GENDER
string
AGE
int64
SMOKING
int64
YELLOW_FINGERS
int64
ANXIETY
int64
PEER_PRESSURE
int64
CHRONIC_DISEASE
int64
FATIGUE
int64
ALLERGY
int64
WHEEZING
int64
ALCOHOL_CONSUMING
int64
COUGHING
int64
SHORTNESS_OF_BREATH
int64
SWALLOWING_DIFFICULTY
int64
CHEST_PAIN
int64
LUNG_CANCER
string
M
68
2
1
2
1
2
2
1
2
1
2
2
1
1
NO
M
79
2
2
1
2
2
1
2
1
1
1
1
1
1
NO
F
73
2
2
2
2
1
2
2
2
2
2
2
1
1
NO
M
64
2
2
1
1
2
1
1
1
1
1
2
1
1
YES
M
67
1
1
2
1
2
2
1
2
2
2
1
2
1
YES
F
63
1
1
1
1
1
1
2
2
2
1
1
2
1
YES
F
78
1
1
1
2
1
1
1
2
1
2
2
2
1
YES
M
32
2
1
2
1
2
2
2
1
1
1
2
2
2
YES
F
68
1
2
1
2
1
2
2
2
2
1
1
1
1
YES
M
51
2
2
2
1
1
1
1
2
2
1
2
1
1
NO
M
77
1
2
1
2
1
2
1
2
1
1
1
1
1
YES
M
54
2
1
2
2
1
2
2
2
1
2
1
1
2
YES
M
49
1
2
2
2
1
1
1
2
1
2
1
2
1
YES
M
55
2
2
1
2
2
1
1
2
1
1
1
1
1
YES
M
75
2
2
1
1
1
1
2
2
2
2
2
2
2
YES
M
37
1
2
1
1
2
2
1
1
2
1
2
1
2
NO
M
64
1
2
2
1
2
2
2
1
1
2
1
2
1
YES
F
58
1
2
2
1
2
1
2
1
2
1
2
2
2
NO
F
75
1
2
2
2
2
1
1
2
2
2
1
2
2
YES
F
62
2
1
2
1
1
1
2
2
2
1
2
2
2
YES
M
77
1
1
2
1
2
1
1
2
2
1
2
1
1
NO
M
78
1
1
1
2
2
2
2
2
2
2
2
1
1
YES
M
61
2
2
2
1
2
2
1
1
2
1
1
1
2
YES
M
69
2
1
2
1
1
2
1
2
2
2
2
1
2
YES
M
45
1
1
2
2
2
2
2
1
1
2
2
1
2
NO
F
36
2
2
2
1
2
1
1
1
2
2
2
2
2
YES
M
62
1
2
2
1
2
1
1
2
1
1
2
1
1
YES
M
39
2
2
1
1
2
1
2
2
1
2
1
1
2
YES
M
55
1
1
2
2
1
1
2
1
1
1
2
2
1
YES
M
79
1
1
1
2
1
2
2
2
2
1
1
2
2
NO
F
66
1
2
2
1
1
2
1
2
1
2
1
1
2
YES
M
62
2
2
1
1
2
1
2
2
2
1
2
2
2
NO
M
71
1
2
2
2
2
1
1
1
2
2
2
1
1
NO
F
39
2
2
2
2
2
2
2
1
1
1
1
2
1
YES
F
54
1
1
2
2
2
2
1
1
2
2
1
1
2
NO
M
37
1
2
1
2
2
2
1
1
1
1
2
2
1
NO
F
30
1
1
1
1
2
2
1
2
2
1
1
2
1
NO
F
77
2
2
1
2
2
2
2
1
2
1
1
1
1
YES
M
57
1
1
1
2
2
1
1
2
2
1
1
1
2
NO
M
42
1
1
1
2
1
1
1
1
2
2
2
2
2
YES
F
33
1
2
1
2
1
1
1
2
2
2
1
2
1
NO
F
50
1
1
1
2
1
1
2
1
2
2
2
1
2
NO
M
71
1
2
1
2
1
1
2
2
2
2
1
1
2
NO
F
37
2
2
2
2
2
2
2
2
2
2
1
2
2
YES
F
32
1
1
1
2
1
2
1
1
2
1
2
1
1
YES
M
49
1
1
2
2
2
2
2
1
2
2
