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
47
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
113
0.91
125
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.1
3.1
30
0.89
34
0
1
Negative
33
1
0
0
0
0
0
0
0
0
0
1
0
0
0
12
1.5
86
1
86
0
1
Hypothyroid
25
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
2.2
133
0.92
145
0
1
Negative
69
1
0
0
0
0
0
0
0
0
0
1
0
0
0
3.5
1.3
70
0.92
76
0
1
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.5
112
0.89
126
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0.6
103
1.01
102
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
148
1.13
131
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
114
0.9
126
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.12
0
140
0.92
152
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
436
0
12
1.01
12
0
5
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
108
0.84
129
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.1
122
1.14
107
36
3
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
135
0.98
138
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
0
0
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.4
115
0.91
126
0
1
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.5
95
0.91
104
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.3
2
142
1.15
123
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
104
0
0
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.7
2
108
0.97
111
0
3
Negative
44
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.6
1.7
87
0.89
98
0
1
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2
75
0
0
0
1
Negative
67
1
0
0
0
0
0
0
0
0
1
0
0
0
0
3.1
0
118
1.01
117
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56
4.9
37
0.78
47
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.5
90
0.97
93
0
5
Negative
34
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.38
1.9
137
0.82
167
0
3
Negative
61
0
0
0
0
1
0
0
0
1
0
0
0
0
0
4.8
1.7
105
1.07
98
0
2
Negative
68
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
102
1.06
96
0
5
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.8
120
0.88
136
0
5
Negative
24
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.9
68
1.03
66
0
5
Negative
17
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.6
0
118
0.62
190
0
5
Negative
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.4
150
1.18
127
0
5
Negative
78
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.9
1.7
107
1.08
99
0
5
Negative
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.5
2.2
98
1.14
86
0
5
Negative
66
0
1
0
0
0
0
0
1
1
0
0
0
0
0
2.4
0
174
1.16
150
0
5
Negative
76
0
0
0
1
0
0
0
0
0
0
0
0
0
0
33
2.4
64
1.16
55
0
5
Hypothyroid
26
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.5
2.3
101
1.14
89
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.2
101
1.07
94
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.47
2.4
92
0.72
128
0
5
Negative
29
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.27
2.1
92
1.04
88
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.8
81
0.89
91
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
94
0.8
118
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.4
90
0.8
113
0
3
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2.3
80
0.64
125
0
3
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
97
0
0
0
5
Negative
72
1
0
0
0
0
0
0
0
0
1
0
0
0
0
4.1
1.9
85
0.99
85
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.51
0
105
1.04
101
0
5
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.09
3.7
201
0.97
207
0
5
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.67
0
108
0.99
109
0
5
Negative
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
89
1.1
81
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.5
82
1.17
70
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
0
76
0.95
80
0
5
Hypothyroid
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
0
0
0
0
Negative
3
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.5
0
77
0.76
101
0
5
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.2
89
0.82
109
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
29
0
57
1.08
53
0
5
Hypothyroid
87
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
96
0.8
120
0
5
Negative
83
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.7
1.3
100
0.83
121
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
1.3
113
0.84
135
0
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
80
1
80
0
3
Negative
39
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.7
0
77
0.65
118
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.19
1.6
91
1.04
88
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
0
123
1.11
111
0
5
Hypothyroid
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
10
0
111
0.85
131
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.5
63
0.57
111
0
5
Negative
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
115
0.71
162
0
3
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2
125
1.12
112
0
3
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.99
1.1
129
0.8
162
0
5
Negative
64
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3.3
0.8
88
0.67
131
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
100
1.06
94
0
5
Negative
13
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2.9
0
104
0.87
120
0
5
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.5
103
0.86
120
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.5
128
0.89
144
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.5
95
0.98
97
0
3
Negative
49
1
0
0
0
0
0
1
0
0
0
0
0
0
0
3
2.2
91
0.86
105
0
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
0.7
123
0.73
168
0
3
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
100
0.89
112
0
3
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.11
0
132
0.76
174
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.83
2.1
127
1.01
126
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
111
1.04
107
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.8
97
0.85
114
0
3
Negative
42
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0.12
1.3
93
0.67
139
0
5
Negative
29
1
1
0
0
0
0
0
0
1
1
0
0
0
0
0.19
1.7
147
0
0
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.6
136
1.15
118
0
1
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
0.87
103
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
84
0.78
108
0
5
Negative
59
0
0
0
0
0
0
0
0
1
0
0
0
0
0
11
1.6
120
0
0
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.7
104
0.9
116
0
3
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.4
77
0.7
110
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.2
119
0.92
129
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
78
0.65
121
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
77
0.63
122
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.48
1.5
92
0.85
108
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.6
98
0.88
111
0
5
Negative
15
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3.1
0
88
0.74
119
0
2
Negative
47
0
0
0
0
0
0
0
0
1
0
0
0
0
0
5.2
0
98
0.74
132
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
0
80
0
0
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.4
137
1.19
115
0
3
Negative
54
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.5
1.9
88
1.02
86
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.71
2.5
94
0.94
100
0
5
Negative