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
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.59
0
80
0.82
98
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0
82
0.99
83
0
1
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
105
1.04
101
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
1.4
123
0.96
128
0
3
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.1
0
101
1.07
94
0
5
Negative
25
0
0
0
0
0
0
1
0
0
0
0
0
0
0
14
0
81
0.9
90
0
5
Negative
71
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.01
0
146
0.93
156
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
104
1.12
92
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
96
0.87
110
0
3
Negative
58
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.8
0
63
0.86
73
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
82
1.07
77
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
1
0
0
0
3.9
0
83
0.85
97
0
1
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
1.8
102
1
102
0
5
Negative
35
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.045
2.1
71
1.1
64
0
5
Negative
60
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
81
0.86
94
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.5
81
0.86
94
0
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
0.91
100
0
5
Negative
45
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2.1
0
93
1.16
80
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
2.4
111
1.15
97
0
1
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
0
114
1.06
108
0
5
Negative
57
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.1
0
76
1
75
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
84
0.95
88
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.3
104
1.03
101
0
1
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
0
87
0.93
93
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
1.2
95
0.93
102
0
1
Negative
45
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.065
4.6
210
1.11
190
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.4
0
98
1.01
97
0
5
Negative
46
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.05
2.2
97
0.77
125
0
5
Negative
33
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
104
0.85
122
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
155
1.05
148
0
3
Negative
38
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0.065
1.8
139
0
0
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.6
86
1.04
83
0
3
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
0
87
0.85
103
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
2.1
82
0.92
89
0
5
Negative
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
164
1.1
149
0
3
Negative
82
1
0
0
0
0
0
0
0
0
0
0
0
0
1
6.6
1.6
92
1
91
0
1
Hypothyroid
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.16
5.2
183
0.83
220
0
5
Negative
37
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
0
0
0
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
0
0
0
5
Negative
72
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
114
1.11
102
0
5
Negative
77
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.5
0
114
1
115
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.7
96
0
0
0
5
Negative
53
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.05
2.2
89
0.83
107
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
123
0.91
136
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
77
0.67
115
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98
0
0
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2.2
145
1.23
118
0
1
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
96
0.82
118
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.9
0
93
0.86
108
0
1
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
104
0.94
112
0
0
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
0
95
1.11
85
0
0
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
118
1.1
107
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.75
2.3
109
1.14
95
0
2
Negative
43
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.7
0
104
0.91
115
0
5
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
71
0.8
88
0
5
Negative
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.7
0
98
1.3
76
0
5
Hypothyroid
16
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.2
0
108
1.14
94
0
5
Hypothyroid
45
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.005
0
132
0.9
147
0
3
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
108
1.15
94
0
5
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.74
1.5
72
0.5
145
0
1
Negative
37
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.4
177
1.46
122
0
5
Negative
26
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0.08
1.7
174
1.23
142
0
5
Negative
30
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.08
1.9
147
1.03
143
0
5
Negative
50
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.3
2.1
107
1.07
100
0
5
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.01
2
113
0.86
131
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
101
0.88
115
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0
125
1.07
117
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.5
125
1.14
109
0
1
Negative
88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
0
123
0.99
124
0
3
Hypothyroid
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.78
0
106
0.88
121
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
93
0.91
102
0
5
Negative
71
0
1
0
0
0
0
0
1
1
1
0
0
0
0
2.4
1.9
133
1.09
123
0
5
Negative
58
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.4
0
122
1.12
108
0
5
Negative
68
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
128
0.68
188
0
5
Negative
36
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.22
4
191
0.98
194
0
5
Negative
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
124
0.86
144
0
5
Negative
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.76
0
138
0.96
143
0
5
Negative
16
1
1
1
0
0
0
0
0
0
0
0
1
0
0
0
3
135
1.02
131
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
118
1.22
97
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
0
126
1.36
93
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
114
1.05
109
0
3
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0
97
1.01
97
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
0
120
1.07
112
0
3
Negative
68
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.41
0
123
0.98
125
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
0
106
1.08
98
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.3
96
1.14
84
0
5
Negative
70
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1.8
112
1.06
106
0
3
Negative
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.08
2.1
99
0.87
113
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
1.8
96
1.06
90
0
1
Negative
55
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.29
0
81
0.7
116
0
3
Negative
53
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0.09
3.9
216
1.15
188
0
5
Negative
70
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.08
2.1
136
1.07
127
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
0
116
1.13
103
0
5
Hypothyroid
34
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
1.8
86
0.86
101
0
1
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
0
0
0
5
Negative
62
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
0
108
0.95
113
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.1
114
0.94
121
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
0.8
60
1.04
58
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.1
0
112
0.93
120
0
5
Negative