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
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.1
105
1.02
100
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
130
1.24
105
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.3
120
1.03
117
0
5
Negative
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
138
1.21
115
0
5
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
67
0.93
73
0
5
Negative
89
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.4
105
0.95
110
0
3
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.2
104
1.02
102
0
1
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.9
121
1.04
116
0
3
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.1
100
1.06
95
0
3
Negative
30
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.8
96
0.93
103
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.2
2.7
79
0.98
81
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
66
0.71
93
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
1
0
12
2.2
71
1.4
51
0
3
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.6
134
1.2
112
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.2
140
1.14
123
0
3
Negative
21
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.2
2.5
108
1.13
96
0
0
Negative
21
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.3
1.8
95
0.96
99
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.1
86
0.92
93
0
5
Negative
66
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3.8
2.1
79
1.07
74
0
5
Negative
57
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
121
0.79
153
0
5
Negative
57
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.2
104
1.07
97
0
5
Negative
28
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
2.3
116
1.13
103
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
1.01
90
0
5
Negative
21
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
200
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
1.2
72
0
0
0
5
Hypothyroid
43
0
0
0
0
0
0
0
1
0
1
0
0
0
0
3.5
1.7
99
1.14
87
0
5
Negative
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.9
101
1.08
94
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
91
0.93
98
0
5
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
3.1
134
1
134
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.3
119
1.11
107
0
3
Negative
65
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.5
0
90
1.09
83
0
5
Negative
53
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.25
2.1
145
1.03
141
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.25
1.7
83
0.92
90
0
1
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
77
0.75
103
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
77
0
0
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.2
89
0
0
0
5
Negative
37
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
133
0.98
136
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.6
103
0.9
114
0
5
Negative
34
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.6
2.3
76
1.05
73
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
123
1.15
106
0
3
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
83
0.97
85
0
1
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
83
0.87
96
0
1
Negative
63
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2.8
2
93
1.04
89
0
1
Negative
75
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
1.3
88
0.85
103
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
100
0.4
10
1
10
0
3
Hypothyroid
54
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.9
95
0.88
109
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
76
0.83
92
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.8
93
0.9
103
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
1.4
78
0.98
80
0
5
Hypothyroid
39
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.9
94
0.93
101
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
120
1.43
83
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
134
1.02
131
0
3
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.2
81
0.99
82
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.2
86
0.85
101
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
82
0.73
112
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.1
78
0.82
95
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.3
87
0.94
93
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.4
115
0.97
118
0
1
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
106
1.05
101
0
1
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
90
1.16
77
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2
116
0.99
117
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0
98
1.02
96
0
5
Negative
41
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0.2
0
430
1.09
395
0
0
Hyperthyroid
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.5
61
0.91
67
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.1
139
1
139
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
103
1.08
95
0
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.1
102
0.93
110
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.8
99
1.03
96
0
3
Negative
82
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.2
1.4
113
0.85
132
0
3
Negative
20
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.2
3
135
1.29
105
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
5
Negative
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89
0.89
100
0
5
Negative
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
94
0.91
103
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.15
2.1
97
1.03
95
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.8
93
0.95
98
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
101
1.01
100
0
1
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0.1
50
0.31
161
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.2
72
1.18
62
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2
109
1.09
100
0
1
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.6
101
1.09
92
0
1
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103
1.14
91
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.5
113
1.06
106
0
3
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
83
0.67
124
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.1
55
0.85
65
0
1
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.1
107
1.05
103
0
1
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.3
150
1.42
106
0
1
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
2.8
138
1.13
122
0
1
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
26
2
69
0.97
71
0
5
Hypothyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.4
89
0.99
90
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
120
1.03
117
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.5
87
0.79
109
0
5
Negative
73
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.6
1.6
89
0.94
95
0
3
Negative