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
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.8
95
1.01
94
0
5
Negative
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.05
7.6
261
1.01
258
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6.7
1.8
91
0.94
97
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
114
0.78
146
0
1
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
128
0.87
147
0
3
Negative
69
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.4
1.9
106
0.92
115
0
3
Negative
27
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5.5
2.6
145
1.16
125
0
5
Negative
27
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.7
2.4
104
1.12
93
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2.2
2.1
76
0.86
88
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
0.3
4
0
0
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2
125
0.92
136
0
5
Negative
34
1
1
1
0
0
0
0
0
0
0
0
1
0
0
0
2.7
93
1.1
85
0
5
Negative
45
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
30
5
Negative
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.8
2.3
84
0.95
88
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
0.9
49
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.6
75
0.66
114
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
95
0.95
100
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
85
0.57
149
0
3
Negative
32
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
111
0.98
113
0
5
Negative
21
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
107
0.82
130
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.6
105
0.96
109
0
5
Negative
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
0
0
0
0
0
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
65
0.7
22
1.03
21
0
5
Hypothyroid
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2
96
0.99
97
0
5
Negative
33
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1.8
83
0.77
108
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
81
0.79
103
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.8
126
1.1
115
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.6
99
0.98
101
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2
82
0
0
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
78
0.95
82
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.1
119
1.13
105
0
5
Negative
26
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.2
116
0.99
117
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.6
113
0
0
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
91
0.96
95
0
5
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.7
86
0.93
92
0
1
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.9
77
0.99
78
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.3
79
0.96
82
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.3
84
0.84
100
0
1
Negative
39
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.6
159
1.19
134
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2.1
79
0.63
125
0
5
Negative
18
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
2.4
92
1.18
78
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
3.3
80
1.71
41
0
5
Negative
68
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.15
2.8
86
1.05
82
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.4
120
1.07
112
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115
0.78
147
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
96
1.02
94
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54
1.06
51
29
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
33
0
0
0
1
0
0
1
0
0
1
0
0
0
0
0
0
139
1.07
130
0
5
Negative
38
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.9
2.4
101
0.96
105
0
5
Negative
80
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.5
2.5
101
1.01
100
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.6
120
1.15
104
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
151
1.45
104
0
5
Negative
62
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.1
2.9
132
0.95
139
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
260
0.31
839
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113
0.34
332
0
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.7
1.7
103
1.1
94
0
5
Negative
28
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0.9
2.3
124
1.26
98
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
116
0.77
151
0
5
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.3
73
1.03
71
0
5
Negative
57
1
0
0
0
0
0
1
0
0
0
0
0
0
0
4.4
1.7
89
1.05
85
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
104
0
0
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.8
2.4
106
1.05
101
0
1
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2
118
1.04
113
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
86
0.49
176
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.7
119
0.87
137
0
3
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2
76
0
0
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.7
2.1
145
1.31
111
0
5
Negative
69
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.5
0
107
1.05
102
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
83
1.01
82
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.8
110
0.93
118
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
67
0.9
74
0
1
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
99
0.99
100
0
3
Negative
28
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.1
2.1
101
1.34
75
0
0
Negative
64
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.6
2
103
1.01
102
0
5
Negative
72
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
4.3
230
0.77
299
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.1
120
1.08
111
0
5
Negative
46
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
133
0.5
266
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.4
97
0.85
114
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.1
93
1.03
90
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.3
86
0.93
92
0
3
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.6
1.2
91
0.75
121
0
1
Negative
69
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
1.6
125
0.97
129
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.4
136
0.93
146
0
5
Negative
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.1
121
1.17
103
0
0
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
128
0.9
109
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.7
122
0.99
123
0
5
Negative
27
0
0
0
1
0
0
0
0
0
0
0
0
0
0
56
2
36
1.11
32
0
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
55
1.04
53
23
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
172
1.12
154
23
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.5
80
0.83
96
0
3
Negative
88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
1.4
96
0.86
112
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.2
123
0.92
134
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0.6
21
0.97
22
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
2.1
96
0.88
109
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.9
0
115
0.97
119
0
5
Negative
71
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.1
1.6
87
0.98
89
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
1
133
0.79
168
0
1
Negative
64
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
0
100
1.09
92
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.5
106
1.05
101
0
5
Negative