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
25
0
0
0
0
1
0
0
0
1
0
0
0
0
0
8.9
1.7
62
0.75
83
0
2
Hypothyroid
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
135
0.92
147
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
134
1.24
109
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.5
79
0.86
92
0
5
Negative
74
0
0
0
0
0
0
0
0
0
1
0
0
0
0
5.1
1.8
112
1.07
105
0
5
Negative
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.8
2.8
91
1.03
88
0
5
Negative
52
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0.04
1.9
86
0.77
112
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.8
109
1.06
102
0
5
Hypothyroid
22
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
1.9
101
0.92
109
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.18
2.1
132
1.1
120
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.22
2.4
129
1.14
113
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2.2
146
1.48
98
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2
92
1.03
89
0
3
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.2
101
0.9
112
0
3
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
2.5
98
0.88
111
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
3.6
144
0.84
171
0
5
Hyperthyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
111
1.1
101
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67
0.98
68
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
92
0.83
111
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.52
2.4
158
1.18
134
0
1
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.9
92
0.76
121
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.9
133
1.18
113
0
1
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.9
86
1.06
81
0
1
Negative
28
0
0
1
0
0
0
1
0
0
0
0
0
0
0
1.5
1.5
120
1.01
118
0
3
Negative
45
1
0
0
0
0
0
0
0
1
1
0
0
0
0
1.2
2.7
120
1.13
106
0
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.5
114
1.01
113
0
5
Negative
77
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0.93
1.9
121
1.36
89
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
2.1
114
1.11
103
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.9
97
1.03
94
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
100
1.15
87
0
5
Negative
11
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.5
132
0.95
138
0
5
Negative
37
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
12
5
Negative
13
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
27
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.7
120
1.27
95
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.95
2.5
138
1.17
118
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.7
92
0.96
96
0
5
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
3.8
127
1.14
112
0
1
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
1
3.1
2.7
131
1.03
126
0
1
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
14
2.7
63
1.17
54
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
57
1.05
54
0
5
Negative
76
0
0
0
0
0
0
0
0
1
1
0
0
0
0
39
0
83
1.18
70
0
5
Hypothyroid
69
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
22
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.4
98
0.94
105
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
2.4
96
0.91
105
0
3
Negative
62
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.43
2.2
122
1.17
104
0
3
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
0.2
33
0.7
47
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.8
134
1.26
107
0
5
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.8
122
1.13
109
0
5
Negative
62
0
1
0
0
0
0
1
0
0
0
0
0
0
0
3.4
1.3
134
1.19
113
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.45
1.6
101
0.89
114
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15
2
81
1.01
81
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
1
0
0
0
0
0
8.2
1.7
65
0.96
68
0
3
Hypothyroid
44
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.04
0
141
1.03
137
0
5
Negative
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
3.3
113
1.23
92
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.2
109
1.07
101
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.5
103
1.07
96
0
3
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.48
1.7
97
1.04
93
0
3
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.5
139
1.03
135
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
69
0.76
91
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2.2
96
1.03
93
0
0
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.6
118
1.01
117
0
1
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.87
1.8
98
1
98
0
1
Negative
25
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1.5
2.7
120
1.31
91
0
1
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
158
1.03
154
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.91
2.4
124
1.05
118
0
5
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
0
93
0.97
95
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
2.3
109
1.18
93
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
1.8
80
0.86
93
0
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
89
0.92
96
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.02
3
130
0
0
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.3
2.3
97
1.09
88
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
107
0.95
113
0
3
Negative
78
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2.1
1.8
80
0.72
111
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.2
122
1
122
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.2
110
1.21
91
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
106
1.17
91
0
1
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.6
2.1
148
1.19
124
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
2.5
118
0
0
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
89
0.83
107
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11
2.6
109
1.06
103
0
2
Hypothyroid
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025
4.4
138
0.64
218
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.799999
2.7
108
1.11
97
0
5
Hypothyroid
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
80
1.4
41
1.14
36
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72
0.92
78
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
2.2
99
1.02
97
0
3
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
111
1.02
108
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.9
94
0.89
105
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
2.1
130
1.04
124
0
1
Negative
27
0
1
0
0
0
0
0
0
1
0
0
0
0
1
2.1
2.1
114
1.1
104
0
1
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
1.8
94
0.94
100
0
1
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
2.2
116
1.04
111
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
86
0.86
101
0
5
Negative
65
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.47
2.3
113
0.91
124
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.5
102
1.16
87
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.44
0
145
1.08
135
0
5
Negative
55
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.005
0
161
0.9
180
0
5
Hyperthyroid
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
3.4
151
0.74
203
0
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
100
0.95
106
0
5
Negative