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
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
0
84
1.04
80
0
3
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
0
138
1.21
114
0
3
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
0
91
0.8
114
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
2
112
0.97
115
0
1
Negative
20
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.03
2
92
1.03
89
0
5
Negative
66
0
1
0
0
0
0
0
1
1
0
0
0
0
0
4.7
1.3
145
0
0
0
5
Negative
28
0
0
0
1
0
0
0
0
0
1
0
0
0
0
3
2.1
136
0
0
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.4
100
0.8
123
0
3
Negative
76
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1.9
130
1.21
107
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.8
106
0.95
111
0
1
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.2
97
0.97
100
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.9
2.1
113
1.01
112
0
5
Negative
56
1
0
0
0
1
0
0
0
0
1
0
0
0
0
3
1.5
103
0.8
128
0
3
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
104
1.06
98
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
2.5
111
1.25
88
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.8
133
0.89
149
0
1
Negative
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.83
2.9
123
0.95
130
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2
81
0.76
106
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
2.5
81
0.73
112
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1
111
0.85
131
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.9
104
0.95
110
0
1
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65
0.77
85
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
5
Negative
64
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
100
0.91
110
0
5
Negative
29
0
0
1
0
0
0
0
0
1
0
0
0
0
0
20
0
79
1.16
68
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.63
0
93
1.01
93
0
5
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.3
115
0.85
136
0
1
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
135
0.69
196
0
3
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
1.4
127
1.11
114
0
3
Hypothyroid
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
116
1.01
115
0
3
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.5
138
0.89
154
0
1
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.8
5.5
166
1.21
138
0
3
Negative
32
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.6
1.7
102
0.89
115
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
123
0.93
133
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
1.7
123
0.95
130
0
1
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
75
0.78
96
0
1
Negative
42
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.045
3.1
119
0.8
149
0
5
Hyperthyroid
41
0
0
0
0
0
1
0
0
0
0
0
1
0
0
3.1
1.2
144
1.03
139
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.8
135
0.94
145
0
5
Negative
43
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.55
2.9
128
0.87
148
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
147
0.97
152
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
73
0.77
95
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.85
0
103
0.87
118
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
139
0
0
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
0
107
1
108
0
5
Negative
72
0
1
0
0
0
0
0
0
0
0
0
0
0
0
85
0.6
22
1.11
20
0
5
Hypothyroid
33
0
1
0
0
0
0
0
0
0
0
0
1
1
0
1.2
2.2
117
0.94
126
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
0
0
0
0
5
Negative
58
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.8
2.2
78
0.97
79
0
5
Negative
43
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.8
0
117
0.77
151
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
1.08
94
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
118
0.88
133
0
0
Negative
35
1
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
115
0.96
121
0
5
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
1
5.2
1.8
107
1.02
104
0
1
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.52
2.6
119
1.04
114
0
5
Negative
81
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
2.4
155
1.13
137
0
5
Negative
39
0
0
0
0
1
0
0
0
0
0
0
0
0
0
7.1
0
106
0.94
114
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.045
2.7
108
0.72
149
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.8
98
0
0
0
3
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
35
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
60
0.91
65
0
3
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
94
0.77
123
0
5
Negative
86
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
1.2
128
0.94
137
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
86
1.09
79
0
5
Negative
47
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.38
3.4
144
1.26
114
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80
0.86
93
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.11
0
147
1.16
127
0
5
Negative
70
1
1
1
0
0
0
0
0
1
0
0
0
0
0
9.5
0.5
99
0.59
169
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.32
1.7
152
1.13
135
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.8
148
1.49
99
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
2
142
1.05
135
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.9
136
1.2
114
0
5
Negative
50
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.8
1.5
84
1.02
82
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
0
159
1.04
153
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
2.4
58
0.98
59
0
5
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.75
2.1
129
1.06
122
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.3
102
0.93
110
0
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.6
123
1.02
120
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
2.6
108
0.96
113
0
1
Negative
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
5.1
2.4
105
1.31
80
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
93
0.99
93
0
5
Negative
72
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.1
2.2
116
1.03
112
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.63
2
108
0.9
119
0
3
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2.6
144
1.43
101
0
3
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
126
1.15
110
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.4
115
1.21
95
0
3
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.55
1.6
95
0.85
112
0
1
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
108
0.86
125
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
1.6
104
1.07
97
0
3
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
120
1.17
102
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.76
1.1
104
1.13
92
0
5
Negative
21
0
0
0
0
0
0
0
0
1
0
0
0
0
0
11
1.4
82
0.99
83
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.66
0
131
1.06
124
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.3
0
98
0.75
130
0
3
Negative
72
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.25
4.4
192
0.91
211
0
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
24
5
Negative
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.81
0
126
0.96
131
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
2.8
112
1.12
99
0
1
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.4
89
1.13
79
0
3
Negative