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
1
0
0
0
0
0
0
6.7
0
114
1.52
75
0
5
Hypothyroid
43
1
0
0
0
0
0
0
0
1
0
0
0
0
0
153
0
3
1.23
2.5
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.3
6.6
169
0.86
197
0
5
Hyperthyroid
24
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0.3
1.5
101
0.86
117
0
3
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.8
126
1.02
124
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
1.2
24
0.99
24
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
2.5
105
0
0
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.8
70
0.74
95
0
3
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.8
105
1.01
104
0
5
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
128
1.06
121
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
87
0.89
98
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
90
0.96
94
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
4.7
242
1.02
237
0
5
Hyperthyroid
66
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.8
1.7
103
0.95
108
0
5
Negative
24
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.3
2.6
151
1.53
99
0
0
Negative
49
0
0
0
0
0
0
1
0
0
0
0
0
0
0
5.9
2.2
112
1
112
0
0
Negative
47
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.4
2.1
82
1.02
80
0
3
Negative
47
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
104
0.84
124
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
78
0.82
95
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
2.2
108
1.03
105
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.4
94
1.03
91
0
5
Negative
70
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.2
1.4
143
1.07
134
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
98
1.03
95
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0.9
90
0.61
148
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.6
117
0.82
143
0
5
Negative
63
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
99
0.93
106
0
5
Negative
51
1
0
0
0
0
0
0
1
0
1
0
0
0
0
0.2
2.3
93
0.66
141
0
5
Negative
70
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3
1.8
95
1
95
0
5
Negative
25
0
0
1
0
0
0
0
0
0
0
0
0
0
0
9.2
0
64
0.96
67
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.2
2
112
1.05
107
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.5
104
1.19
87
0
5
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.8
107
1.02
105
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
0
0
0
5
Negative
57
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.7
2
82
1.05
78
0
5
Negative
64
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.9
2.5
123
1.16
107
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
84
0.94
89
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
4.4
4
1.11
3.5
0
5
Negative
20
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
1.9
110
0.92
120
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
124
0.92
135
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
104
1.21
86
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
0.3
13
0.97
13
0
1
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.9
94
0.97
97
0
1
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
75
0.7
107
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
111
1.1
101
0
3
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.6
92
0.87
106
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.1
0
73
0.81
90
0
5
Negative
21
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
1.9
94
0.88
107
0
5
Negative
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
15.299999
1.5
44
0.98
45
0
5
Hypothyroid
75
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
2.1
87
0.89
98
0
1
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.2
103
0.96
107
0
3
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2
91
0
0
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
2.4
109
1.07
102
0
1
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
74
0.98
111
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.2
51
0.89
57
0
5
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
10.299999
1.3
35
0.77
76
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.4
101
1.12
90
0
1
Negative
54
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3
2.5
144
1.44
100
0
5
Negative
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
150
0.94
160
0
5
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.3
134
0.93
144
0
0
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
5
Negative
20
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
121
0.91
133
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
430
0.4
6
1.04
6
0
5
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
8.599999
359
0.74
485
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
2.2
115
0.96
120
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.1
123
0.97
127
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
213
0.9
43
0.95
45
0
3
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
77
0.84
92
0
5
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
37
0
47
0.95
49
0
5
Hypothyroid
43
1
0
0
0
0
0
0
0
1
0
0
0
0
0
216
0
4
1.28
3
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.1
94
1.06
89
0
5
Negative
72
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4
0
124
1.16
107
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2
105
1
105
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.5
106
1.03
103
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2.1
77
0.99
78
0
3
Negative
36
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
128
0.87
147
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
108
1.09
99
0
5
Negative
71
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.7
2.2
95
1.1
86
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.1
2.4
116
1.05
110
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
106
1.86
123
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2
90
0.98
92
0
5
Negative
30
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.5
101
0
0
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2
86
0
0
0
3
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.6
99
1.02
97
0
3
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.4
59
0.64
92
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
137
1
137
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.8
104
1.23
85
0
3
Negative
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.2
65
0.89
73
0
3
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.4
124
1.23
101
0
5
Negative
52
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.4
1.9
85
1.14
75
0
5
Negative
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
47
1.9
79
1.13
70
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
98
1.07
92
0
5
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.7
87
0.95
92
0
1
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
83
0.93
89
0
1
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
124
0
0
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1.2
80
0.81
99
0
5
Negative
25
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0.25
2.6
95
0.9
106
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
74
0.9
82
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
3.8
124
0.29
428
0
5
Hyperthyroid