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
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
124
0
0
0
5
Negative
31
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3.1
1.8
120
1.22
99
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
178
1
178
0
5
Hyperthyroid
42
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1.1
1.7
79
0.88
90
0
5
Negative
39
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.2
1.9
98
0.88
110
0
5
Negative
83
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.5
0
118
0.97
121
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
124
1.15
108
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.8
109
1.04
104
0
3
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.24
2.4
119
1.1
109
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0.9
82
1.1
75
0
5
Negative
76
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.6
122
1.25
98
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
135
0.96
141
0
3
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.43
0
116
0.78
149
0
3
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
85
0.65
131
0
3
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
79
0.95
83
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.7
138
1.03
134
0
3
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.5
0
45
0.47
96
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
90
1.07
84
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.43
0
96
0.88
109
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
0
0
0
5
Negative
28
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.15
0
133
0.99
135
0
5
Negative
18
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
93
1.04
89
0
0
Negative
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
95
0.93
102
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.4
2.3
73
1.09
67
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
1.9
89
0
0
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
0
71
0.78
90
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.5
91
0.81
113
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
95
0.86
111
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
0
148
1.11
134
0
5
Hypothyroid
47
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
0
94
0.97
97
0
3
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
112
0.98
114
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
0
0
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.5
2.1
138
0.92
150
0
3
Negative
37
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.65
1.3
136
1.19
115
0
5
Negative
80
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5.3
2
86
1.02
83
0
5
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.1
111
0.99
112
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
84
0.85
99
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.1
1.7
96
0.89
108
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.47
2.2
161
1.05
153
0
1
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
1.9
110
0.73
150
0
1
Negative
44
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.26
0
127
1.03
124
0
5
Negative
41
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2
122
0.94
122
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.7
105
1.03
101
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.5
103
1.02
101
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
2.6
79
0.84
93
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.2
94
0.89
106
0
3
Negative
72
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.1
0
131
0.5
265
0
5
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
71
0.92
77
0
5
Negative
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.6
248
0.89
280
0
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
27
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
131
0.83
158
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1.1
2.8
107
1.09
99
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.4
120
0.82
146
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
2.4
118
1.12
106
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55
0.7
15
1.08
14
0
3
Hypothyroid
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1.8
135
1
134
0
3
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
98
0.99
99
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
88
1.05
83
0
5
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.5
2
134
1.17
115
0
2
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.69
1.6
89
0.96
93
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.2
77
0.85
91
0
3
Negative
65
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.32
2.7
96
1.4
69
0
5
Negative
36
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.05
2.2
162
1.15
140
0
5
Negative
47
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.7
1.7
91
0.96
94
0
2
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.7
124
1.2
104
0
3
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.9
94
1.05
89
0
5
Negative
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
4.5
1.7
91
1.09
84
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
143
1.02
141
0
1
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.66
2.3
114
0.88
129
0
1
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.9
118
0.9
131
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
125
1.11
113
0
3
Negative
24
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.09
0
126
0.86
146
0
5
Negative
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2.5
80
0.89
90
0
5
Negative
31
0
1
0
0
0
1
0
0
0
1
0
0
0
0
0.44
1.5
75
0.92
81
0
0
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.1
102
0.81
125
0
5
Negative
22
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.3
1.8
118
0.96
123
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
112
1.15
97
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
1
0
12
2.1
81
1.09
74
0
5
Hypothyroid
49
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.93
0
74
0.87
85
0
5
Negative
39
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.06
2.4
148
1.07
138
0
5
Negative
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
2
102
0.93
110
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.07
1.9
112
0.94
119
0
5
Negative
52
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
98
0.71
138
0
5
Negative
53
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0.08
0
127
0.9
141
0
5
Negative
47
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.02
1.2
72
0.82
88
0
5
Negative
13
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
82
0.88
93
0
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
1.8
148
1.19
125
0
1
Negative
74
0
0
0
0
1
0
0
0
0
0
0
0
0
0
5.4
1.4
109
0.83
131
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.2
95
0.98
96
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.6
126
0.93
135
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
101
0.79
129
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
0
112
1.08
103
0
5
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
2.4
157
1.2
131
0
1
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.36
3
131
1.04
126
0
1
Negative
64
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.82
0
125
1.01
124
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
0
75
0.84
89
0
3
Negative
52
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
2
102
0
0
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
87
1.2
73
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.75
1.4
112
0.86
130
0
1
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.9
101
0.99
102
0
3
Negative