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
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2
71
0.93
76
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.8
76
0.8
95
0
3
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.2
108
0.88
122
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.2
84
0.78
107
0
3
Negative
17
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.6
2.6
102
0.97
106
0
5
Negative
22
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0.2
2.3
147
1.01
145
0
5
Negative
26
1
0
0
0
0
0
0
0
0
0
0
1
0
0
2.2
2.9
85
1.08
79
0
5
Negative
18
0
0
0
0
0
0
0
0
1
0
0
0
0
0
9.599999
2.4
220
1.68
131
0
0
Negative
48
0
0
0
0
0
0
0
0
1
0
0
0
0
0
98
1.9
29
1.11
26
0
5
Hypothyroid
41
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.4
115
1.11
104
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
0.8
53
0.86
61
0
3
Hypothyroid
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.5
130
0.86
151
0
5
Negative
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
110
1.01
109
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.7
76
0.86
88
0
1
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.4
109
0
0
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.3
1.8
117
0.97
121
0
3
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
86
0.91
94
0
5
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
5.3
181
1.04
174
0
5
Hyperthyroid
39
0
1
0
1
0
0
0
0
0
0
0
0
0
0
1.5
2.8
131
1.26
104
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.2
70
0.71
99
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1.4
83
0.86
96
0
1
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.3
2.1
100
1.05
96
0
1
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.5
90
1.14
79
0
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
72
0.84
85
0
3
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
2.2
84
0.84
100
0
1
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.9
1.7
95
0.95
100
0
1
Negative
59
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.3
1.6
112
0.75
148
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
99
1.03
97
0
3
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.1
93
0.96
97
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.6
2.2
123
0.93
132
0
3
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
89
0.94
95
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
1.6
47
0.97
48
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.4
117
1.02
115
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
5
Negative
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
83
0.99
84
0
5
Negative
17
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.9
1.4
111
1.02
109
0
5
Negative
17
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0.3
1.5
101
0.81
125
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
112
0
0
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82
0.93
88
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.4
2.3
64
0.98
65
0
5
Hypothyroid
36
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
110
0.94
117
0
5
Negative
70
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
162
1.12
146
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.6
119
1.2
100
0
5
Negative
59
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.5
90
0.85
106
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.1
86
0.81
107
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.2
121
1.01
121
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
17
1.7
65
0.68
97
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
0.5
33
0.67
49
0
3
Hypothyroid
85
0
0
0
0
0
0
0
0
1
0
0
0
0
0
7.3
2.4
66
1.09
61
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
8.799999
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
37
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2
98
0.67
131
0
5
Negative
15
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
24
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43
5
Hyperthyroid
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.7
96
1.05
91
0
5
Negative
35
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0.3
2
75
1.21
62
0
3
Negative
73
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.1
2.8
109
1.32
83
0
5
Negative
65
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.15
3.5
217
0.98
221
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
5.1
167
1
168
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.4
149
1.18
126
0
5
Negative
81
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.5
2.2
102
0.85
119
0
3
Negative
90
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.7
118
0.82
144
0
3
Negative
47
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.15
4.3
189
1.07
176
0
5
Hyperthyroid
63
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
79
0.81
97
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
2.4
121
1.2
101
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2
88
0
0
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.7
119
1.12
106
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.5
2.9
86
1.19
72
0
1
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.7
94
0
0
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.8
84
0.99
86
0
5
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
1.6
94
0.87
108
0
1
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
0
0
0
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.6
86
0.74
111
0
1
Negative
54
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.6
1.8
100
0.77
130
0
5
Negative
39
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
63
0.87
72
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65
0.7
28
1
28
0
5
Hypothyroid
24
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.15
2.7
116
0.82
143
0
5
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.2
99
0.82
120
0
1
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
3
161
0.93
174
0
5
Hyperthyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
1
0
10
2.1
65
0
0
0
5
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.5
109
0.75
145
0
1
Negative
22
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
2.3
87
0.89
98
0
5
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.3
81
1.01
80
0
1
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
1.9
65
0
0
0
5
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.8
199
1.46
137
0
0
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16
5
Negative
51
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.6
0
0
0
0
5
Negative
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
2.5
100
0.98
103
0
5
Negative
41
0
1
0
0
0
0
0
0
0
0
0
0
0
0
6
1.9
114
1
114
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.4
75
0.74
101
0
3
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.6
74
0.89
83
0
3
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
2.9
132
1.14
116
0
1
Negative