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
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42
0.2
4.8
0.9
5.4
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
82
0.8
104
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.4
142
1.12
127
0
5
Negative
56
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.05
1.9
137
1.09
126
0
3
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.05
2.3
95
0.89
106
0
1
Negative
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.2
93
0.79
117
0
3
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.6
119
1.22
97
0
5
Negative
16
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0.5
3.2
137
1.16
119
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.5
77
0.79
97
0
3
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.1
108
0.66
165
0
3
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.3
112
1
112
0
3
Negative
54
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0.05
1.2
112
0.77
145
0
3
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
0
0
0
0
5
Negative
28
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.3
2.9
171
1.2
143
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099999
1.8
59
0.96
61
0
5
Hypothyroid
57
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.9
1.5
91
0.78
116
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.4
61
0.82
75
0
2
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.7
108
1.05
103
0
1
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.8
123
1.23
100
0
1
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.2
88
0.96
92
0
3
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.5
88
0.95
93
0
5
Negative
64
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
145
0.93
155
0
5
Negative
66
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.6
120
0.91
132
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
88
0.86
102
0
5
Negative
69
1
1
0
0
0
0
0
1
0
1
0
0
0
0
0.3
2.6
89
1.1
81
0
5
Negative
68
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.7
144
0.96
150
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.5
91
0.79
115
0
2
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.5
85
0.94
90
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.2
138
1.24
111
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
196
0.94
209
0
5
Hyperthyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.4
133
1
132
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.8
93
0.79
117
0
1
Negative
49
0
0
1
0
0
0
0
0
0
0
0
0
0
0
2.2
1.2
89
1.09
82
0
3
Negative
59
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.6
1.5
133
1.19
112
0
3
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
1
51
0.84
61
0
3
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.6
91
1.06
86
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.9
99
1.12
88
0
5
Negative
40
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
27
5
Negative
32
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0.15
2.4
135
1.15
118
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.7
100
1.04
96
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.3
81
0.92
88
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2
143
1.28
112
0
5
Negative
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
23
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
3.2
149
1.17
127
0
1
Negative
68
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.5
74
0.72
103
0
3
Negative
89
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.6
92
0.9
102
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
107
0.94
113
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2
113
0.97
116
0
3
Negative
51
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1.9
2.2
74
0.91
81
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.3
101
0.99
102
0
1
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.2
85
1.13
75
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
117
1.11
105
0
5
Negative
58
0
1
0
0
0
0
0
0
1
0
0
0
0
0
3.2
2.1
75
1.04
72
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.9
72
0.84
86
0
5
Negative
20
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.9
2.4
123
0.99
125
0
5
Negative
62
1
0
0
0
1
0
0
0
0
0
0
0
0
0
12
1.5
105
0.86
122
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.6
1.6
95
1.07
89
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
96
1.01
95
0
3
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.3
1.9
117
1.08
108
0
1
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.2
107
0.94
113
0
1
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.2
82
0.94
87
0
1
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.6
120
1.24
96
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
107
1.06
101
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.7
81
0.87
94
0
5
Negative
57
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.8
71
0.72
99
0
5
Negative
68
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
1.8
89
0.83
105
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
1.7
104
1.01
103
0
3
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
79
0.79
100
0
5
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.5
98
0.92
107
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
22
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
2.2
96
0.94
102
0
1
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
1.9
89
0.88
102
0
1
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
103
1.14
90
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.1
69
0.81
86
0
5
Negative
60
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
2.1
97
1.1
90
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0.7
71
0.74
96
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.6
110
0.98
112
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.5
134
1.13
119
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.8
103
1.1
94
0
5
Negative
77
0
0
0
0
0
0
0
0
1
0
0
0
0
0
12
0
77
1.06
73
0
5
Hypothyroid
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.2
100
0.97
104
0
3
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.9
113
1.13
100
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.9
99
0.79
125
0
1
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.1
91
0.98
92
0
1
Negative
56
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.4
2.3
111
0.97
115
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.4
111
1.12
99
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.3
119
0.9
133
0
3
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
90
0.97
93
0
5
Negative