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
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
101
0.9
112
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.3
80
0.74
108
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.1
104
0.78
133
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
0
106
0.95
112
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.1
100
0.64
156
0
3
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102
0.96
106
0
5
Negative
37
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.09
1.9
108
0.77
140
0
5
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
1.8
111
0.81
137
0
1
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
1.7
101
0.86
117
0
1
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
1.7
106
0.72
147
0
1
Negative
56
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
0
116
1.03
113
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.8
86
0.89
97
0
1
Negative
46
0
1
0
0
0
0
1
0
1
1
0
0
0
0
3.4
1.8
123
0.9
137
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
393
0
15
1.17
13
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
2
80
0.83
96
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.5
128
0
0
29
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
1.1
121
0.74
164
0
3
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
1.3
109
0.92
118
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
2
101
0.88
115
0
1
Negative
29
0
0
0
0
0
0
0
0
0
0
1
0
0
0
4.3
3.7
124
1.46
85
0
1
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2
106
0.9
118
0
5
Negative
46
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
2.3
96
0.87
110
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58
0
36
1.01
36
0
5
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.1
70
0.76
92
0
5
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.8
129
0.98
132
0
5
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.8
1.2
128
0.92
139
0
5
Negative
53
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1.1
1.9
76
0.67
113
0
5
Negative
57
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
79
0.81
98
0
5
Negative
25
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1.9
2.1
95
0.94
101
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.2
107
0.95
112
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.8
1.9
90
0.98
92
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.9
1.8
93
0
0
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
1.7
76
0.78
97
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.299999
0
107
1.13
95
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.8
1.9
107
1.01
106
0
5
Negative
22
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0.66
2.2
120
1.22
98
0
1
Negative
68
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
86
0.93
92
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
6.8
109
0.96
113
27
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.075
2.4
146
1.08
135
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2
90
0.9
100
0
5
Negative
45
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3
2.1
107
1.17
92
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
2
102
0.97
105
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
0
73
0.78
94
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
98
1
98
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
102
0.96
106
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.5
121
1.02
119
0
1
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.1
113
0.9
126
0
5
Negative
97
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0.5
101
0.64
158
0
3
Negative
97
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.8
93
0.89
104
29
3
Negative
72
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
79
0.96
82
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
0
0
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
112
1.02
110
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.64
2.4
86
0.92
94
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.2
133
0.95
140
0
3
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
3.1
61
0.93
66
0
1
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
1
3.6
3.4
99
1.07
93
0
1
Negative
49
1
0
0
0
0
0
0
1
0
0
0
0
0
0
20
0
5
1
5
0
5
Hypothyroid
49
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.8
98
1.13
87
0
5
Negative
55
0
0
0
0
0
0
0
0
1
0
0
0
1
0
2.6
2.4
74
0.97
76
0
5
Negative
60
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
2.7
71
0.85
84
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
2.8
161
1.12
144
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82
0.91
90
0
5
Negative
43
0
0
1
0
0
0
0
0
0
0
0
0
0
0
7.2
2.3
81
0.99
82
0
5
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2.3
96
0.78
123
0
1
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.9
133
1
133
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0.9
57
0.61
93
0
5
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
119
1.04
114
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0.9
50
0.62
81
0
5
Negative
76
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.1
1.4
96
1.02
94
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0.9
58
1.28
45
0
5
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.6
80
0.64
125
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.4
93
1.1
85
0
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.27
1.6
75
0.77
97
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.2
55
0.74
74
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.1
110
0.87
126
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2
103
0.72
143
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.3
103
0.95
108
0
3
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.83
3
154
1.14
135
0
5
Negative
41
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.89
2.3
98
0.98
100
0
3
Negative
42
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.13
2.1
84
0.75
112
0
5
Negative
47
1
0
0
1
0
0
0
0
0
0
0
0
0
0
2.3
2.3
75
0.89
84
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
2.1
95
1.07
89
0
5
Hypothyroid
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.08
0
146
0.82
178
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
0
78
0.98
80
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.6
95
1.06
90
0
0
Negative
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
14
5
Negative
38
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
117
0.92
127
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.5
75
0
0
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
84
0.63
133
0
5
Negative
81
0
0
0
0
0
0
0
0
1
0
0
0
0
0
5.4
2.1
102
1.1
93
0
3
Negative
90
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
98
0.94
104
0
5
Negative
86
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
75
0.82
92
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.59
2.3
99
0.96
103
0
1
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.8
101
1.03
98
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.39
2.1
111
0.91
122
0
3
Negative
47
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.4
150
1.1
136
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.2
2.1
105
0.89
118
0
1
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.7
128
0
0
0
1
Negative
34
1
0
0
0
0
0
0
0
0
0
1
0
0
0
10
2.2
86
0.91
95
0
1
Hypothyroid