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
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
72
1.05
68
0
5
Negative
63
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
52
0.85
61
0
5
Negative
49
0
1
0
0
0
0
0
1
0
1
0
0
0
0
0.2
2.4
137
0
0
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
5
Negative
68
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.6
2.5
99
1.09
90
0
5
Negative
73
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3
1.9
106
0
0
0
5
Negative
57
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.1
2.4
81
0.89
91
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
84
0.87
97
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.4
129
0.98
131
0
1
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.7
105
1.02
103
0
1
Negative
35
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.2
81
0.96
84
0
5
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
62
0.94
66
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.4
102
1.12
92
0
5
Negative
48
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0.1
0
119
0.91
131
0
5
Negative
35
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
2.4
130
1.11
117
0
5
Negative
78
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
5
Negative
63
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.6
1.3
128
1.07
120
0
3
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.7
159
1.19
134
0
1
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
80
0.77
104
0
3
Negative
24
1
1
0
0
1
0
0
0
0
0
0
0
0
0
3.3
1.2
70
0.87
80
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.4
115
1.02
113
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.2
99
0.86
115
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.7
111
0.94
118
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.6
129
1.07
121
0
3
Negative
57
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1.6
73
0.97
75
0
3
Negative
57
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.2
150
1.01
149
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
74
0.69
107
0
3
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.3
107
0.94
114
0
5
Negative
31
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
2.9
159
1.43
111
0
5
Hyperthyroid
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
95
0.76
125
0
5
Negative
72
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0.4
0
186
1.24
150
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.5
109
1.08
100
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.4
120
0.87
138
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.4
73
0.97
75
0
5
Negative
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.05
2.6
93
0.88
106
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2
85
0.89
96
0
1
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
76
0.81
94
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
137
0.98
140
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.2
85
1.06
80
0
1
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0.4
3
0.99
3
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
152
1.13
135
0
5
Negative
25
0
0
0
0
0
0
1
0
0
0
0
0
0
0
4.9
0
74
0.92
80
0
5
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
100
0.88
113
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
87
0.86
101
0
5
Negative
33
0
0
0
0
0
0
0
0
1
0
0
0
0
0
16
1.7
75
0
0
0
5
Hypothyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
77
0.72
107
0
3
Negative
78
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
2.3
96
1.05
92
0
3
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.8
130
1.18
111
0
3
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.2
61
0.8
76
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.7
76
0.65
116
0
1
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
149
1.09
136
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.2
85
1.07
79
0
5
Negative
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2
93
1.01
93
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
113
0.94
120
0
5
Negative
26
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.3
2.5
132
1.24
107
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
105
0.9
117
0
5
Negative
92
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0.3
0
0
0
0
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
97
1.01
97
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.8
94
0.82
115
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.3
146
1
146
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.5
133
1.16
115
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
82
0.88
93
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
121
0.8
153
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.2
105
0.91
115
0
1
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2.9
125
1.02
122
0
1
Negative
70
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.3
1.8
98
0.93
105
0
2
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2
84
0.9
93
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.6
108
1.05
102
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
117
0.95
123
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.5
135
1.02
132
0
5
Negative
41
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.3
2.3
111
0.83
134
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.8
93
1.19
78
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.9
116
0.89
130
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.7
89
1.04
86
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.3
120
0.8
149
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
119
1.03
116
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2
89
0.89
99
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
129
0.19
142
0
5
Negative
45
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
138
1.01
126
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.8
114
1
114
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
14.799999
1.5
61
0.85
72
0
3
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2
82
0.94
87
0
3
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
0
0
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.8
84
0.75
113
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.6
106
1.06
101
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.1
123
1.03
119
0
3
Negative
58
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
1.9
66
0.96
68
0
5
Negative
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
23
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
5
Hyperthyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
32
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.8
2.2
101
1.13
90
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
119
0.92
129
0
5
Negative
60
0
0
0
0
0
0
0
1
1
0
0
0
0
0
5.9
0
126
1.13
111
0
5
Negative
77
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
131
0.74
176
0
5
Negative