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
77
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.42
1.3
67
1.08
62
0
5
Negative
65
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.025
0
121
0.94
129
0
5
Negative
36
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0.71
1.7
93
0.88
106
0
1
Negative
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.7
96
0.68
142
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.5
93
0.97
95
0
1
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.8
0
95
0.98
97
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
19
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.7
101
0.84
120
0
1
Negative
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.05
1.1
69
0.78
88
0
5
Negative
80
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0.83
1.9
116
0
0
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
86
0.86
99
0
5
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
1.8
115
1
115
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37
0
86
0.82
105
0
3
Hypothyroid
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
0
125
0.81
153
0
3
Hypothyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.8
101
1.07
94
0
1
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
68
0.87
78
0
1
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.5
119
1.01
118
0
1
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
172
0
29
0.84
35
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
114
1.01
113
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.71
2.2
91
0.94
96
0
5
Negative
75
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2.6
0
96
1.12
86
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.64
1.4
110
0.78
142
0
3
Negative
51
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.2
0
120
1.22
99
0
2
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.5
124
0.88
141
0
1
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.8
124
1.16
106
0
1
Negative
42
0
0
0
0
1
0
0
0
0
0
0
0
0
0
4.4
1.9
127
1.14
111
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
120
1.11
108
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
97
0.9
108
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.95
0
85
0.8
106
0
2
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
100
1.03
96
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.5
172
1.15
149
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.45
0
113
1.05
107
0
5
Negative
45
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.025
4.2
183
0.78
235
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
1
0
0
0
0
0
114
0.8
4.06
1.06
3.84
0
5
Hypothyroid
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.75
1.7
88
0.92
96
0
5
Negative
42
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.025
3.1
136
1
136
0
5
Hyperthyroid
76
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.19
1.6
129
0.99
130
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
119
1.12
107
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
0
0
0
0
5
Negative
46
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.84
1.7
111
0.98
113
0
5
Negative
78
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.5
0
115
1.08
106
0
3
Negative
10
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
83
0.93
89
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.6
116
1.04
111
0
3
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.4
135
1.19
113
0
3
Negative
75
0
1
0
0
0
0
0
0
1
0
0
0
0
0
4.3
1.7
142
1.12
127
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81
0.85
95
0
5
Negative
25
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.5
1.8
93
0.99
94
0
5
Negative
25
0
0
0
0
0
0
0
1
0
0
0
0
0
0
34
0
14
1.03
13
0
5
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.95
0
115
0.97
117
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.66
0
62
0.94
63
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
134
1.14
117
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
105
0.94
112
0
5
Negative
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.07
1.9
175
1.23
143
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
0
106
0.97
110
0
3
Hypothyroid
44
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.3
1.5
64
1.01
63
0
3
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
87
0.88
99
0
5
Negative
57
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.3
1.3
67
0.96
70
0
5
Negative
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
22
1
155
1.13
137
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
75
0.75
100
0
5
Negative
31
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.06
0
123
0
0
0
5
Negative
31
1
0
0
0
0
0
0
0
0
0
1
0
0
0
3.6
1.5
105
0.8
131
0
1
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.4
62
0.64
98
0
1
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
152
1.51
101
0
1
Negative
39
1
0
0
0
0
0
0
0
0
0
1
0
0
1
1.1
1.8
91
0.94
97
0
1
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
107
1.07
100
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
116
1
117
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
0
0
0
5
Negative
46
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2
0
78
0.93
84
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
29
5
Negative
76
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.7
0
103
1.03
100
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
125
1.08
115
0
5
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
2.9
116
0
0
0
1
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.7
138
1.15
125
0
1
Negative
67
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
0
81
0.91
89
0
3
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.84
0
130
1.06
123
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
3.8
200
0.76
264
0
3
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
2.9
150
0
0
0
1
Negative
37
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.4
0
100
0.86
117
0
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
97
0.92
106
0
5
Negative
55
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0
92
0.58
157
0
5
Negative
66
0
0
0
0
0
0
0
0
1
1
0
0
0
0
48
0.4
12
1.35
9.099999
0
5
Hypothyroid
66
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.7
1
67
0.83
80
0
5
Hyperthyroid
66
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
2
91
0.95
95
0
2
Negative
65
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.3
1.4
144
1.3
110
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
113
0.97
117
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
83
0.81
103
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
1.7
97
0.86
113
0
1
Negative
54
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.1
0
146
1.08
136
0
5
Negative
70
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.9
2.2
0
0
0
0
2
Negative
70
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.299999
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.7
124
1.11
112
0
3
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.03
0
90
1.02
89
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
124
1.01
122
0
5
Negative
19
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
134
1.12
109
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.7
102
0
0
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
91
1.05
87
0
3
Negative