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
0.5
1.9
109
1.01
108
0
5
Negative
59
0
1
0
0
1
0
0
0
0
0
0
0
1
0
0.2
4.3
140
1.68
83
0
2
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
88
0.82
107
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
87
1.07
81
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.3
99
1.05
95
0
1
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
104
1.11
94
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.5
91
1.17
78
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1
46
0.66
70
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.2
97
0.9
107
0
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.4
80
0.88
91
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.8
87
1
87
0
3
Negative
57
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
25
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.5
99
1.12
89
0
0
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.5
104
1.2
86
0
0
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
83
0.89
93
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0.3
73
0.78
94
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.9
128
1.12
114
0
1
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.5
84
1.06
79
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.5
63
0.68
92
0
5
Negative
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.2
70
0.85
82
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.3
91
0.93
98
0
1
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.4
101
1.18
86
0
5
Negative
60
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.2
2.1
105
1.09
97
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.9
90
1
90
0
3
Negative
39
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0.2
2.2
106
0.75
141
0
5
Negative
23
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.6
0
78
1.07
73
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
98
0.72
136
0
5
Negative
21
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.7
162
1.47
110
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
86
1.01
85
0
5
Negative
11
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
191
1.23
156
0
5
Hyperthyroid
36
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
187
1.69
111
0
5
Negative
32
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.2
1.7
85
0.84
101
0
5
Negative
57
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.2
2
91
1.18
77
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.3
70
0.99
71
0
1
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.3
92
1.05
88
0
5
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.8
146
1.1
133
0
3
Negative
56
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
134
1.03
130
0
5
Negative
76
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.9
2.2
105
1.09
96
0
5
Negative
73
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.6
143
1.06
134
0
5
Negative
87
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.2
3.4
164
0.82
200
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.4
99
1.21
82
0
5
Negative
61
0
0
0
0
0
0
0
1
0
1
0
0
0
0
3.7
2.4
77
1.24
62
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.9
2.8
126
1.29
98
0
5
Negative
11
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
19
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.1
116
1.06
109
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
2.4
126
0.92
136
0
1
Negative
52
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.3
116
0.94
123
0
5
Negative
72
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
2.8
120
1.18
102
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
3.6
176
1.43
123
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
86
0.98
88
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.3
77
0.65
118
0
5
Negative
52
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.5
1.6
80
0.82
98
0
5
Negative
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
92
0.88
105
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.3
112
1.01
111
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
77
0.91
84
0
3
Negative
63
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.8
1.9
98
0.89
111
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.5
92
1.08
85
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.4
78
0.82
96
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43
0.3
14
0
0
0
3
Hypothyroid
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
117
0
0
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82
0.2
5.8
0
0
0
3
Hypothyroid
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
112
1.01
111
0
3
Negative
37
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.5
111
0.97
114
0
5
Negative
25
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0.25
3.4
101
0
0
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.4
102
0.77
134
0
5
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.1
46
0
104
0
3
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
99
0.8
124
0
1
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.4
86
0.75
114
0
1
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
102
1
102
0
1
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
2.2
75
0.9
84
0
3
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.3
62
0.75
83
0
1
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.5
102
0.96
106
0
5
Negative
70
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.6
2.6
144
1.2
120
0
2
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
102
0.82
124
0
5
Negative
49
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81
1.14
71
0
5
Negative
64
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.6
1.8
112
1.06
106
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
104
0.9
116
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
5
Negative
28
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.7
2.8
100
0
0
0
5
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
135
1.1
123
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
0
0
0
5
Negative
64
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.4
117
0.97
121
0
5
Negative
17
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
117
0.92
126
0
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.5
114
0.99
115
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
124
1.17
106
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.4
79
0.77
103
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.5
88
0.87
101
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.2
81
0.9
90
0
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.5
85
0.73
116
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.5
88
0.84
105
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.4
100
1
100
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
2.7
94
1.14
82
0
3
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
81
0.94
86
0
3
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
92
0.91
101
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
4.2
164
1.55
106
0
5
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
93
1.01
91
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.2
113
1.01
111
0
3
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.8
114
0.92
124
0
3
Negative