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
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
162
0.81
200
0
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2
155
1.01
154
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2
128
1.02
126
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120
0.98
122
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.8
88
1.14
76
0
5
Negative
90
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.2
97
0.93
104
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.89
1.8
103
0.98
105
0
3
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
0
109
0.91
120
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116
1.06
109
0
5
Negative
6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
134
0.96
140
0
3
Negative
7
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.94
2
93
0.84
110
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.5
121
1.29
94
0
1
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.2
1.8
87
1.04
84
0
1
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
121
1.23
98
0
5
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
139
1.15
121
0
3
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2
76
1.03
73
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
188
1.3
63
1.19
53
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
1.8
87
0.89
98
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
0
138
0.83
166
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.6
75
0.76
99
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.5
70
0.77
91
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2
109
0.85
129
0
3
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
1.7
121
1.12
108
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
101
0.94
107
0
5
Negative
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
90
0.98
92
0
5
Negative
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.4
110
0.92
119
0
3
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
125
0.84
149
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.6
84
0.91
92
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
70
0.58
122
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
2
90
0.92
98
0
1
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.7
94
1
94
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
1.6
72
0.85
85
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.4
109
0.95
116
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2
113
1.03
110
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
100
0.79
127
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.9
92
1.05
88
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76
0.94
81
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
110
1.12
98
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8
0
66
0.66
100
0
5
Hypothyroid
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
1.6
64
0.97
66
0
5
Hypothyroid
60
1
1
0
0
0
0
0
0
1
0
0
0
0
0
30.5
1
32
0.63
51
0
5
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.1
110
0.95
116
0
5
Negative
23
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.04
3.8
131
1.05
125
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.1
106
0.92
115
0
0
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
103
1.17
88
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
97
0.89
109
0
3
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.1
82
0.76
108
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.5
91
1.02
90
0
3
Negative
61
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.1
1.4
110
0
0
0
5
Negative
50
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.7
0
90
0.92
98
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
88
1.05
84
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.3
68
0.94
72
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
118
1.02
115
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
127
1.01
126
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
0
0
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2
123
0.91
135
0
1
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46
1
48
0.98
49
0
3
Hypothyroid
60
1
0
0
0
1
0
0
0
1
0
0
0
0
0
2.7
0
88
1.07
82
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
102
0
0
0
5
Negative
73
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.5
120
0.94
127
0
3
Negative
73
0
0
0
0
0
1
0
0
0
0
0
0
0
0
2.2
2.5
110
1.28
85
0
5
Negative
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.3
2
93
0.99
93
0
5
Negative
47
1
1
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2
110
1.02
108
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.8
96
0.94
103
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
118
1.11
107
0
5
Negative
13
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.8
110
1.1
100
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
1
0
0
0
2.1
0
101
1
101
0
1
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
0
139
1.07
129
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
0
35
0.83
42
0
5
Hypothyroid
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
2.6
143
1.07
134
0
5
Negative
87
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
103
0.87
118
0
3
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.6
71
1.06
67
0
5
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.4
91
0.85
108
0
3
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.5
80
0.88
91
0
3
Negative
72
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.7
1.4
110
0.88
124
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.3
99
1.05
91
0
0
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
114
0.98
117
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
1.5
75
0.9
83
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
1.2
67
0.96
69
0
5
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
10.599999
226
0.65
349
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
468
0.7
21
1.1
19
0
5
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.8
144
1.17
123
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
2.4
134
0.92
145
0
1
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
2.3
99
0.79
125
0
1
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
150
1.22
124
0
1
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
2.5
134
1.12
120
0
1
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.2
103
0.92
112
0
3
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
0
93
0.84
110
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
150
0.99
151
0
5
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.7
126
1.24
101
0
5
Negative
63
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.025
1.6
124
0.89
139
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96
0.76
127
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
119
0.9
131
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.2
97
0.87
111
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.8
62
0.85
73
0
5
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.3
120
0.96
126
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
0
99
0.97
102
0
5
Hypothyroid