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
20
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.025
0
182
1.43
127
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
83
0.75
111
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
85
0.85
100
0
3
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
116
0.92
126
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
0
59
0.98
60
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
137
0.96
143
0
1
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
85
0.69
123
0
1
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
87
0.97
90
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73
0.87
84
0
5
Negative
31
0
0
0
0
0
0
1
0
0
0
0
0
0
0
4.7
2.6
73
0.97
75
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
39
1
39
0
3
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
500
0.5
5
1.19
4
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
85
0.73
116
0
5
Negative
60
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0.02
1.4
90
0.81
111
0
5
Negative
77
0
1
0
0
0
0
0
0
1
0
0
0
0
0
3.6
1.8
134
1.02
131
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.099999
0
82
0.84
98
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
0
0
0
0
5
Negative
66
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.7
0
56
0.73
77
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
0
95
1.05
90
0
5
Hypothyroid
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
66
0.93
71
0
1
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.2
90
0.84
107
0
1
Negative
56
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.4
0
67
0.71
94
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
97
1.23
79
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.4
63
0
0
0
5
Negative
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
95
0.77
123
0
5
Negative
51
1
0
0
0
0
0
1
0
0
0
0
0
0
0
2.7
2
115
0.9
128
0
5
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
1.7
81
0.9
90
0
5
Hypothyroid
35
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
93
0.76
122
0
0
Negative
69
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.3
0
109
0.93
117
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6
1.1
48
0.62
77
0
3
Negative
59
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.2
1.8
106
1.16
91
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.76
0
121
1.11
109
0
5
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
97
0.96
101
0
1
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4.5
0
97
0.85
114
0
1
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
0
72
0.92
78
0
1
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
90
0.93
97
0
5
Negative
26
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0.56
2.1
137
0.91
151
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
104
0.8
130
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
2
106
0.85
125
0
1
Negative
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5
2.6
128
1.14
112
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
6.7
280
0.85
329
22
5
Hyperthyroid
72
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
84
0.94
89
0
5
Negative
65
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.64
0
144
1.15
125
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
93
0.88
106
0
1
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.54
2
112
1.11
101
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.599999
1.2
126
0.9
140
0
5
Hypothyroid
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
91
0.9
101
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
143
0
0
0
1
Negative
74
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.99
1.9
121
1.09
111
0
3
Negative
38
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.55
2.2
145
1.01
144
0
5
Negative
66
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.4
122
0.92
133
0
5
Negative
63
1
1
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.8
94
0.88
107
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
99
1.1
90
0
5
Negative
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.94
1.8
83
0.82
101
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
94
1.09
86
0
5
Negative
66
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3.6
1.9
82
1.13
73
0
5
Negative
77
0
0
0
0
0
0
0
1
0
0
0
0
0
0
39
1.2
48
1.14
42
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
1
0
0
0
0
0
23
1.8
87
0.96
91
0
5
Hypothyroid
31
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
124
0.96
129
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
36
5
Hyperthyroid
69
1
0
0
0
0
0
0
0
0
1
0
0
0
0
2.2
0
87
0.8
109
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
101
1.1
92
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.99
0
70
0.67
104
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
133
1.07
124
0
5
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
1.2
88
0.69
128
0
3
Negative
42
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
2.1
0
0
0
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
0
69
1.02
68
0
5
Negative
56
0
1
0
0
0
0
0
0
0
1
0
0
0
0
2
2
94
0.9
104
0
5
Negative
46
1
0
0
0
0
0
0
0
1
1
0
0
0
0
4
2.2
123
0.9
137
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
0
123
0.99
124
0
1
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
121
1.21
100
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.6
117
1.05
111
0
1
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
66
0.77
86
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
2
90
0.8
113
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
2.4
164
1.12
146
0
3
Negative
88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.3
110
0.82
134
0
3
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.2
92
0.83
111
0
3
Negative
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
0
116
0.74
157
0
1
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
158
1.55
102
0
5
Negative
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
74
0.77
96
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
74
0.59
125
0
5
Negative
74
0
0
0
0
0
0
0
0
0
1
0
0
0
0
5.1
2.5
132
0.97
136
0
3
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.41
0
117
1.14
103
0
3
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
0
90
0.68
132
0
1
Negative
55
1
0
0
0
0
0
0
0
0
0
1
0
0
0
2.9
0
143
0.91
157
0
1
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2
93
0.98
95
0
5
Negative
57
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.3
2.5
66
0.91
73
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
90
0.82
110
0
5
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.5
1.8
111
0.83
134
0
1
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
80
0.75
107
0
1
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
78
0.7
111
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
1
3.7
0
105
0.83
127
0
1
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
1.7
98
0
0
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.4
102
1.02
100
0
1
Negative
74
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.6
2
84
0.78
108
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
98
0.93
105
0
3
Negative
95
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
98
0.91
108
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.73
1.5
97
0.71
136
0
3
Negative