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
28
0
0
0
0
0
0
0
0
0
0
0
0
1
0
35
2.3
42
1.01
41
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.4
102
1.08
95
0
3
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.4
116
0.96
121
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.3
91
1.02
89
0
3
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
3.3
116
0
0
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
1.4
58
0.83
69
0
3
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.17
1.8
119
0.91
130
0
3
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.83
2.2
132
0.99
133
0
1
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
1.4
152
1.05
145
0
3
Negative
71
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1.6
1.8
136
1.16
117
0
3
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.035
2.6
128
1.03
124
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
119
1.05
113
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
1
143
0.83
173
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
1.6
120
1.11
108
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
3.6
115
1.23
93
0
1
Negative
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
141
1.25
113
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.5
130
1.01
129
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
2.4
95
1.21
78
0
5
Negative
59
0
0
0
0
1
0
0
0
0
0
0
0
0
0
7.1
1.9
98
1.11
88
0
2
Hypothyroid
22
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.4
1.7
103
1
103
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.2
107
1.1
97
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.32
1.6
164
1.11
148
0
5
Negative
25
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.4
2.2
152
1.36
112
0
5
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.035
1.9
100
1.11
90
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.3
124
0.9
138
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
97
0.99
99
0
5
Negative
69
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.5
1.5
82
0.66
124
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2
98
1.01
97
0
1
Negative
78
0
0
0
0
1
0
0
0
0
0
0
0
0
0
4.1
1.9
116
1.05
110
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72
5
Hyperthyroid
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
135
5
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
20
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.6
171
1.12
153
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
126
0.86
147
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0.7
50
0.25
205
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
1.8
124
1.11
112
0
5
Hypothyroid
61
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8.799999
2.2
109
0.97
113
0
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
106
1.06
100
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
2.2
145
1.34
108
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
87
0
0
0
3
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
76
0.57
132
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
1.7
94
0.97
97
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
101
1.17
86
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
1.5
94
1.02
92
0
3
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160
0.4
11
1.24
8.9
0
5
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
0.3
10
1.18
8.4
0
5
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.1
108
1.04
105
0
0
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5.4
1.6
105
0
0
0
5
Negative
69
1
1
0
0
0
0
0
1
0
0
0
0
0
0
1.3
2
121
1.07
113
0
5
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.7
156
1.25
125
0
1
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.6
113
0.99
114
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.5
96
0.91
105
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.9
133
0.99
134
0
1
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
91
0.84
108
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
141
1.2
117
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
72
1
0
0
0
0
0
0
0
0
1
0
0
1
0
1.5
1.8
0
0.93
112
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.1
109
0
0
0
5
Negative
67
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.7
0
82
0.89
92
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
106
1.01
105
0
3
Negative
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.2
132
0.92
145
0
3
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.9
90
0.87
104
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.6
129
1.22
106
0
3
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
2.6
121
0.94
130
0
1
Negative
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43
0
0
0
0
0
0
Hypothyroid
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.8
119
1.05
113
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
130
1.2
109
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2
121
1.19
102
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.7
92
0.98
94
0
5
Negative
88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.6
94
0.944
100
0
3
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2
78
0.94
87
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.2
96
0.93
103
0
1
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.6
99
0.92
108
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2
106
1.01
104
0
1
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.5
97
0.94
104
0
5
Negative
53
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.8
130
1.01
128
0
5
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.5
76
0.81
93
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
94
0.85
110
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
2
126
1.26
100
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.3
89
1.22
72
0
5
Negative
55
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0.005
1.6
115
0.84
138
0
2
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.7
2
95
0.99
96
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.2
127
1.05
121
0
5
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.5
70
0.93
75
0
3
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.88
0.7
82
0
0
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.3
92
0
0
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.3
108
0.83
130
0
3
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.8
123
0.98
125
0
3
Negative
56
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
0
103
1.07
97
0
3
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.7
86
0.91
95
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.8
107
1.06
101
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.2
88
0.85
104
0
3
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.1
88
0.7
125
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.4
140
1.13
124
0
3
Negative
70
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.2
0
109
1.08
100
0
5
Negative
59
1
1
0
0
0
0
0
0
0
0
0
0
0
0
5.2
0
119
0.93
127
0
5
Negative