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
42
1
1
0
0
0
0
0
0
0
0
0
0
0
0
38
3.8
0
0
0
0
5
Negative
68
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1.6
95
0.88
108
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.5
96
0.97
99
0
3
Negative
80
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.15
1.6
63
0.7
90
0
3
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.7
106
0.76
140
0
1
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.4
117
1.08
109
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.15
0
107
0.93
116
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.7
74
1.02
73
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.8
92
0.85
108
0
0
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.2
98
0.93
105
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.6
93
0.78
120
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.7
112
1.01
111
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.9
130
0.91
143
0
3
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.9
73
0.78
94
0
3
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.5
2.9
138
1.32
105
0
1
Negative
77
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.3
149
0.97
153
0
3
Negative
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.7
2.1
107
0.96
109
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
1.6
0
0
0
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
89
0.82
109
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.35
2
106
0.97
109
0
1
Negative
24
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.3
3.8
54
0
0
0
5
Hyperthyroid
64
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.8
1.6
80
1.11
72
0
5
Negative
19
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.3
7.6
221
0.86
256
0
5
Hyperthyroid
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
130
1.08
121
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.7
125
0.96
130
0
5
Negative
68
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.2
69
1.07
64
0
5
Negative
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
1.9
90
1.06
85
0
5
Negative
48
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.3
8.9
212
0.88
240
0
5
Hyperthyroid
62
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.5
102
1.11
92
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.4
177
1.14
155
0
3
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.9
70
0.96
73
0
3
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.8
104
0.89
117
0
5
Negative
46
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
16
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
69
0.86
80
0
5
Negative
35
0
1
0
0
0
0
0
0
0
0
0
0
0
0
31
2.6
0
0
0
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
115
0.81
142
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
4.5
208
1.76
118
0
5
Negative
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.5
1.8
113
1.01
112
0
3
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
59
0.62
96
0
3
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
3.1
85
0.88
97
0
5
Negative
69
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.5
1.8
45
0.89
51
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.7
93
0
0
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.1
117
0.68
170
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.9
96
0.94
101
0
1
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.9
89
1
89
0
3
Negative
41
0
0
0
0
0
0
1
0
0
0
0
0
0
0
18
2.1
93
1.16
80
0
3
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.1
100
1.17
85
0
3
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
129
1.05
122
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
102
0.76
135
0
3
Negative
69
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.5
2.1
56
0.87
64
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.9
94
1.04
90
0
5
Negative
31
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.8
1.6
98
0.75
131
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
107
1.08
99
0
1
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
111
1
111
0
5
Negative
75
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.25
1.2
115
1
115
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
78
0.81
96
0
3
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.25
2.5
106
1
106
0
1
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.4
126
0.89
141
0
1
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2.5
88
1.33
66
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.6
92
0.94
98
0
3
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
5.1
1.5
101
1.14
89
0
3
Negative
73
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0.6
1.5
120
0.82
146
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.4
102
1.31
78
0
1
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.7
77
0.9
85
0
1
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.6
139
0.9
153
0
3
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
86
0.7
123
0
3
Negative
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.3
128
1.06
121
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2
86
0.78
110
0
3
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.4
87
1.09
80
0
5
Negative
18
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
2.3
98
0.85
115
0
1
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
94
0
0
0
5
Negative
49
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.3
113
1.02
111
0
1
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
2
63
0.95
66
0
1
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
90
0.71
126
0
5
Negative
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.6
2
114
1
114
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
1.8
78
0.92
85
0
1
Negative
50
0
1
0
0
0
0
0
1
0
0
0
0
0
0
61
0
13
1.18
11
0
5
Hypothyroid
76
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
98
1.01
97
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
0
86
0.91
95
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
26
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.6
2.6
136
1.19
114
0
1
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.1
87
0.93
94
0
3
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.4
100
0.8
124
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.4
124
1.2
103
0
3
Negative
78
0
0
0
0
0
0
0
0
1
0
0
0
0
0
25
0.9
50
0.84
60
0
3
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.3
108
0.79
137
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
28
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.7
83
0.86
97
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.5
110
1
110
0
5
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.2
90
0.98
91
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.8
119
0.98
120
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.8
122
1.1
111
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.599999
4.8
168
0.28
612
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.9
4.7
123
0.28
445
0
5
Hyperthyroid
20
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
5
Negative
78
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
0.6
70
0.9
177
0
3
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.5
106
0.79
134
0
3
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.4
95
0.81
118
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
104
0.93
112
0
3
Negative