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
53
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0.4
0
99
1.01
99
0
5
Negative
53
0
0
0
0
0
0
0
1
1
0
0
0
0
0
34
1.2
44
1.07
41
0
5
Hyperthyroid
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.8
122
1.09
116
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
74
0.89
83
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.2
83
1.14
73
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
1.6
97
1.96
101
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
62
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
30
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
27
5
Negative
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
100
0.84
119
0
5
Negative
43
1
0
0
0
0
0
0
1
0
0
0
0
0
0
16
1.9
63
1.08
57
0
5
Hypothyroid
32
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
92
1.05
88
0
5
Negative
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2
123
1.18
105
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1
77
0.8
96
0
5
Negative
66
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.5
0
89
1.03
87
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.4
102
0.96
106
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
72
0.85
84
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.6
100
1.06
94
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
100
1
100
0
5
Negative
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.2
0
0
0
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.4
118
0.96
122
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.7
100
1
100
0
3
Negative
31
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0.15
1.7
132
1.3
101
0
5
Negative
70
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.15
1.2
94
0.93
101
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.7
79
0.92
85
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.2
87
0.9
96
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.3
101
0.89
114
0
3
Negative
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.5
100
0.93
107
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2
117
1.12
104
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
30
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
43
5
Hyperthyroid
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
92
0.96
96
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.7
94
0.98
96
0
0
Negative
24
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.15
2.8
159
1.39
114
0
0
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.5
1.4
57
0
0
0
5
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.7
95
0.89
107
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
1.6
119
1.09
109
0
1
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
2.5
131
1.19
110
0
1
Negative
59
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.15
4.9
116
0.94
123
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.5
110
0.77
144
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.15
2.6
110
1.02
107
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
71
0.84
84
0
3
Negative
36
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.2
160
1.43
111
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2
99
0.89
111
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
0
0
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.5
80
0.99
81
0
3
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
14.299999
1.9
111
1.1
101
0
5
Hypothyroid
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.2
111
1.08
103
0
5
Negative
43
0
0
0
0
0
0
1
0
0
1
0
0
0
0
3.7
1.2
107
1.23
87
0
0
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
120
0.9
134
0
5
Negative
25
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
3.3
164
0.95
172
0
5
Hyperthyroid
78
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
1.8
107
0.86
124
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
111
1.03
108
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
0
0
0
5
Negative
37
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
0
0
0
0
5
Negative
43
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
1.8
117
1.1
107
0
5
Negative
62
1
0
1
0
0
0
0
0
0
0
0
0
0
0
4.6
0
135
1.02
132
0
5
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
1.2
57
1.28
44
0
3
Hypothyroid
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.5
86
0.98
88
0
1
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
98
1
98
0
3
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
74
1.11
67
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.9
112
1.02
109
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
80
0.96
83
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.5
93
0.9
104
0
3
Negative
37
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
118
0.76
155
0
5
Negative
63
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
99
0.92
107
0
5
Negative
63
0
0
0
0
1
0
0
0
0
0
0
0
0
0
5.5
1.7
103
0.96
107
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
102
0.9
113
0
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.1
96
0.88
108
0
5
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.3
100
0.91
110
0
5
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
4.3
147
1.06
139
0
5
Hyperthyroid
86
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0.6
1.3
135
1.16
117
0
5
Negative
44
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
0.9
101
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49
0.4
9
1.05
9
0
5
Hypothyroid
31
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.3
2.1
178
1.68
106
0
0
Negative
17
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0.3
2.8
147
1.28
116
0
5
Negative
40
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
28
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.4
118
0.91
129
0
1
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.6
125
0.95
132
0
1
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.7
84
0.67
127
0
3
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.4
83
0.99
84
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.4
63
0.48
133
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.8
91
0.83
111
0
3
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.2
85
0.94
91
0
3
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
103
0.98
105
0
3
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
6.2
207
0.89
232
0
5
Hyperthyroid
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.5
125
0.98
128
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
152
1.41
108
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.2
118
1.01
117
0
5
Negative
51
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.5
1.9
116
1.09
106
0
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.7
109
0.95
116
0
3
Negative
14
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.1
102
1.06
96
0
5
Negative
39
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.2
0
82
0.79
105
0
5
Negative
51
1
0
0
0
0
0
0
1
0
1
0
0
0
0
0.1
1.7
90
0.7
129
0
5
Negative
26
0
0
0
1
0
0
0
0
0
1
0
0
0
0
5.5
0
124
1.02
121
0
5
Negative
73
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0.1
2.5
156
0.95
120
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.3
108
0.73
147
0
3
Negative