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
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.4
91
0
0
0
5
Negative
73
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.8
1.9
121
1.01
119
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.4
111
0.97
115
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
108
0.89
121
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
102
0.87
118
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.3
144
0.95
152
0
3
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
2.4
93
0.92
101
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.9
115
1.07
107
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
0
0
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
135
1.07
127
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
109
1.11
98
0
5
Negative
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
151
1.06
142
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
118
0.95
124
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26
0.3
6
0.8
7.6
0
5
Hypothyroid
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
123
0.93
132
0
5
Negative
36
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.8
82
0
0
0
3
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.5
90
0.9
100
0
1
Negative
61
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
2
147
0
0
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.7
93
0.99
94
0
1
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
91
0.95
96
0
3
Negative
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
0
84
0.9
94
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
129
1.05
123
0
5
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
104
1.04
100
0
3
Negative
45
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.2
2.1
101
0.84
121
0
3
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
83
1.05
79
0
5
Negative
45
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
133
0.98
136
0
5
Negative
38
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
78
0.85
92
0
3
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.2
2.5
136
0.89
153
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
112
0.89
126
0
3
Negative
37
0
0
0
0
0
0
1
0
0
0
0
0
0
0
27
1.7
87
0
0
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
1.9
95
1.1
87
0
1
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
89
0
0
0
5
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
97
1.2
81
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.3
110
1.12
98
0
5
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.9
77
0.8
97
0
3
Negative
62
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
142
0
0
0
5
Negative
27
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.3
2.6
100
0
0
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
187
0.96
194
0
5
Hyperthyroid
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71
0.87
82
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.6
1.8
107
1.11
97
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
105
0.97
108
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.8
95
1.09
87
0
1
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.1
103
1.03
100
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2
73
1.04
70
0
5
Negative
25
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0.1
1.7
92
0.89
103
0
5
Negative
49
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.1
2.7
141
1.17
120
0
3
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.1
97
0
0
0
5
Negative
73
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.6
2
105
1.17
89
0
3
Negative
12
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.7
93
0
0
0
3
Negative
63
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
117
0.98
120
0
5
Negative
21
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
100
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2
101
1.2
84
0
1
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2
66
0.93
71
0
1
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.5
87
0.8
109
0
5
Negative
57
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.2
1.4
118
1.02
116
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.2
78
0.72
108
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
1.5
98
0.88
112
0
5
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
90
0.88
102
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
103
1.09
95
0
3
Negative
19
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.1
4.2
128
0.98
130
0
5
Negative
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
3.1
141
0.95
149
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
1
90
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.6
84
0.98
86
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.3
94
0.9
105
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
115
0.9
128
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
184
1.21
153
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.8
82
0.77
107
0
5
Negative
58
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0.5
2.3
115
1
115
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
2
69
0.96
71
0
3
Hypothyroid
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
120
0.98
123
0
1
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
144
1
145
0
1
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
133
1.16
115
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.4
77
0.99
78
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
74
0.9
83
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
101
1.17
87
0
5
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
2
105
1.05
100
0
3
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.4
112
1.03
109
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
230
1.06
217
0
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.5
151
1.21
125
0
5
Negative
67
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.92
115
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
104
0
0
0
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.8
128
1
128
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.8
85
0.92
92
0
1
Negative
74
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3
1.2
96
0.93
103
0
3
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.9
92
0.92
101
0
5
Negative
89
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.5
120
0.92
130
0
3
Negative
39
0
0
0
0
0
0
1
0
0
1
0
0
0
0
4
1.7
63
0
0
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
23
5
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.8
94
0.88
106
0
1
Negative
61
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.4
0
113
1.06
106
0
5
Negative
41
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.4
0
91
0.96
95
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.5
98
1.01
96
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.9
104
1.01
104
0
3
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.1
98
0.99
100
0
3
Negative