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
22
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.6
0
110
1.03
106
0
3
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.1
118
0.75
157
0
3
Negative
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
5.5
214
0.91
236
0
5
Hyperthyroid
68
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
125
1.05
119
0
5
Negative
43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60
1.22
50
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.83
0
125
1.02
123
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
0
91
0.93
98
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
1.9
133
1
133
0
1
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.6
91
0.67
135
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.36
1.9
96
0.94
102
0
3
Negative
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
119
0.94
127
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
2.6
0
0
0
0
5
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.8
121
0
0
0
5
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
85
1
85
0
5
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
102
0.94
109
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2.9
122
1.11
110
0
3
Negative
60
1
0
0
0
0
0
0
0
1
0
0
0
0
0
4.8
2.8
100
1.06
94
0
3
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
0
87
0.87
100
0
3
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.76
2.3
93
1.01
92
0
3
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
113
1.12
101
0
5
Negative
47
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.65
0
131
0.99
132
0
5
Negative
30
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.61
1.5
82
1.19
69
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.6
118
1.06
111
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
104
0.92
113
0
1
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
107
1.03
104
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
2.5
134
1.09
123
0
3
Negative
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.54
2.3
99
1.08
92
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
99
1.15
86
0
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.8
117
1
117
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
113
0.83
136
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0
74
0.84
88
0
3
Hypothyroid
27
0
1
0
0
0
0
0
0
1
1
0
0
0
0
1
0
138
0.91
152
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.01
1.8
95
0
0
0
1
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.66
0
117
1.09
107
0
5
Negative
59
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.8
2.5
102
1.1
93
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
42
0.2
14
1.17
12
0
5
Hypothyroid
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
138
1.24
111
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
0
107
0.94
114
0
3
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
5
Negative
74
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.9
0
110
1.06
103
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
106
0.87
122
0
3
Negative
35
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1.3
1.6
87
0
0
0
5
Negative
46
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
1.8
103
0.87
118
0
3
Negative
56
1
0
0
0
0
0
0
0
1
0
0
0
0
0
2.7
0
125
1.04
119
0
5
Negative
40
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.4
2.3
150
1.24
121
0
5
Negative
54
0
0
0
0
0
0
0
0
1
0
0
0
0
0
7.2
0
74
0.88
84
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
88
1.03
85
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
101
0.83
121
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
112
1.01
111
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
99
0.99
99
0
5
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
3
96
0.81
119
0
1
Negative
23
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.7
3.9
120
1.18
102
0
1
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.44
1.7
115
0.87
133
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
0
118
0
0
0
3
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.2
2.1
96
0.86
112
0
3
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0
127
0.84
151
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.7
0
98
0.86
115
0
3
Negative
67
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
0
117
0.89
131
0
3
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
145
0.98
147
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.51
0
74
0.63
116
0
3
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
0
117
1.04
113
0
3
Hypothyroid
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
4.6
2.4
129
1.02
127
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
1.4
82
0.85
97
0
3
Hypothyroid
53
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
78
0.85
91
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
1.5
123
0
0
0
3
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.7
116
0.87
134
0
1
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
70
0.66
106
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
126
0.97
129
0
5
Negative
60
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.9
0
89
0.96
92
0
5
Negative
60
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.9
0
126
1.16
109
0
5
Negative
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.7
99
1
99
0
5
Negative
64
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.13
3
122
0.95
128
0
5
Negative
58
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
5
Hyperthyroid
80
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
111
0.88
127
0
5
Negative
19
0
0
0
0
0
0
0
0
1
0
0
1
0
0
3.2
2.2
118
0.99
119
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
0
141
1.06
133
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09
1.8
120
0.96
124
45
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.6
89
0.74
119
24
3
Negative
60
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.3
1.7
148
1.05
141
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025
0
143
0.92
155
0
5
Negative
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.9
0
133
0.97
137
0
3
Negative
74
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.3
1.9
100
0.92
108
0
2
Negative
36
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
113
1.01
113
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
136
0.98
138
0
5
Negative
50
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0.32
1.5
138
1.05
131
0
2
Negative
43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2.1
140
1.14
123
0
5
Negative
43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.68
2.5
175
1.23
143
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
86
0.68
126
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
111
0.82
137
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.68
2.4
118
1.01
117
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
94
0.79
119
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
93
0.69
135
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
114
1.09
104
0
1
Negative
4
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0.065
0
103
0.86
120
0
5
Negative
73
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.23
0
95
1.18
81
0
5
Negative
49
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.1
0
114
0.85
135
0
5
Negative
63
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
85
0.75
113
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
104
0.96
108
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
0
139
1.35
103
0
5
Hypothyroid
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
85
0.82
104
0
5
Negative