2
2
2
YES
M
79
1
2
2
1
2
2
2
1
1
2
2
1
1
YES
M
74
1
2
2
1
1
1
1
1
1
1
1
1
2
NO
M
32
1
1
2
1
2
2
2
1
1
1
1
2
1
YES
F
69
1
2
2
2
2
1
2
2
2
2
2
1
2
NO
M
37
2
2
2
1
2
1
1
2
2
2
1
1
2
NO
F
59
1
1
1
1
2
1
2
1
2
2
1
1
1
YES
M
38
1
1
2
1
2
2
2
2
1
2
1
2
2
YES
F
58
1
2
1
2
2
1
1
1
2
2
2
2
1
NO
F
52
1
1
1
1
2
2
2
1
1
2
1
1
2
YES
M
55
1
1
2
1
1
1
1
1
1
2
2
1
2
NO
F
60
2
1
1
2
1
2
2
1
1
1
2
2
1
NO
F
35
2
1
1
2
1
2
1
1
2
2
2
2
2
NO
F
55
2
2
2
2
1
1
2
1
1
2
2
1
1
NO
M
52
2
2
1
2
1
1
2
2
2
1
2
2
2
NO
F
51
1
1
2
2
1
1
2
2
1
2
1
2
1
NO
M
31
2
1
1
2
1
1
1
1
1
1
1
1
2
NO
M
53
2
2
2
1
2
2
1
1
1
1
1
2
1
YES
F
71
2
1
2
1
2
2
1
2
1
2
1
1
1
NO
F
38
2
1
1
2
1
1
1
2
1
2
1
2
1
YES
F
80
1
2
1
2
1
2
1
1
2
2
2
2
2
YES
M
54
1
1
2
2
1
1
2
2
2
2
2
1
2
YES
F
65
2
1
1
2
2
2
1
2
1
2
2
2
2
YES
M
50
2
2
1
1
1
1
1
2
2
1
1
2
2
NO
M
61
2
1
1
2
1
1
1
2
1
2
2
2
1
NO
F
44
1
1
1
1
2
1
1
1
1
2
1
1
1
NO
M
46
2
1
2
2
1
2
1
2
1
1
1
2
2
YES
M
71
2
1
2
1
2
1
2
1
2
1
1
1
1
YES
F
68
2
2
2
2
2
2
2
2
2
1
2
2
1
YES
F
61
1
1
1
1
2
2
2
1
2
1
1
2
2
NO
M
80
2
1
2
2
1
1
1
2
2
2
1
2
2
NO
M
62
1
2
1
2
1
2
2
2
1
2
1
1
1
YES
M
73
2
2
1
1
2
1
2
1
2
1
2
2
2
NO
F
75
2
2
2
1
1
2
2
2
1
1
2
1
2
YES
M
52
1
1
1
1
2
1
1
1
1
1
2
1
2
NO
M
55
1
2
1
1
1
1
1
2
1
2
2
1
1
YES
F
78
2
2
2
1
1
1
2
2
2
1
2
2
2
NO
F
75
2
1
1
1
2
2
2
1
1
1
1
2
1
NO
M
41
2
1
1
2
2
2
1
1
1
1
1
2
1
YES
M
70
1
2
1
2
1
2
1
2
2
2
2
1
2
NO
F
67
2
1
1
2
2
2
2
1
2
2
1
2
1
NO
M
78
1
2
2
2
1
1
1
2
2
2
1
1
2
NO
M
36
1
1
1
2
1
1
1
2
2
2
2
1
1
NO
F
42
2
2
2
1
1
1
1
1
2
2
2
2
1
YES
M
33
2
2
2
2
1
1
1
1
1
1
1
1
2
YES
M
58
1
1
2
2
1
1
1
1
2
1
1
1
2
NO
M
64
1
1
2
2
2
2
2
2
2
2
1
2
1
YES
M
51
2
1
2
1
1
1
1
2
2
2
1
2
2
NO
F
79
2
2
2
1
1
1
2
1
1
2
2
2
2
YES
F
32
1
2
2
2
1
1
2
2
1
1
1
1
2
YES
F
59
1
2
2
1
1
2
1
2
1
2
2
1
1
YES
M
75
1
1
1
2
2
2
1
1
1
2
2
2
1
NO
M
33
1
1
1
1
2
2
1
1
2
1
2
1
2
NO
M
47
2
1
2
2
1
1
1
1
2
1
2
2
1
NO
F
70
2
1
2
1
1
2
1
2
1
2
1
1
1
NO