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
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.66
0
107
0.86
124
0
3
Negative
63
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.15
0
173
1.12
154
0
3
Negative
63
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.4
2.2
113
0
0
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
81
0.95
86
0
1
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
67
0.89
72
26
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
0
0
0
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107
1.01
106
0
5
Negative
89
0
0
0
0
0
0
0
0
1
0
0
0
0
0
14
0
0
0
0
0
5
Hypothyroid
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
0
0
0
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
1.7
116
1.01
115
0
1
Negative
72
0
1
0
0
0
0
0
0
1
0
0
0
0
0
4.5
0
102
0.94
108
0
5
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.18
1.5
103
0
0
0
5
Negative
39
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
106
0.91
117
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
110
1.03
107
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110
1.08
102
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
123
0.85
145
0
3
Negative
67
0
0
0
0
0
0
0
0
1
0
0
0
0
0
44
0
31
1.04
29
0
5
Hypothyroid
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
76
0.98
77
0
5
Negative
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
106
1.07
99
0
5
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.3
1.6
77
1.04
75
0
3
Negative
77
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
5
Negative
36
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.07
4.1
153
0.86
178
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.4
1.6
110
1.04
105
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.075
3
139
0.98
141
0
1
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.6
1.3
146
1.06
137
0
1
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
132
0.92
143
0
1
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.69
0
135
1.02
133
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
1.3
121
0.8
152
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.9
124
1.08
115
0
1
Negative
86
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
116
0.93
125
0
3
Negative
86
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
84
0.77
110
0
5
Negative
60
1
1
0
0
0
0
1
0
0
1
0
0
0
0
0.075
1.3
131
0.93
142
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.6
77
0.85
90
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.43
0
93
0.93
100
0
5
Negative
72
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.45
0
119
1.15
104
0
2
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
1.7
108
0.8
135
0
1
Negative
35
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
100
0.98
102
0
0
Negative
46
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.07
3.8
148
0
0
0
5
Negative
61
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
62
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.9
2.1
116
1.12
103
0
2
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.6
131
0.95
138
0
5
Negative
28
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0.07
0
172
1.71
101
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.8
82
0.92
89
0
5
Negative
66
0
0
0
0
0
0
0
0
1
0
0
0
0
0
48
0.5
4.2
1.36
3.1
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
123
1.18
104
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
1
4.4
0
136
1
136
0
3
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.299999
0
115
0.86
134
0
3
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
88
0.78
113
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
157
1.06
148
0
3
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
65
0.76
86
0
1
Negative
37
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.1
184
1.41
130
0
5
Negative
42
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.4
2.3
95
0.98
97
0
5
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
79
0.86
92
0
5
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2
1.9
101
0.96
105
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
110
0.81
137
0
3
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
0
57
0.65
87
0
3
Negative
74
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2.5
0
112
0.96
116
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1.7
0
127
0.94
136
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.4
95
0.9
105
0
5
Negative
38
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1.1
1.8
81
0.87
93
0
5
Negative
63
0
1
0
0
0
0
0
1
0
0
0
0
0
0
4.1
1.8
100
1.21
83
0
5
Negative
57
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.07
0
142
0.87
163
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
0
85
1.01
84
0
5
Hypothyroid
13
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.13
0
139
0.89
156
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
90
1.03
87
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
0
86
1.02
84
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
0
33
0.96
34
0
5
Hypothyroid
52
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.1
144
1.25
115
0
5
Negative
68
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.16
0
100
0.91
110
0
5
Negative
24
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.5
3.1
119
1.23
97
0
5
Negative
22
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.055
6.2
386
1.02
378
0
5
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.8
100
0.91
110
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
95
0.63
151
0
5
Negative
76
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.3
0
83
0.96
87
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
133
1.09
122
0
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
0
100
0.81
122
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.8
1.3
57
0
0
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
1
11
2.1
75
1.01
74
0
1
Hypothyroid
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.79
1.3
108
0.76
141
0
3
Negative
33
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.42
0
125
0.86
145
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
149
1.06
140
0
0
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
76
0.71
107
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141
0.05
3
1.06
3
0
5
Hypothyroid
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
85
0.79
107
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1
126
1.08
117
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
0
0
0
3
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
119
1.01
119
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0.9
112
0.94
119
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.6
81
1.1
74
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
1.5
82
1.13
73
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
125
1.09
114
0
5
Negative
30
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.13
0
103
0.79
130
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
1.5
141
1.05
134
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
0
123
0.96
128
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
0
77
0.98
78
0
5
Hypothyroid
66
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.2
0
80
0.72
110
0
3
Negative
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.23
0
118
0.87
136
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
1.4
88
0.77
115
0
5
Hypothyroid
53
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.29
0
75
0.47
160
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
152
0.99
154
0
3
Negative