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
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.4
1.3
43
0.9
48
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.69
0
123
0.97
128
0
5
Negative
37
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.6
0
142
1.23
115
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
5.3
116
0.97
119
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
3.8
148
0
0
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.3
127
1.11
115
0
1
Negative
30
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0.99
1.9
119
0.83
143
0
5
Negative
30
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2
1.9
107
0.85
126
0
5
Negative
74
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.36
1.3
96
0.75
129
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
0
111
1.02
109
0
3
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.065
1.7
148
0.95
155
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.8
2.6
111
0.87
127
0
1
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.3
143
0.95
151
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
100
0.77
130
0
1
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
1.5
99
0.9
110
0
1
Hypothyroid
77
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.7
1.9
80
0.9
90
0
2
Negative
74
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.19
1.9
109
0.97
112
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.04
2.5
116
0.89
131
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
1.2
53
0.79
67
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
63
0.89
71
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.75
0
98
0.72
135
0
5
Negative
84
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
92
0.63
146
0
3
Negative
84
0
0
0
0
0
0
0
0
1
0
0
0
0
0
4
2.4
123
0
0
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.2
126
0
0
0
5
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0.5
134
0.73
183
0
1
Negative
42
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2
1.8
126
0.91
138
0
5
Negative
56
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
109
0.89
122
0
5
Negative
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.8
1.6
93
0.96
96
0
5
Negative
32
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
157
1.05
150
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.7
2.1
124
0.95
131
0
1
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
90
0.79
114
0
5
Negative
32
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
0
104
0.96
108
0
5
Negative
48
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.9
1.7
75
0.97
77
0
5
Negative
17
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.2
0
153
1.31
116
0
5
Negative
68
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.6
0
96
0.96
100
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
122
0.91
135
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
0
114
0.96
118
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
88
0.82
108
0
3
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.6
1.8
139
1.11
125
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
111
0.92
120
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.1
115
0.9
129
0
3
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
5
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.5
144
1.19
121
0
3
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.3
120
1.09
110
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110
5
Hyperthyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
156
1.02
152
0
5
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.9
101
0.96
106
0
3
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.73
2.9
102
0.88
116
0
1
Negative
58
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
0
118
1.04
113
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.5
0
103
1.12
92
0
0
Negative
20
0
1
0
0
0
0
0
0
1
1
0
0
0
0
2
1.8
130
1.01
128
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
142
1.2
118
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
1.8
110
0.89
124
0
5
Negative
73
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1.2
1.8
121
0.91
134
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.85
2.1
93
0
0
0
5
Negative
81
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.67
0
112
0.95
118
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.2
77
0.78
100
0
1
Negative
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.48
1.5
87
0.87
100
0
1
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.7
101
0.8
126
0
1
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
0
148
0.87
170
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.95
0
120
1.08
110
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
1
3
2.3
85
0.9
94
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.39
0
139
0.78
179
0
3
Negative
76
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.5
1.9
95
0.91
118
0
3
Negative
40
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.44
1.9
146
0.85
172
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2.1
100
0.96
104
0
1
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
99
0.71
140
0
1
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.4
91
0.79
115
0
3
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
117
0.99
118
0
5
Negative
33
0
0
0
0
0
0
1
0
0
0
0
0
0
0
8.799999
2
91
0.82
111
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0.135
2.2
112
0.95
118
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.2
131
1.06
123
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.5
123
1
123
0
3
Negative
33
1
0
0
0
0
0
0
0
0
1
0
0
0
0
2.1
3.9
115
1.04
110
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
140
1.1
127
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.5
113
0.93
122
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.99
2.6
152
1.13
135
0
1
Negative
47
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.49
1.7
101
0.75
134
0
5
Negative
38
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2.5
2
128
1.12
115
0
5
Negative
27
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.36
2.4
114
1
115
0
0
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2
119
0
0
0
0
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.4
130
0.95
137
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.2
108
0.73
148
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.9
2
101
1.08
94
0
1
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
0
99
0.89
111
0
3
Negative
76
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1.8
2.5
136
1.06
129
0
5
Negative
69
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.18
1.4
104
0.68
153
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.79
1.7
118
0.99
119
0
5
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.1
118
0.93
127
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.74
2.2
95
0.84
113
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
98
0.81
120
0
0
Negative
43
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.04
4.5
161
1.08
149
0
5
Negative
57
1
0
0
0
0
0
0
0
1
0
0
0
0
0
11
2.1
134
0
0
0
5
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.5
99
1.15
86
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
82
0.95
86
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
1.3
113
0.91
124
0
3
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
130
0.91
143
0
5
Negative
56
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
136
0.88
155
0
5
Negative