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
54
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.8
2.3
77
0.9
86
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.04
1.1
82
0.94
87
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
130
1
130
0
5
Negative
40
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.2
1.7
93
0.91
102
0
5
Negative
76
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.4
2.1
80
1.13
71
0
5
Negative
53
1
0
0
0
0
0
0
1
0
1
0
0
0
0
0.72
1.6
65
0.65
100
0
3
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
5.9
183
0.82
223
0
5
Hyperthyroid
43
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02
2.9
130
0.8
163
0
5
Hyperthyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
64
0.66
97
0
3
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
0
82
0.67
122
0
1
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
0
122
0.84
145
0
1
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.53
0
118
0.9
131
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
86
0
0
0
1
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
59
0.77
77
0
1
Negative
52
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
121
0.88
138
0
5
Negative
20
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.54
0
75
0.71
106
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
0
34
0.63
54
0
5
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
90
0.79
114
0
3
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
64
0.89
72
0
5
Negative
30
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1.5
1.7
106
0.92
115
0
3
Negative
13
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
82
0.95
86
0
5
Negative
35
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
120
0.8
150
0
5
Negative
44
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
154
1.04
148
0
5
Negative
47
1
1
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.5
91
0.92
99
0
5
Negative
30
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.6
2.2
140
1.33
105
0
5
Negative
17
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.98
1.6
138
0.84
164
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
102
0.8
128
0
5
Negative
57
0
0
0
1
0
0
0
0
0
0
0
0
0
0
16.799999
1.7
34
0.97
35
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.15
2.4
137
0.99
138
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
134
1.01
133
0
5
Negative
66
1
1
0
0
0
0
0
0
0
0
0
0
0
0
5.9
1.5
108
0.89
121
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0
91
1.04
88
0
1
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
0
132
1.04
127
0
1
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
77
0.89
87
0
1
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
115
0.97
119
0
1
Negative
48
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.9
0
109
0.99
110
0
5
Negative
60
1
1
0
0
0
0
0
1
0
0
0
0
0
0
5.5
0
105
0.81
130
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.12
0
138
0.8
173
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
71
0.78
91
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
74
0.5
5
0.93
5.5
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
0
128
1.03
124
0
0
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
97
0.83
117
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
97
0.66
147
0
5
Negative
66
1
1
0
0
0
0
0
0
1
0
0
0
0
0
5
2
106
1.05
101
0
3
Negative
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.47
1.4
42
0.73
58
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
22
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
114
0.9
127
0
5
Negative
32
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
113
1.04
109
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
68
0.93
73
0
5
Negative
27
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.97
2.7
96
0.8
120
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
1.9
84
0.67
125
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.2
98
0.77
127
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.5
180
1.25
144
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
75
0.95
79
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
100
1.1
91
0
5
Negative
85
0
0
0
0
0
0
0
0
0
1
0
0
0
0
32
0
55
0.89
62
0
5
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
64
0.8
80
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
0
98
0.88
111
0
1
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.85
0
94
0.53
177
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
117
1.09
107
0
5
Negative
60
0
1
0
0
0
0
0
0
1
0
0
0
0
0
3
1.6
104
0.98
106
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2
154
1
154
0
3
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.7
1.8
72
0.69
104
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
130
1.03
126
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
120
0.96
125
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
59
0.8
74
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53
1.6
113
1.29
88
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.4
132
1.21
109
38
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
67
0.99
68
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
139
1.07
130
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
129
1
129
0
1
Negative
58
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.4
0
77
0.81
95
0
3
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.89
0
118
0.91
130
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
0
65
1.07
61
0
3
Negative
59
1
0
0
0
1
0
0
0
0
0
1
0
0
1
4.2
2.5
90
1.02
88
0
1
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.1
87
0.89
98
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
119
0.88
135
0
5
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
57
0.78
73
0
3
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
145
1.13
128
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
80
0.75
107
0
1
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
99
0.86
115
0
2
Negative
58
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.95
0
88
0.85
104
0
1
Negative
55
0
0
0
0
0
0
0
0
0
0
1
0
0
1
3.1
0
64
0.9
71
0
1
Negative
49
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.035
2.4
180
1.25
144
0
5
Negative
72
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.6
108
0.83
130
0
5
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
30
1.1
45
0.91
49
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
105
0.96
109
0
3
Negative
41
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.7
115
0.87
132
0
5
Negative
59
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
43
0.81
53
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
1
0
0
0
3
1.2
69
0.99
70
0
1
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.09
2.1
116
0.98
118
0
5
Negative
57
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
93
0.84
111
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
89
0.9
99
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
1
6
0
135
0.96
141
0
1
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
83
0.65
128
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
80
0.77
104
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
0
110
1.04
106
0
1
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
71
0.76
93
0
5
Negative
26
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
3
189
1.21
156
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.2
91
0.76
120
0
5
Negative