Negative