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
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2
103
0.9
114
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
140
1.05
132
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.3
90
0.81
112
0
3
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
63
0.66
96
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
82
0.88
93
0
0
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
1
0
7.8
2
95
0.99
96
0
0
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.6
98
0.93
105
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2
113
1.03
110
0
5
Negative
74
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.28
1.3
138
0.83
166
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
2
87
0.61
143
0
5
Negative
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
20
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.6
151
1.16
130
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.7
76
0.81
93
0
3
Negative
54
1
1
0
0
0
0
0
0
0
0
0
0
0
0
4.7
0
120
1.01
118
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
2.6
91
0
0
0
5
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.9
89
0.85
104
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
1.6
90
0.89
101
0
5
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
2.3
83
0.89
94
0
5
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
2.4
81
0.75
109
0
1
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.8
70
0.86
81
0
5
Negative
23
0
0
0
0
1
0
0
0
0
0
0
0
0
0
4.1
1.9
66
0.85
77
0
2
Negative
50
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1.7
1.8
113
1.01
112
0
0
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
112
0.92
121
0
5
Negative
70
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.3
2.7
95
1.07
88
0
5
Negative
62
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.005
2.1
130
0.99
131
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
1.9
115
0.98
118
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.3
86
0.88
99
0
3
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
113
1.1
103
0
3
Negative
47
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.02
1.9
111
0.93
119
0
5
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.5
2.3
90
0.91
99
0
1
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.9
63
0.81
78
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
2.8
109
0.9
121
0
5
Negative
51
0
0
0
0
0
0
0
0
1
0
0
0
0
0
58
0
77
1.11
69
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2
88
0.95
92
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
93
0.91
102
0
3
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.8
82
0
0
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.8
1.8
92
0
0
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
1.8
124
0.99
125
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
2.3
118
1.3
91
0
5
Hypothyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.58
2.5
89
0.99
89
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
87
0.84
103
0
1
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2
90
0.85
106
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.3
85
0.79
107
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.4
74
1.16
63
0
0
Negative
25
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1.1
2.6
212
1.75
121
0
0
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.7
99
1
99
0
0
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.6
102
1.07
96
0
3
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.5
111
0.98
114
0
3
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
1.4
117
1.02
114
0
5
Negative
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
230
1.5
36
1.34
27
0
5
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
0.89
101
0
5
Negative
2
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.025
0
145
0.93
155
0
5
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.9
0
73
0.93
79
0
5
Negative
84
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
88
0.87
100
0
5
Negative
69
1
1
0
0
0
0
0
1
0
1
0
0
0
0
0.71
0
91
0.94
98
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9
0
95
0.87
110
0
5
Hypothyroid
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
126
1.24
101
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
2.5
147
1.13
129
0
1
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
2.1
103
0.92
112
0
1
Negative
51
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2
0
109
0.91
120
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
0
97
0.69
141
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
0.2
4
1.01
4
0
5
Hypothyroid
59
0
0
0
0
0
0
0
1
0
0
0
0
0
0
9.7
0
81
0.96
84
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.31
2
123
1.15
107
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
1.2
61
0.87
70
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.9
109
0.78
139
0
3
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
105
0.87
120
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.6
138
1.58
88
0
0
Negative
16
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.07
1.5
140
0.89
157
0
5
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2
97
0.88
110
0
3
Negative
57
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.08
0
142
0.93
153
0
5
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.6
182
0
0
0
1
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
111
1.08
102
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
2.5
114
1.07
106
0
1
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.57
1.3
156
1.39
112
0
1
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
1.7
76
0
0
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
2.3
103
1.02
100
0
5
Negative
68
0
1
0
0
0
0
0
1
0
1
0
0
0
0
2.6
2
152
1.41
108
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.5
113
0.76
149
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
1.9
67
0.95
72
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
1.5
102
0.96
106
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2.1
127
1.24
102
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.3
119
0.88
135
0
3
Negative
29
0
0
0
0
0
0
1
0
0
0
0
0
0
0
24
0
63
1.2
53
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.4
124
0.86
144
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.3
111
0.92
120
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.5
85
0.84
102
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
2.1
113
1.02
111
0
1
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.7
102
0.94
109
0
1
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2
124
0.96
130
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.5
90
1.03
88
0
0
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.4
0
0
0
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
0
0
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.86
2.2
0
0
0
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
0
0
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
0
0
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
1.7
74
1.07
69
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.8
99
0.83
119
0
5
Negative