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
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.8
92
0
0
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
87
0.96
90
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
1.2
95
1.11
85
0
3
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.6
102
1.13
91
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.64
2.3
107
1.06
101
0
5
Negative
35
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.35
2.5
99
1.04
96
0
0
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.8
99
0.98
101
0
3
Negative
90
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.7
1.6
89
0.91
98
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
2
107
0.97
110
0
5
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
2
103
0
0
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
2.4
138
1.16
118
0
1
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103
1.09
95
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.73
1.8
97
0.97
101
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
1.6
82
0.88
93
0
1
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
199
0.6
10
1.03
10
0
3
Hypothyroid
21
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
1.7
79
0.77
102
0
1
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115
1.08
107
0
5
Negative
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.799999
1.9
113
0.86
131
0
0
Hypothyroid
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.4
82
0.74
111
0
5
Negative
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
6.6
1.7
68
0
0
0
5
Hypothyroid
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.6
118
0.91
130
0
1
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.58
1.6
115
0
0
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.2
80
1.07
75
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.6
119
0.92
130
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025
2.3
122
0.86
142
0
5
Negative
38
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0.035
1.8
130
0.87
150
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.78
2
70
0.76
92
0
5
Negative
60
0
0
0
0
0
0
0
0
0
1
0
0
0
0
99
0.8
12
1.27
10
0
5
Hypothyroid
61
0
0
0
0
1
0
0
0
1
0
0
0
0
0
2
0
85
1
85
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
1.4
71
0.97
73
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.79
1.9
107
0.99
108
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2
89
1.14
79
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
1.8
100
0
0
0
3
Negative
75
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
147
0.8
183
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.7
130
0
0
0
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.8
72
0.86
84
0
3
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
1.5
66
1
66
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.3
106
0.84
125
0
3
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
123
1.04
118
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
94
0.91
102
0
5
Negative
74
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.1
2.4
95
1.09
86
0
5
Negative
65
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0.025
3.9
133
1.23
108
0
5
Hyperthyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.5
86
0.65
132
0
1
Negative
80
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.8
112
0.99
113
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
89
1.1
81
0
5
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.8
92
1.02
90
0
5
Negative
60
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
75
1.03
72
0
5
Negative
60
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.025
3.9
123
0.98
126
0
5
Hyperthyroid
66
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.5
129
1.02
127
0
5
Negative
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.7
123
0.96
129
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
2.1
92
0.85
109
0
5
Negative
56
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.7
1.5
103
0.95
109
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.9
1.2
73
0.8
91
0
3
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.3
93
0.87
107
0
3
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
133
0
0
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.7
97
0.76
129
0
3
Negative
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.8
93
0.86
109
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.1
1.4
88
0.93
95
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
125
1.13
110
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.5
144
1.24
116
0
5
Hypothyroid
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
16
0
87
0.91
95
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2
2.2
123
1.52
81
0
5
Negative
25
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3
2.1
93
1.01
92
0
5
Negative
54
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0.08
2.1
133
1.14
116
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.53
1.8
107
0.93
115
0
5
Negative
71
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0.5
0
126
1.02
124
0
5
Negative
65
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02
3.1
114
0.91
126
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.6
95
0.93
102
0
1
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.42
2.4
134
1.14
117
0
5
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.9
116
1.2
97
0
1
Negative
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
13
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2
97
0.71
135
0
3
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34
0.7
52
1.11
47
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
1.8
65
0.99
66
0
3
Hypothyroid
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
2.1
70
0.83
84
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
85
1.06
80
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
1.4
107
0.86
124
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.83
2.3
113
0.84
134
0
5
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
89
0.85
105
0
1
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.5
113
0.97
117
0
5
Negative
88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
123
1.16
107
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.2
122
1.15
106
0
3
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.6
76
0.85
89
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.4
94
1.17
81
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
2
95
0.91
105
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.9
97
1
97
0
1
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2
118
1.16
102
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.4
96
0.88
109
0
5
Negative
72
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
27
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.8
90
0.84
108
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
1.9
91
1.03
89
0
3
Hypothyroid
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
1.5
94
0.88
107
0
3
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.1
121
1.02
118
0
3
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
1
12
2.2
94
0.96
98
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
1.5
112
0.98
114
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
113
1.09
115
0
3
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.2
113
1.09
103
0
1
Negative
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2
1.7
115
1.06
105
0
3
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
89
0.95
94
0
5
Negative