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
3.3
0
81
1.01
80
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.8
69
0.99
68
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
80
0.4
9
0.85
10
0
5
Hypothyroid
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
176
0.5
6
1.45
4
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.8
81
0.85
95
0
5
Negative
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
87
0.96
91
0
1
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.1
87
0.85
102
0
3
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
30
0.6
15
1.48
10
0
3
Hypothyroid
70
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
2.1
96
1
96
0
1
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.05
2.6
149
1.24
120
0
1
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.5
84
0.93
90
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
108
0.92
117
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11
0.3
13
1
13
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
97
1.12
87
0
5
Negative
11
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0.1
1.8
61
0.82
74
0
3
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.4
79
0.72
110
0
3
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
105
0.93
113
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
114
1.05
109
0
5
Negative
53
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.4
182
1.2
152
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
125
0.95
132
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.5
73
0.95
77
0
1
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
71
0.5
4
1.27
3
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.9
83
1.01
82
0
1
Negative
56
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0.1
2.2
86
0.88
98
0
5
Negative
32
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0.1
3.2
178
1.68
106
0
5
Hyperthyroid
27
1
0
0
0
0
0
0
0
1
1
0
0
0
0
9.099999
1.7
135
0.93
145
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.1
0
109
1.12
97
0
5
Negative
26
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.2
1.4
79
0.93
85
0
5
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
1
0
10.7
0
70
1.1
64
0
5
Hypothyroid
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
78
1.01
77
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.4
71
0.9
79
0
1
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
99
0
0
0
5
Negative
28
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.1
2.2
131
0.89
147
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
96
1.09
88
0
3
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.6
151
1.43
106
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.6
100
0.96
104
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1
89
0.82
109
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.3
113
0.85
133
0
5
Negative
60
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.1
1.9
151
1.03
147
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
71
0.76
93
0
3
Negative
45
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1.3
2.6
56
1.03
54
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
118
0.96
123
0
3
Negative
63
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.1
1.6
73
0.85
86
0
5
Negative
76
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1.83
1.4
117
1.01
116
0
1
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.2
59
0.87
68
0
1
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.4
104
0.94
111
0
3
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
83
0.69
120
0
3
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.7
79
0.8
99
0
3
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
98
0.91
108
0
5
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
84
0.82
102
0
5
Negative
8
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.4
117
1.2
98
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.6
77
0.86
90
0
5
Negative
41
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4.2
1.9
88
0.84
105
0
5
Negative
43
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1.1
1.7
98
0.71
138
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
110
1.01
109
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46
0.5
14
1.19
12
0
3
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
91
1.1
83
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0
69
0.83
83
0
5
Negative
27
0
0
0
0
0
0
0
0
1
1
0
0
0
0
18
0
61
1.01
61
0
5
Hypothyroid
66
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.2
2.1
139
1.1
126
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170
0.3
12
1.05
11
0
5
Hypothyroid
48
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.2
0
115
1
115
0
5
Negative
58
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7.5
1.4
40
1.13
35
0
5
Hyperthyroid
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.5
135
1.28
105
0
5
Negative
55
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.8
1.5
99
0.95
104
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2
67
0.82
82
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.8
89
0.93
96
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.2
127
1.18
108
0
3
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.2
105
0.98
107
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145
0.2
16
0.94
17
0
3
Hypothyroid
54
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
60
0.68
88
0
5
Negative
21
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
18
5
Negative
12
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
97
0.97
100
0
5
Negative
10
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.2
82
0.77
106
0
5
Negative
82
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.4
147
1.12
131
0
5
Negative
30
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.1
1.4
112
0.85
132
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
78
0.86
91
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.5
123
0
0
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.7
91
0.98
93
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.8
101
0.92
110
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2
130
0.94
138
0
3
Negative
67
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0.1
2.2
93
1.13
82
0
5
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
65
0.81
80
0
5
Negative
88
0
0
0
0
0
0
0
0
0
1
0
0
0
0
7.9
1.9
47
1.07
44
0
5
Hypothyroid
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.4
113
1.07
106
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
81
0.86
94
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
90
0.93
97
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
2.3
66
1.09
61
0
1
Hypothyroid
73
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
2.2
105
1.14
92
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48
0
7.6
1.02
7.5
0
5
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
25
0.3
4.1
1.2
3.4
0
5
Hypothyroid
11
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
90
1.07
84
0
5
Negative
78
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.4
0
64
1.19
54
0
5
Negative
29
0
0
0
0
0
0
1
0
0
0
0
0
0
0
7.3
1.5
90
1.48
61
0
3
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.9
1.7
73
1
73
0
1
Negative
16
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0.1
0
101
1.1
92
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.2
75
1.06
71
0
5
Negative
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.3
4.1
202
0.8
253
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
90
0.98
92
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
116
1
116
0
5
Negative