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
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1.2
107
0.86
122
0
3
Negative
70
1
1
0
0
0
0
0
1
0
1
0
0
0
0
1.9
1.3
136
0.8
170
0
5
Negative
47
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.9
1.7
109
0.89
123
0
5
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
1
73
1
25
0.99
25
0
1
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.63
1.6
107
0.93
115
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.8
118
0.97
122
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
98
0.95
103
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
1
0
0
0
3.2
1.7
87
0.75
116
0
1
Negative
36
0
0
0
0
1
0
0
0
0
1
0
0
0
0
2.9
2
96
0.91
106
0
5
Negative
63
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0.085
1.9
186
0
0
0
5
Negative
45
0
1
0
0
0
0
0
0
0
0
0
0
0
0
12
0
137
0.74
185
0
5
Negative
49
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
27
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
0.7
131
0.74
177
0
5
Negative
59
1
0
0
0
0
0
0
0
0
1
0
0
0
0
7.8
0
89
0.85
105
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.9
115
1.19
97
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2
99
0.83
119
0
1
Negative
72
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
125
0.97
129
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
151
1.02
148
0
5
Negative
26
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.39
1.8
147
0.79
185
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2.5
89
0.95
94
0
5
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.5
1.2
90
0.86
105
0
1
Hypothyroid
33
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
2.1
108
0.92
117
0
1
Negative
58
0
0
0
0
0
0
0
0
0
0
1
0
0
0
6.4
2.3
85
1.06
80
0
1
Hypothyroid
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.7
129
0.95
136
0
1
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099999
2.1
118
1.05
112
0
3
Hypothyroid
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.5
73
0
0
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
93
0.82
113
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
2.4
100
0
0
0
5
Negative
60
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.7
2.6
113
0.9
126
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
82
0.74
111
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.1
0
111
0.96
116
0
0
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
150
1.06
142
0
0
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
1.6
89
0.69
129
18
5
Hypothyroid
31
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0.14
1
103
0.66
156
0
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
98
0.9
109
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.5
102
0.8
128
0
3
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.5
94
0.94
100
0
3
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
0.84
108
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.55
0
81
0.57
142
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0.9
83
0.65
128
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.4
88
0.62
142
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.5
93
0.78
119
0
3
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
107
0.93
115
0
1
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.5
97
0.85
114
30
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.065
3.4
133
0.53
251
0
3
Negative
76
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.3
2.4
97
0.99
98
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.4
135
1.01
135
32
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.85
1.6
122
0.79
154
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
120
0.96
125
35
3
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100
0.87
115
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.4
72
0.47
153
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.7
93
0.73
127
0
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2.1
87
1.05
83
0
5
Negative
35
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
0
127
1.11
114
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
95
0.91
104
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
0
108
0.95
114
0
5
Negative
72
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.5
1.8
97
1
97
0
2
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.8
82
0.84
99
0
1
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.2
86
0.69
126
0
3
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
0
116
0.88
132
0
1
Negative
41
1
0
0
0
0
0
0
0
0
0
1
0
0
0
8.4
0
94
0.84
112
0
1
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.4
92
0.85
108
0
0
Negative
68
0
0
0
0
0
0
0
1
0
0
0
0
0
0
54
1.2
19
1.04
18
0
3
Hyperthyroid
47
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.55
1.8
134
0.97
138
0
5
Negative
54
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.07
3.1
156
0.81
193
0
5
Negative
71
1
0
0
0
0
0
0
0
0
1
0
0
0
0
3.3
1.9
116
0.91
128
0
3
Negative
65
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2
2.7
121
0.97
125
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
1.5
91
0.95
96
0
3
Hypothyroid
49
0
0
0
0
1
0
0
0
1
0
0
0
0
0
32
2.1
82
0.73
112
0
2
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.2
100
0.7
143
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2.8
0
114
0.94
122
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1
90
0.77
117
0
5
Negative
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2.5
110
0.91
121
0
0
Negative
38
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.13
6.4
256
0.77
332
0
5
Negative
38
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.56
2.9
158
0.75
211
0
5
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.2
2.4
85
0.55
155
0
5
Negative
60
0
0
0
0
0
0
0
1
0
0
0
0
0
0
12
3.1
93
0
0
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.23
3.7
144
0.91
158
0
5
Negative
74
0
1
0
0
0
0
0
0
0
0
0
0
0
0
98
3.5
13
0.9
14
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.2
75
0.57
132
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
73
0.64
114
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.91
0
118
0.85
139
0
5
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1.7
2.6
89
0.6
148
0
3
Negative
33
1
1
0
0
0
0
0
0
0
0
0
0
0
1
2.7
3.2
143
0.84
170
0
1
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
86
0.94
92
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.4
91
1.05
87
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.99
3
149
0
0
0
3
Negative
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.065
3.1
156
0.94
166
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.065
5.1
138
1.13
122
0
5
Hyperthyroid
56
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1.4
2.3
115
1.07
107
0
5
Negative
56
0
0
0
0
0
0
0
0
1
0
0
0
0
0
13
2.5
77
0.95
81
0
5
Hypothyroid
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
102
0.93
110
0
5
Negative
36
1
1
0
0
0
0
0
0
0
0
0
0
0
1
1.6
2.8
131
1.05
125
0
1
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.9
105
0.9
117
0
1
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.1
96
0.87
110
0
1
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.9
2.6
79
0.9
88
0
5
Hypothyroid
52
0
1
0
0
0
0
0
0
0
0
0
0
0
1
2.4
2.8
118
1.01
117
0
1
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.7
74
0.73
101
0
1
Negative