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
45
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.025
0
114
0.81
141
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
2.8
118
1.17
101
0
5
Negative
65
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0.03
2.2
146
1.06
138
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.8
2.2
91
0.79
115
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
0
101
0.77
131
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
123
0.97
127
0
3
Negative
60
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.3
0
110
0.87
126
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
125
0.78
160
0
1
Negative
46
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.7
0
135
1.05
129
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0
117
0.9
130
0
3
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.3
107
0.85
126
0
3
Negative
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.8
0
121
0.99
122
0
5
Negative
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.4
115
0.74
155
0
3
Negative
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.1
0
130
1.12
116
0
3
Negative
72
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
1.4
120
0.94
128
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
0
60
1.17
51
0
1
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
77
0.83
93
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
2.3
83
0.81
102
0
1
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
0
109
1.03
106
0
5
Hypothyroid
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
0
56
0.86
65
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
0
127
0.94
135
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
96
0.79
122
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
106
0.93
114
0
1
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
1
3.3
0
113
0.93
122
0
1
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
86
0.94
91
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
0
96
0.79
122
0
1
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.8
82
0.93
88
0
3
Negative
56
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0.46
1.9
103
1.06
97
0
3
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
0
0
0
0
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.5
104
0.95
109
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
0
77
0.82
94
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.5
2.1
79
0.99
80
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.6
5
0.89
5.5
0
3
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.76
0
90
0.67
134
0
1
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
90
0.89
101
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.56
0
81
0.9
90
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
2.1
109
0.89
122
0
3
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
57
0.63
90
0
3
Negative
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.38
2.7
116
0.99
117
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
1.6
100
1.17
86
0
5
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
66
0.8
83
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
87
0.67
130
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
71
0.83
86
0
1
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
0
65
0.91
71
0
3
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
95
0.93
102
0
5
Negative
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.5
0
105
0.99
106
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
0
108
0.77
140
0
3
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
133
0.92
145
0
1
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
76
0.98
78
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
0
119
0.9
132
0
3
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
104
0.89
117
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
87
0.81
107
0
5
Negative
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.025
8
202
0
0
0
5
Hyperthyroid
61
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.3
0
93
0.95
98
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
0
133
0.91
146
0
3
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.2
81
0.78
104
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
2.1
122
0.97
126
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.6
120
0.87
138
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
82
0.69
119
0
3
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
118
0.87
136
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2.5
95
0.98
97
0
1
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.7
81
0
0
0
5
Negative
25
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.97
0
153
1.1
139
0
5
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
117
1.05
111
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
105
0.95
111
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
147
0.92
160
0
3
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
85
0.78
109
0
3
Negative
73
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.3
0
109
0.76
143
0
3
Negative
73
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.3
100
0.88
114
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
0
112
0.98
114
0
3
Negative
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
3
89
0.99
90
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
0
131
1.06
124
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
85
1.8
118
1.27
93
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.41
2.3
160
1.06
151
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.79
0
103
0.83
124
0
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
91
0.84
108
0
1
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59
0.2
13
0
0
0
3
Hypothyroid
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
93
0.99
94
0
5
Negative
55
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.6
1.8
101
1.02
99
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
91
0.94
97
0
5
Negative
87
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
77
0.75
103
0
3
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
0
105
1.08
97
0
5
Negative
41
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.36
1.9
154
1.04
148
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.01
1.4
69
0.94
73
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
3
141
1.2
118
0
5
Negative
38
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.4
86
0.79
109
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
0
97
0.79
123
0
1
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
81
0.77
105
0
5
Negative
73
0
0
0
0
0
0
0
0
1
0
0
0
0
0
78
0
57
0.97
59
0
5
Hypothyroid
79
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.7
0
90
0.98
92
0
3
Negative
84
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0.48
0
60
0.8
75
0
3
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
0
86
0.58
148
0
5
Negative
80
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.08
2.5
68
0.83
82
0
3
Negative
73
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2
2.2
119
1.06
112
0
3
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.3
0
94
0.91
103
0
1
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1.4
0
136
1.07
127
0
1
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
63
1.01
62
0
1
Hypothyroid
30
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.5
0
126
0.87
145
0
1
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.4
91
0.95
96
0
5
Negative