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
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.3
120
0.94
128
0
3
Negative
72
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3.8
1.2
122
1.17
104
0
3
Negative
75
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.7
3.1
90
0.96
94
0
5
Negative
67
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.77
0
95
1.02
93
0
5
Negative
26
1
0
0
0
0
0
0
0
0
0
1
0
0
0
3.1
2.6
95
0.89
107
0
1
Negative
81
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1.2
2.3
89
1.14
78
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
75
0.91
82
0
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
89
0.97
92
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0
147
0.95
155
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.2
109
0.86
127
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
1
3.4
0
94
0.83
113
0
1
Negative
47
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.4
0
135
1.06
127
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
77
0.9
86
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
0
134
0.86
156
0
1
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.93
0
114
1.02
112
0
3
Negative
45
1
0
0
0
0
0
0
0
0
0
1
0
0
1
2.5
0
108
0.98
110
0
1
Negative
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
6.5
0
133
1.26
106
0
0
Hypothyroid
33
0
0
0
0
0
0
0
0
1
0
0
0
0
0
41
0
95
1.02
93
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
83
0.86
97
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
98
1.01
97
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
0
91
0.8
114
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
134
1.03
130
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
97
1.05
92
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
84
0.82
102
0
5
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
0
118
0.99
119
0
1
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
99
0.94
105
0
1
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.4
2.3
122
1.1
111
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.6
83
1.01
82
0
5
Negative
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.07
1.6
75
1.09
69
0
5
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2
0
157
1.05
150
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.2
134
0.97
138
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.2
151
1.14
132
0
3
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
1
0
6.7
0
90
1.02
88
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.24
2.7
117
1.08
108
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
2.4
96
0.98
98
0
1
Negative
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.075
3.3
239
1.28
187
0
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
97
0.71
137
0
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
0
75
1
75
0
5
Negative
54
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.075
5
216
0.86
251
0
5
Hyperthyroid
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.47
0
92
0.91
101
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.4
1.9
126
1.18
107
0
3
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
90
0.77
117
0
3
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
61
0.77
79
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
2.1
93
0.96
97
0
5
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
7.3
2.1
139
1.15
121
0
5
Hypothyroid
49
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.1
3.1
139
1.14
122
0
5
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
98
1
98
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.6
109
0.83
131
0
5
Negative
45
1
1
0
0
0
0
0
0
0
0
1
0
0
1
1.7
1.8
94
0.86
109
0
1
Negative
45
1
0
0
0
0
0
0
0
0
0
1
0
0
0
2.3
2.2
98
0.93
105
0
1
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
0.4
47
0.88
53
0
5
Hypothyroid
76
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.26
0.1
34
0.61
56
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.1
1.8
111
1.02
109
0
1
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.085
4
221
1.09
203
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.32
0
99
1.01
98
0
5
Negative
39
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.105
4.1
131
0.95
138
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.4
0
117
1.04
113
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
0
131
1.15
114
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.6
99
0.87
114
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.27
0
117
1.08
108
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.52
0
116
0.98
118
0
5
Negative
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
117
0.97
121
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
1
0
0
0
7.2
0
106
0.83
128
0
3
Hypothyroid
33
1
0
0
0
0
0
0
0
0
0
1
0
0
0
4.5
2.1
83
0.95
87
0
1
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
177
1.18
150
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.9
0
119
1.19
100
0
5
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.5
1.6
112
0.91
123
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.8
0
77
0.76
101
0
5
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
1
3.2
1.9
114
1
114
0
1
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
153
0.67
228
0
3
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
112
0.95
118
0
3
Negative
31
0
1
0
0
0
0
0
0
0
0
0
0
0
0
166
0.6
32
1.04
31
0
3
Hypothyroid
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.3
98
0.91
108
0
3
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
122
1.12
109
0
3
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
2
73
1
73
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
156
1.36
115
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16
5
Negative
44
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.9
1.8
94
0.89
106
0
1
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
0
75
0.82
91
0
1
Negative
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
106
0.83
128
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.065
2.3
130
1.03
126
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.04
3.8
292
0.91
321
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.6
109
0.93
117
0
3
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
88
0.73
121
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.8
118
1.01
117
0
1
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
99
0.86
115
0
1
Negative
38
0
1
0
0
0
0
0
0
1
0
0
0
0
0
4.3
1.5
142
0.97
146
0
5
Negative
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.52
2.6
91
0.97
94
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
5
Negative
52
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.04
0
176
1.49
118
0
5
Negative
42
0
0
0
0
0
1
0
0
0
0
0
0
0
1
3.8
2.3
127
0.97
131
0
1
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
0
142
1.26
113
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
101
0.96
105
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
106
0.93
114
0
5
Negative
16
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.21
2.4
126
0.93
135
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.91
2.2
96
0.88
109
0
1
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
1.8
123
1.04
118
0
1
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.9
98
1.01
97
0
5
Negative
65
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
109
0.92
118
0
5
Negative
56
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1.6
3
104
1.15
90
0
5
Negative