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
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
88
0.8
110
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
2.3
125
1.06
117
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
2.7
122
0.83
147
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
183
1.4
14
1.31
11
0
5
Hypothyroid
53
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.63
1.6
115
0.9
128
0
5
Negative
53
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.51
2.4
124
0.96
129
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.7
1.7
93
0.98
94
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.54
1.8
160
1.1
146
0
5
Negative
61
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
61
0.78
81
0
5
Negative
40
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
142
0.91
156
0
5
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
4.8
32
0
0
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
2.8
110
0.99
111
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
3.4
133
0.84
159
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
0.8
113
0
5
Negative
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.01
5.5
219
0.8
274
0
5
Hyperthyroid
46
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.9
116
0.9
129
0
5
Negative
16
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
65
0.73
90
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
2
95
1.08
88
0
5
Negative
46
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.7
132
1.02
130
0
5
Negative
65
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.8
107
1.1
98
0
5
Negative
74
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.9
0
97
0.87
112
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.33
2.3
99
0.98
101
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.73
2.3
122
0.8
152
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.1
149
1.02
147
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
2.2
74
0
0
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.6
0
76
0.86
88
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.3
105
0.97
109
0
5
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2
1.9
139
0.96
145
0
1
Negative
68
1
0
0
0
0
0
0
0
0
1
0
0
0
0
3.7
0.6
65
0.88
74
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
1.9
118
1.07
110
0
1
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.28
2.1
116
1.14
102
0
5
Negative
47
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.01
4.2
214
1.45
148
0
5
Negative
48
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0.42
2.5
93
1.14
82
0
5
Negative
68
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.2
142
0.99
143
0
0
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.6
3.3
121
1.08
112
0
1
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
4.8
22
0
0
0
3
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
3.1
110
1.06
104
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.6
83
0.89
93
0
3
Negative
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.6
124
1.01
122
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.19
1.4
97
0.87
111
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8
1.3
101
0.93
108
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2
1.4
107
0.77
139
0
3
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
2.6
130
1.13
115
0
5
Negative
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.34
0
95
0.99
95
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
2.1
98
1.12
87
0
5
Negative
49
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0.015
0
126
0.83
152
0
5
Negative
29
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.6
2.2
87
0.95
92
0
5
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
156
1.17
134
0
1
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.9
1.9
90
0.97
93
0
1
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.77
2.8
110
0.91
121
0
1
Negative
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
160
1.09
147
0
5
Negative
26
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
2.5
114
1.09
104
0
0
Negative
61
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2
1.7
107
0.99
107
0
3
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.1
76
0.79
96
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.54
1.7
90
0.83
109
0
3
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.25
1.8
120
0.85
140
0
1
Negative
74
1
0
0
0
0
0
0
0
1
0
0
0
0
0
2
2.2
109
0.91
119
0
5
Negative
49
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0.015
0
137
0.8
170
0
5
Negative
65
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0.015
1.9
88
0.81
109
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
2
78
0
0
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.14
5.3
129
0
0
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
1.7
60
0.77
78
0
5
Negative
21
0
0
0
0
0
1
0
0
0
0
0
0
1
0
2.4
3.5
171
1.49
115
0
0
Hyperthyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1.8
131
0.98
133
0
3
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.1
142
1.07
133
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0.78
1.9
85
1.1
77
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.95
2
109
1.15
94
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.17
1.2
75
0.88
85
0
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.44
2.5
89
0.97
92
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
1.8
72
0.87
82
0
3
Hypothyroid
82
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.3
1.4
131
1.08
121
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.86
1.9
78
0.85
91
0
3
Negative
62
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2.2
2.8
122
1.13
109
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
114
1.1
104
0
3
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.3
67
0.88
76
0
3
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2.8
91
0
0
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
2.4
110
0.99
111
0
1
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
2.3
135
1.07
126
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
1
0
0
1
4.4
2.6
108
1.12
96
0
5
Negative
74
1
0
0
0
1
0
0
0
0
0
0
0
0
0
3.3
1.2
91
0.92
99
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.1
2.1
79
0.96
83
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
90
0.99
91
0
5
Negative
41
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.015
2.5
22
0
0
0
5
Hyperthyroid
31
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
2.7
99
0.88
113
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.64
2.1
92
0.99
93
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
119
0.95
125
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
2.1
84
0.86
98
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
2.2
88
0.9
98
0
5
Negative
25
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.7
0
183
1.41
130
0
5
Negative
62
1
1
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2
103
0.95
109
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.49
0
172
1.15
150
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.29
0
98
1.03
95
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
2.5
87
1.11
78
0
3
Negative
78
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.64
1.7
113
0.99
115
0
3
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.3
93
0.82
113
0
3
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
2
141
1.05
134
0
5
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
121
0.96
127
0
5
Negative
70
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0.15
1.5
85
0.91
94
0
5
Negative