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
38
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
1.5
76
0.88
86
0
1
Negative
33
0
0
0
0
0
0
0
0
1
0
0
0
0
0
10.299999
2
68
1.15
59
0
1
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2.6
118
1.19
99
0
5
Negative
33
0
0
0
0
0
1
0
0
0
1
0
0
0
0
3
2.5
121
1.38
88
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.4
136
0.92
148
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.099999
1.3
88
1.06
83
0
5
Hypothyroid
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170
1.1
155
0
5
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.93
1.8
115
0.94
123
0
5
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
2.1
83
0.82
101
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.8
2
159
1.51
105
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
1.6
85
0.87
98
0
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.5
133
1.08
124
0
3
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.5
106
0.81
130
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.7
101
0.85
119
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
2
88
1.04
85
0
3
Negative
43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.92
2.3
93
0.86
108
0
1
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
105
0.83
127
0
3
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.2
122
0.94
131
0
3
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.4
79
0.79
101
0
3
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.1
102
1.12
91
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
98
1.07
92
0
5
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.4
86
0.98
88
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.51
1.3
121
0.78
155
0
3
Negative
26
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.04
1.6
97
1
95
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.9
2.1
118
1.2
98
0
5
Negative
33
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
132
0.87
152
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.3
89
0.9
98
0
1
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16
5
Negative
68
0
0
0
0
0
0
0
0
1
0
0
0
0
0
12
1.4
111
1.2
93
0
3
Hypothyroid
68
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.97
1.3
85
0.87
98
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.5
126
0.96
131
0
5
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.3
101
0.86
117
0
3
Negative
83
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.7
1.5
97
0.98
99
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.95
2.6
152
1.4
110
0
5
Negative
41
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.76
0
107
0.91
118
0
5
Negative
91
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.3
126
0.96
132
0
3
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
2.5
110
1.17
94
0
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
93
0.96
98
0
5
Negative
38
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.37
2.2
86
0.75
115
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.5
94
1.04
90
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.6
63
1
63
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
1.3
90
1.04
86
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.4
115
1.14
100
0
3
Negative
64
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1.7
96
0.9
107
0
3
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
1.2
83
0.82
101
0
3
Hypothyroid
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
93
0.81
114
0
5
Negative
61
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
2.2
83
0.83
101
0
2
Negative
53
1
0
0
0
0
0
0
0
0
1
0
0
0
0
3.8
2.5
105
1.04
101
0
3
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.7
105
0
0
0
3
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.4
105
1.18
88
0
3
Negative
77
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
0
0
0
0
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.4
96
0.98
98
0
5
Negative
25
0
0
0
0
0
0
0
0
1
0
0
0
0
0
36
4.5
162
1.15
142
0
0
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.3
92
0.8
114
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.6
3
125
1.13
111
0
1
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
3.4
115
0.96
120
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
135
0
0
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.7
1.9
89
1.04
85
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.005
3.9
181
0.96
188
0
3
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.6
69
0.82
83
0
3
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
86
0.5
27
0.84
32
0
3
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.5
80
1.12
71
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.3
104
1.06
99
0
3
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.5
94
1.15
82
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
1.7
131
1.49
88
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.06
2.5
121
1.25
97
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
119
0
0
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
105
1.28
83
0
1
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.5
133
1.08
123
0
1
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2
116
1.26
92
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
2.7
121
1.17
104
0
1
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.6
120
1.2
100
0
0
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
112
1.13
100
0
5
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.2
91
1.11
82
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
1.6
68
1.02
66
0
1
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.7
92
1.01
91
0
0
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.1
112
1.25
90
0
3
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
111
1.02
109
0
5
Negative
55
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.7
1.9
132
1.15
114
0
3
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.1
128
0.94
136
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
102
0.97
106
0
1
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2
115
1.1
104
0
1
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.6
91
0.99
91
0
5
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4
2
110
0.99
111
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.5
139
1.12
124
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
134
1.2
112
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
111
1.52
73
0
0
Negative
64
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.3
2.6
118
1.11
106
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.85
2
103
0.93
111
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.4
103
1.1
94
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.6
0
87
1
88
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.6
117
1.24
94
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.37
1.2
91
0.95
96
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
112
0
0
0
5
Negative
67
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.81
0
84
0.83
101
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.025
2.2
108
0.85
126
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.7
91
0.92
98
0
1
Negative
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
98
1.08
91
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.89
1.3
118
0.87
136
0
3
Negative
64
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.68
1.4
92
0.81
114
0
3
Negative