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
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.4
113
0.85
132
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2.2
129
0.97
133
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.69
2.3
138
1.04
133
0
3
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.3
105
0.94
112
0
3
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.2
103
1.2
86
0
5
Negative
47
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.1
0
117
1.09
107
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55
0.9
45
1.04
43
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54
5
Hyperthyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.57
1.4
75
0.72
104
0
1
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.015
1.9
115
0.77
149
0
5
Negative
55
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0.59
0
118
1.03
114
0
1
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
89
0.96
93
0
1
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
128
0.98
131
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
2
93
0.97
96
0
5
Negative
52
0
1
0
0
0
0
0
0
0
0
0
0
0
0
44
2.5
66
1.22
54
0
5
Hypothyroid
83
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.77
1.44
123
0.99
124
0
5
Negative
70
1
1
0
0
0
0
0
1
0
0
0
0
0
0
2.3
1.2
107
1.01
105
0
5
Negative
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.015
1.5
84
0.99
85
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.84
1.5
100
0.74
135
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.42
1.8
120
0.94
128
0
5
Negative
52
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1.2
1.7
92
0.76
121
0
5
Negative
47
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.04
2
104
0.87
120
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
5
Negative
35
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.44
1.8
94
0.86
110
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.7
1.9
115
1.07
107
0
5
Negative
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.015
5
244
0.67
362
0
5
Hyperthyroid
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
0
0
0
0
0
5
Negative
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
130
0.86
151
0
5
Negative
46
1
1
0
0
0
0
1
0
1
0
0
0
0
0
1.4
2.2
122
1.03
119
0
5
Negative
55
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.98
0
107
0.99
107
0
5
Negative
54
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.9
0
113
0.9
125
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
74
1.05
70
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.3
118
1.12
105
0
5
Negative
18
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.1
0
147
0.95
154
0
0
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
95
1.08
88
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
72
0.75
96
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
114
0.89
129
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.2
48
0.89
54
0
5
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
1.6
76
0.81
95
0
5
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.82
2.1
124
1.03
121
0
5
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
2.6
85
0.89
96
0
1
Negative
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.1
93
0.78
119
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0.9
105
0.61
173
0
3
Negative
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.1
2.3
60
0.89
68
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
84
0.67
125
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1
77
0.86
90
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
67
0.71
95
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
109
0.97
112
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60
0.3
13
0.99
13
0
5
Hypothyroid
73
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.005
0
102
0.89
115
0
5
Negative
47
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3.4
2.2
102
1.02
101
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
132
0.87
152
0
5
Negative
31
0
1
0
0
0
0
0
0
1
0
0
0
0
0
5
0
141
1.09
130
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
0
103
0.65
158
0
5
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2
111
0.8
138
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
141
1.12
126
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51
5
Hyperthyroid
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
95
0.96
100
0
1
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
0
85
0.92
92
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
98
0.94
104
0
5
Negative
76
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.005
0
143
0.76
189
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
2
102
0.96
106
0
1
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
70
0.9
78
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
73
0.79
92
0
1
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.6
71
0.82
86
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
88
0.87
100
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
7.1
184
1.03
177
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
119
1.12
106
0
5
Negative
26
0
0
1
0
0
0
0
0
0
0
0
0
0
0
9.4
0
70
0.95
74
0
5
Hypothyroid
39
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4.3
2.4
135
1.51
89
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.005
3.6
119
0.9
133
0
5
Hyperthyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
98
1.06
92
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.8
92
0.85
108
0
1
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
117
1.21
97
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
103
1.01
102
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.27
1.6
104
0.78
134
0
1
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.045
2
146
1.05
139
0
3
Negative
25
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.7
0
73
0.97
76
0
2
Negative
44
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
39
5
Hyperthyroid
50
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.01
2.8
74
1.14
65
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.4
104
0.81
128
0
1
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
85
0.79
108
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
0
158
1.31
120
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
0
78
0.77
102
0
3
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0
142
1.37
104
0
5
Hypothyroid
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
91
0.98
93
0
3
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
1
3.1
2.7
100
0.93
108
0
1
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.9
2.1
130
1.11
116
0
2
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
107
1.15
92
0
5
Negative
45
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
101
0.95
106
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.6
1.9
115
1.02
114
0
1
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
4.1
139
0.71
196
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
52
0.8
28
0.86
33
0
5
Hypothyroid
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.9
107
0.74
144
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.3
93
0.81
115
0
5
Negative
45
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
0
0
0
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
74
0.86
86
0
5
Negative
42
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.06
2
79
0.81
98
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.79
1.2
117
0.85
138
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2
128
0.94
136
0
5
Negative