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
39
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.5
84
0.89
94
0
5
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.7
111
0.91
122
0
3
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.6
101
1.03
98
0
3
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2
107
0.84
127
0
3
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.8
99
0.76
130
0
3
Negative
76
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
1.4
67
0.65
103
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
2
97
0.87
112
0
1
Negative
77
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
114
0.81
141
0
5
Negative
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.065
5.3
210
0.87
241
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
97
0.81
120
0
5
Negative
42
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
123
0.91
135
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.5
2.9
89
1
89
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.9
112
0.87
129
0
3
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.9
69
1.01
68
0
1
Negative
57
1
0
0
0
0
0
0
0
0
0
1
0
0
0
3.6
2.5
60
0.94
64
0
1
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66
0
28
1.07
26
0
3
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
107
0.99
108
0
5
Negative
57
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2.1
2.5
134
0.94
142
0
3
Negative
77
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3
2.6
114
0.88
130
0
5
Negative
36
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.1
1.7
83
0.58
143
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.2
78
0.73
107
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2
75
0.82
92
21
3
Negative
47
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0.35
2.6
63
0.92
69
0
1
Negative
72
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.6
1.8
99
1.05
94
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.3
62
0.74
84
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1.1
79
0.73
108
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
64
0.67
95
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.4
66
0.64
103
0
5
Hypothyroid
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
1.7
94
0
0
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.299999
2.5
92
0
0
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2
3
97
1.14
85
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.49
1.2
88
0.63
140
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.7
94
0.85
111
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
142
1.17
121
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
109
0.97
112
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111
0.97
114
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.8
103
0.72
143
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
2.6
117
0
0
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
0.7
66
1.17
56
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.6
2.4
130
1.08
120
0
1
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.9
79
0.62
127
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.74
2.1
127
1.07
119
0
2
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
2.5
91
0.87
105
28
5
Hypothyroid
39
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
118
0.71
166
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.66
2.2
152
1.05
145
0
3
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
494
0.5
12
1.39
9
0
3
Hypothyroid
59
0
1
0
0
0
0
0
0
0
0
0
0
0
1
2.1
2.1
107
0.93
115
0
1
Negative
54
0
0
0
0
1
0
1
0
0
0
0
0
0
0
1.9
2.3
161
1.04
155
0
2
Negative
23
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.065
18
430
0.67
642
0
5
Hyperthyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
107
0.84
127
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.4
129
0.94
137
0
1
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
2.6
151
1.48
102
0
5
Negative
67
0
0
0
0
1
0
0
0
1
0
0
0
0
0
2.3
2.7
124
1.01
123
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.7
131
0.99
132
0
1
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
80
1.08
81
0
1
Negative
21
0
0
0
1
0
0
0
0
0
1
0
0
0
0
7.1
2.9
48
1.01
48
0
5
Negative
62
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1.3
0
71
0.72
99
0
5
Negative
48
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1.2
0
105
0.72
146
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.9
133
0.99
134
0
3
Negative
45
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0.39
2.5
120
1.04
115
0
1
Negative
76
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.07
3.3
183
1
183
0
5
Hyperthyroid
24
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
86
1.03
83
0
5
Negative
49
0
1
0
0
1
0
0
0
1
1
0
0
0
0
0.085
2.7
157
1.06
148
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
126
1.16
109
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
148
1.14
130
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
157
1.24
127
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.9
2.3
112
0.87
129
0
1
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.85
1.8
93
0.73
127
0
1
Negative
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.5
117
0.83
141
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
113
0.92
123
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.4
116
0.8
145
22
3
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16
0
107
1.35
79
0
5
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
123
1.06
116
0
5
Negative
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.68
0
164
1.1
149
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
129
0
0
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.5
98
0.72
136
0
5
Negative
74
0
0
0
0
0
0
0
0
1
0
0
0
0
0
22
2
89
1.1
81
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
127
0.92
138
0
1
Negative
52
0
0
0
0
0
0
1
1
0
0
0
0
0
0
62
0
2.5
1.19
2.5
0
5
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
146
1.2
121
0
5
Negative
49
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.23
0
126
0.84
150
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74
0.69
107
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
126
1.16
109
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0.4
42
1.17
36
0
5
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.6
1.4
115
0.94
122
0
5
Hypothyroid
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
0.9
68
0
0
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.47
2
78
0
0
0
5
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.48
1.4
120
0
0
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
1
50
0.82
61
0
5
Hypothyroid
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.88
1.2
110
0.8
138
0
5
Negative
74
0
1
0
0
0
0
0
0
1
0
0
0
0
0
4.1
1.2
123
0.94
131
0
5
Negative
51
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
137
0.84
163
0
5
Negative
48
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6.6
1.5
111
0.86
129
0
5
Hypothyroid
72
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3.6
0
87
0.98
89
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
3.3
110
1.19
92
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
2
118
1.14
103
0
1
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.8
99
0.67
148
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1
139
0.8
174
0
3
Negative