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
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
1.6
94
0.92
102
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
151
0.98
154
0
1
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
1.2
71
1.11
64
0
3
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
142
1.2
118
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
2
87
0.95
91
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
0
113
0.85
133
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
236
0.2
16
0.94
17
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
0
0
95
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
33
1.5
128
0
0
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
1.09
93
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.8
94
1
94
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63
0.88
72
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0.6
79
0.91
87
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34
1.7
78
0.9
87
0
5
Hypothyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99
0.99
100
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
0
0
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.26
2.7
120
1.27
95
0
5
Negative
55
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.99
1.3
93
0.86
108
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
101
0.9
113
0
5
Negative
68
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.47
0
117
1.02
115
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
2.2
136
1.24
110
0
5
Hypothyroid
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.035
2.3
160
1.05
151
0
5
Negative
34
0
0
0
1
0
0
0
0
0
1
0
0
0
0
27
4.4
273
1.22
222
0
0
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.5
117
0.86
136
0
3
Negative
74
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
175
1.15
153
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.7
97
0.91
107
0
3
Negative
59
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.7
1.2
101
0.9
112
0
5
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1
154
1.03
149
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.4
76
0.83
91
0
3
Negative
79
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.02
2.4
99
0.73
135
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.8
0
144
1.29
111
0
5
Hypothyroid
25
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
2.2
113
1.08
105
0
0
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.75
2.3
119
0.94
126
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.7
155
1.43
109
0
1
Negative
23
0
0
0
0
0
0
0
0
0
1
1
0
0
0
7.9
2.2
104
1.07
97
0
1
Hypothyroid
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
122
1.1
111
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
131
0.95
137
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2.2
2
108
1.08
100
0
1
Negative
44
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2
1.3
136
0.94
145
0
2
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.1
86
0.99
86
0
0
Negative
31
1
1
0
0
0
0
1
0
0
0
0
0
0
0
1.6
0
111
1
111
0
5
Negative
75
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.02
0
150
0.88
171
0
2
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.1
98
0.9
109
0
1
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.63
2.3
139
1.11
125
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
5.3
272
0.97
281
0
5
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.3
1.8
104
1.04
100
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
98
1.14
86
0
3
Negative
46
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02
4.5
156
0.76
205
0
5
Hyperthyroid
42
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0.67
1.9
74
0.79
93
0
5
Negative
50
1
0
0
0
0
0
0
0
0
1
0
0
0
0
13
1.3
86
0.87
99
0
5
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
94
1.06
89
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
5
Hyperthyroid
53
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.32
0
145
0.96
152
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
1.5
83
0
0
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.9
86
0
0
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.81
0
192
1.44
134
0
5
Negative
32
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.9
138
1.15
120
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
177
1.51
117
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
82
0.88
92
0
5
Negative
21
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1.2
1.6
99
0.87
114
0
1
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
139
1.13
123
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
113
0.88
128
0
3
Negative
76
1
1
0
0
0
0
0
0
1
0
0
0
0
0
1.2
2.1
81
0.94
86
0
5
Negative
18
0
1
0
0
0
0
0
0
0
0
0
0
0
0
478
0
45
1.3
34
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
3.3
200
1
200
0
3
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
98
1.04
95
0
5
Negative
36
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
0
125
0.93
135
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
0
129
1.14
114
0
0
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
2.4
99
1.07
93
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.299999
1.9
85
1.07
80
0
1
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.1
121
1.12
108
0
3
Negative
45
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1.6
1.8
89
0.8
112
0
1
Negative
89
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.8
86
1.04
83
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.52
0
96
0.69
140
0
3
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.9
94
1.15
82
0
1
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.8
96
0.82
118
0
5
Negative
75
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.8
2
102
0.83
124
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.6
87
1.13
78
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.9
114
0
0
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.7
101
0
0
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.3
114
0
0
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
147
1.07
138
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.94
2.4
80
1.06
76
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
2.5
109
1.03
105
0
1
Negative
41
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.8
0
149
1
148
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.005
0
103
1.08
95
0
3
Negative
52
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
99
0.92
107
0
5
Negative
63
0
0
0
0
0
0
0
1
0
0
0
0
0
0
42
1.6
60
0.93
64
0
5
Hypothyroid
88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
78
0.78
100
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
1.7
107
0.81
132
0
3
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.5
95
0.91
104
0
3
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
0
85
0.89
95
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.8
120
1.09
110
0
1
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.78
2
102
0.97
106
0
1
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
103
0.89
116
0
3
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.98
2.5
120
1.06
113
0
1
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.6
110
0.85
129
0
1
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.6
90
0.79
114
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
2.5
66
0.89
75
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
134
0.98
137
0
3
Negative