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
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
0
77
0.74
104
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.6
105
1.02
103
0
5
Negative
90
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.4
73
1.07
69
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.6
131
1.18
111
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
2.9
198
0.91
217
0
1
Hyperthyroid
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.8
143
1.3
110
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1.6
103
1.13
91
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
103
1.3
31
0
0
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
79
0.95
83
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
92
0.87
106
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.51
0
118
1.15
103
0
1
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
107
0.94
114
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.88
2.2
101
1.03
97
0
3
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
0
75
1.35
55
0
3
Hypothyroid
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.7
87
0.87
100
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
0
133
0.84
158
0
5
Negative
72
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1.7
0
113
0.85
132
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.8
107
0.85
126
0
5
Negative
75
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.83
1.9
116
0.99
117
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
111
0.77
145
0
1
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
0.92
98
0
5
Negative
75
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.31
2.2
85
1.19
71
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
1.8
104
0.89
117
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
131
0.95
138
0
3
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.7
79
0.78
101
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.44
0
75
0.6
124
0
3
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.7
113
1.06
107
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
0
0
0
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0
163
0.95
172
0
5
Hyperthyroid
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.2
2.2
72
1.08
66
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.15
5.3
233
0.92
253
0
5
Negative
66
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
117
1.08
108
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
128
1.11
115
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52
1.2
65
0.92
71
0
3
Hypothyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.6
94
0.94
100
0
5
Negative
16
0
1
0
0
0
0
0
0
0
1
0
0
0
0
4.9
1.8
143
0.97
148
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.3
2.1
92
1.05
88
0
5
Negative
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
0
87
0.92
94
0
5
Hypothyroid
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.55
0
83
1.04
80
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.9
100
1.06
93
0
5
Negative
68
1
0
0
0
1
0
0
0
0
0
0
0
0
0
6.7
1.4
101
0
0
0
3
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0.8
2.2
97
1.1
88
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0.9
61
0.99
61
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
1.3
107
1.12
95
0
5
Negative
68
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.6
1.8
104
1.1
95
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.31
0
118
0.83
142
0
5
Negative
39
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1.5
2.8
99
0.95
104
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
106
1.4
76
0
5
Negative
42
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.04
1.9
117
0.77
153
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
110
1.02
108
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
93
0.94
98
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.29
1.5
119
0.9
132
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
88
0.81
109
0
5
Negative
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.015
4.1
191
1
191
0
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
1.6
100
1.01
99
0
0
Negative
26
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
83
0.7
117
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0.015
0
135
0.82
166
0
5
Negative
37
0
0
0
0
0
0
0
1
0
0
0
0
0
0
25
0
71
1.04
68
0
5
Hypothyroid
29
0
0
0
0
1
0
0
0
0
0
0
0
0
0
5.1
0
72
0.8
90
0
5
Negative
91
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
112
0.99
113
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
87
0.92
95
0
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.7
85
0
0
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.7
93
0.84
111
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.4
90
0.97
92
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.4
84
0.96
88
0
3
Negative
65
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.36
2.4
128
1.01
127
0
3
Negative
65
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.7
116
1.07
108
0
5
Negative
50
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3
0
106
1.07
99
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1.8
103
0.84
124
0
1
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.8
93
0
0
0
1
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
0
0
0
5
Negative
8
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
77
0.85
91
0
5
Negative
42
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.9
0
141
1.08
131
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
113
0.82
138
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.4
128
1.13
114
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34
5
Hyperthyroid
41
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.39
1.9
120
1.03
117
0
3
Negative
71
0
0
0
0
0
0
0
0
1
0
0
0
0
0
9.4
1.4
77
0.89
87
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
0
127
0.92
138
0
3
Negative
54
1
0
0
0
0
0
0
0
0
1
0
0
0
0
16
1.5
60
0.78
77
0
3
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.1
0
113
0.91
125
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.5
2.3
116
1.08
107
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.5
106
0.91
117
0
3
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
112
0.95
117
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.7
92
0
0
0
1
Negative
27
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.1
0
70
0.48
146
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
82
0.81
101
0
1
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.3
109
1.04
105
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
92
0.93
99
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
0
88
0.72
122
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.4
111
0.78
142
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0.7
41
0.6
69
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
0
0
0.72
118
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
105
1.16
91
0
5
Negative
65
0
0
0
0
0
0
0
0
1
0
0
0
0
0
12
0
99
1.14
87
0
5
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.4
107
0.92
116
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
88
0.93
95
0
5
Negative
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
3.1
112
1.06
106
0
5
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.7
89
0.86
104
0
5
Negative
27
0
1
0
0
0
0
0
0
1
1
0
0
0
0
0
1.9
0
0
0
0
5
Negative