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
79
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2
107
1.04
104
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.099999
3.4
94
0.92
102
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2
68
0.87
78
0
5
Negative
20
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.02
2.6
106
0.91
116
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
105
0.83
125
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.56
1.3
70
0.93
75
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
1.8
102
0.92
111
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
104
1.06
98
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.2
109
0.78
140
0
3
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.6
107
1.15
93
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2
143
1.31
109
0
5
Negative
74
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.5
2.4
100
1.07
93
0
5
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.7
2.1
73
0.74
98
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2
84
0
0
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.4
106
1
106
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.2
83
0
0
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.9
83
1.08
77
0
0
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
0
0
0
5
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
141
1.17
120
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
1.7
81
0
0
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.9
123
1.16
106
0
3
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.5
83
0.78
106
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
2.5
157
1.07
147
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.85
0
131
0.91
144
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.055
1.7
75
0.81
93
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110
0.96
114
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
2.1
107
0.99
108
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
60
0.7
14
1.11
13
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47
0.2
2
0.84
2
0
5
Hypothyroid
52
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.93
1.3
86
0.64
134
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
1.9
61
0.82
74
0
3
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.73
2
92
0.95
97
0
3
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1.9
83
0.9
92
0
1
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
142
0.99
144
0
1
Negative
52
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39
5
Hyperthyroid
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.13
2.1
87
0.95
91
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.83
2.2
79
0.8
99
0
1
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
1.2
95
0.8
119
0
1
Negative
57
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.4
2.5
101
1.03
96
0
1
Negative
23
0
0
0
0
0
0
0
0
0
0
1
0
0
1
2.1
3.1
116
1.2
96
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.1
87
0.75
115
0
5
Negative
60
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.35
1.6
98
0.75
131
0
5
Negative
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.7
112
0.96
117
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.5
95
0.78
122
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.8
2.4
111
0.8
139
0
1
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2
117
0.8
145
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
2.3
111
0.99
112
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.9
90
0.98
92
0
5
Negative
33
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.8
2.4
120
0.99
121
0
1
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46
5
Hyperthyroid
41
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
28
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.8
98
0.83
118
0
5
Negative
72
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3
2.3
121
1.01
120
0
3
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.2
138
0.9
154
0
3
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.6
140
1.1
127
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.9
108
0.93
116
0
3
Negative
26
0
0
1
0
0
0
0
0
0
0
0
0
0
0
9.2
1.6
104
1.12
93
0
5
Hypothyroid
79
1
0
0
0
0
0
0
0
1
0
0
0
0
0
2.4
0
0
0
0
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.055
8.5
244
0.98
249
0
5
Hyperthyroid
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.9
135
0.81
167
0
1
Negative
76
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2.5
0
118
1
118
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.4
2.2
122
1.1
111
0
5
Negative
74
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.7
2.2
99
1.04
96
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
112
0.9
124
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
0
0
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
121
1.09
111
0
5
Negative
30
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.4
113
0.83
136
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
35
5
Hyperthyroid
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.5
93
0.71
132
0
3
Negative
76
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.4
2.4
118
0.91
130
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
96
0.86
112
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.5
121
1.07
114
0
5
Negative
7
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15
0
137
1.03
133
0
5
Hypothyroid
65
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
137
1.06
129
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.2
134
1.18
114
0
5
Negative
13
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
113
0.99
114
0
5
Negative
56
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1.1
2.2
103
0.9
114
0
5
Negative
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.7
80
0.83
97
0
5
Negative
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0.8
121
0.95
127
0
5
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
102
0.97
105
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
1.9
138
0.91
155
0
1
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.6
1.3
153
1
152
0
1
Negative
68
0
0
0
0
0
0
0
0
1
0
0
0
0
0
19
0
93
1.2
77
0
5
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.8
99
0
0
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
1.7
83
0.97
86
0
5
Negative
55
1
0
0
0
0
0
0
0
0
1
0
0
0
0
2.5
1.9
109
1.04
104
0
3
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
1.7
115
0.98
118
0
1
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.8
1.2
44
0.87
51
0
5
Hypothyroid
42
0
0
0
0
0
0
1
0
0
0
0
0
0
0
7.2
1.3
93
0.9
104
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
139
1.04
134
0
5
Negative
44
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.01
1.8
109
1
109
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
0.9
96
0.75
127
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
4.9
192
1.09
176
0
5
Hyperthyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.6
111
1
111
0
3
Negative
44
1
0
0
0
0
0
0
0
0
0
1
0
0
0
3
1.4
103
0.88
118
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
99
1.02
97
0
1
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
1.5
53
0.76
70
0
5
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.45
0
124
1.02
122
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
108
0.4
14
0.98
14
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
3.2
0
0
0
0
5
Negative