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
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
101
0.9
112
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.66
2.4
87
0.82
106
0
1
Negative
47
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2.1
2.4
106
1.12
95
0
1
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.18
1.4
104
0.83
125
0
3
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.8
60
0.95
63
0
1
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.7
128
0.93
138
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8.9
1.2
109
0.93
117
0
5
Hypothyroid
73
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.3
1.7
59
0.87
68
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.2
127
0.89
143
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
1.5
100
0.87
115
0
5
Hypothyroid
70
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.37
0.6
115
0.73
158
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.31
0.3
80
0.72
111
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
2.8
135
1.2
113
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.3
5
1.11
4.5
0
5
Hypothyroid
84
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.04
4.2
151
0.88
172
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
103
1.04
100
0
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.5
82
0.92
89
0
5
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
100
0.98
102
0
3
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.2
101
1.06
95
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.7
92
0.99
93
0
1
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
3.5
146
1.1
133
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.3
140
1.1
127
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
131
0.95
138
0
5
Negative
54
0
0
0
0
0
0
0
0
1
0
0
0
0
0
14
2
62
0.9
69
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.7
129
1.1
117
0
1
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
115
0.86
134
0
1
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
0
101
0.91
111
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
98
0.89
110
0
0
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
3.1
109
1.09
100
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
13.299999
410
0.79
519
0
5
Hyperthyroid
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.1
110
1.14
96
0
2
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
3
125
1.24
101
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0
0
0
0
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
109
0.8
136
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
96
1.03
93
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
83
0.8
104
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.38
0
110
1.01
109
0
5
Negative
66
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0.89
1.7
125
0.98
128
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2
144
1.16
124
0
1
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
1.6
79
0.66
120
0
1
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.6
3
138
1.24
111
0
1
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
2.5
117
1.04
113
0
1
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.57
0
88
0.94
94
0
1
Negative
38
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.1
0
134
1.07
125
0
5
Negative
72
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.8
1.7
114
1.03
111
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
115
0.98
117
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
0.8
80
1.35
59
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
2
95
0.83
115
0
3
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80
0.94
85
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
1.9
97
0.93
104
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.7
92
1.03
90
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.5
125
1.06
118
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74
0.95
78
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
1.6
28
0.97
29
0
5
Hypothyroid
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.2
100
0.87
115
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.37
2.6
108
1.07
101
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
6.4
191
0.97
197
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
2.1
117
0.96
122
0
5
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.3
0
0
0
0
5
Negative
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
3.3
84
0
0
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
3
93
0.95
98
0
1
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.9
2
68
0.88
77
0
1
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.3
139
0.98
142
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
132
1.13
117
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
0
76
1
76
0
3
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
1.2
139
1.09
128
21
3
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
1.3
128
1.06
121
0
3
Negative
36
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.03
4
178
1.14
156
0
5
Hyperthyroid
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
87
0.95
92
0
3
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.3
72
0.75
96
0
1
Negative
34
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.04
2.8
155
1
155
0
5
Negative
24
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.11
3.8
96
0.81
119
0
5
Negative
24
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.9
0
90
1.02
88
0
5
Negative
69
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.11
0
141
0.9
157
0
0
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
178
1.13
158
0
3
Hyperthyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.94
1.1
133
0.83
160
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
1
0
59
1.9
38
1.13
34
0
3
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
0
84
0.61
139
0
3
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.7
0
50
0.66
76
0
3
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
143
1.11
129
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.2
0
72
0.84
86
0
5
Negative
73
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.04
0
138
0.94
146
0
5
Negative
58
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.6
2.9
119
1.12
106
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.22
2
134
0.66
203
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
116
1.04
112
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.7
1.4
79
0.92
86
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.13
1.8
118
0.91
130
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.32
0.7
87
0.91
96
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
1.3
86
1.02
84
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
1.6
99
0.82
121
0
1
Negative
61
0
0
0
0
0
0
1
0
0
0
0
0
0
0
118
0
18
1.05
17
0
3
Hypothyroid
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0.7
69
0.93
74
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.299999
2.4
117
1.07
108
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.2
2.5
85
0.92
92
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.2
78
1.04
75
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
2.8
142
1.05
135
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.12
1.4
91
0.81
112
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
0
134
1.02
131
0
5
Negative
91
0
0
0
0
1
0
0
0
0
0
0
0
0
0
11
0
82
0.88
93
0
3
Hypothyroid
87
0
0
0
0
0
0
0
0
1
0
0
0
0
0
176
0
52
1.23
42
0
5
Hypothyroid