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
F
78
2
2
2
1
1
1
1
1
2
1
2
1
1
YES
M
76
1
1
1
1
2
2
2
1
1
1
1
2
2
YES
M
48
1
2
2
1
1
1
1
2
1
2
2
1
1
YES
M
74
1
2
1
1
2
2
2
2
2
2
2
2
1
NO
M
56
1
1
1
2
1
1
1
1
1
1
2
2
1
NO
M
64
1
2
1
2
2
1
1
1
1
1
2
1
1
YES
F
53
1
2
2
2
2
2
1
2
2
2
2
2
1
NO
M
79
2
1
2
2
2
1
2
2
1
2
2
2
1
NO
F
58
1
1
1
2
1
1
1
1
2
1
2
2
1
YES
M
44
2
1
1
1
2
1
1
2
1
1
2
1
2
YES
F
54
1
1
1
1
2
1
2
2
2
1
1
2
1
NO
M
77
1
2
1
2
2
2
2
2
1
2
2
2
2
YES
F
37
2
1
2
1
1
2
1
2
1
2
2
1
1
NO
F
66
1
1
2
1
2
2
1
2
1
2
2
1
2
NO
M
51
2
1
1
2
1
2
2
2
2
2
1
2
2
NO
F
55
1
2
1
2
1
2
1
1
2
1
2
2
1
YES
F
65
2
1
2
1
2
1
2
1
1
1
1
1
1
YES
F
63
2
1
1
2
1
1
2
2
1
1
2
1
2
NO
F
56
2
2
2
2
2
2
1
1
1
1
2
1
1
YES
F
74
1
1
2
1
1
2
2
1
2
2
1
2
2
YES
F
54
1
2
1
1
2
2
2
1
2
1
2
1
1
NO
M
44
2
1
1
1
1
1
1
1
2
2
1
1
1
YES
M
36
1
2
1
2
1
2
1
2
2
2
2
1
1
NO
F
59
1
1
1
2
2
1
1
1
2
1
1
1
2
NO
M
47
2
2
2
2
2
1
1
2
1
1
1
2
2
YES
M
55
1
1
2
2
2
1
2
1
1
1
1
1
1
YES
M
58
2
2
2
2
1
1
2
2
1
1
1
1
2
NO
F
79
2
2
1
2
1
2
1
2
1
1
1
1
1
NO
M
41
2
1
1
1
1
1
2
1
1
1
1
2
2
YES
M
79
1
1
2
1
1
1
1
2
2
1
2
2
1
NO
F
68
1
1
2
1
2
1
1
1
2
2
2
2
2
NO
F
61
2
1
1
1
1
1
1
2
1
2
1
2
2
YES
M
40
1
2
2
1
1
2
1
1
2
2
2
2
1
NO
M
35
1
2
1
2
1
2
1
1
2
1
1
1
2
YES
M
39
1
2
1
1
2
2
2
2
2
2
1
1
2
YES
F
79
1
1
2
1
1
2
1
2
1
1
2
2
2
YES
M
54
2
1
1
2
2
1
2
1
2
2
1
2
1
NO
M
77
1
1
1
2
2
2
1
1
2
2
2
1
2
YES
F
61
1
1
2
1
1
2
2
1
1
2
2
2
1
YES
M
58
2
1
2
1
2
1
2
1
2
1
1
2
1
NO
F
74
1
1
2
2
2
1
1
2
1
2
2
2
1
YES
F
34
1
1
2
1
1
1
1
1
1
2
2
2
1
YES
F
43
2
1
2
2
2
2
2
2
2
1
1
2
2
NO
M
31
2
2
2
1
1
1
1
1
1
2
2
2
1
NO
F
49
2
2
1
1
1
2
2
1
1
2
2
2
1
NO
M
42
1
1
2
1
2
2
2
2
2
1
2
1
2
NO
F
49
1
2
2
2
2
1
2
2
1
2
2
2
1
NO
F
64
1
2
1
1
2
2
1
1
2
2
1
1
1
NO
F
53
2
2
1
2
2
2
2
2
2
2
2
1
1
NO
F
71
1
1
2
1
1
1
1
1
2
1
1
1
1
YES
F
32
1
1
1
2
1
1
2
1
2
2
2
1
2
NO
M
80
2
2
1
2
2
1
1
2
2
1
2
2
2
YES
F
78
1
2
2
1
1
1
2
1
2
1
2
1
2
YES
F
43
2
2
1
2
1
1
2
2
1
2
1
1
1
YES
F
48
2
1
1
1
2
2
2
1
1
1
2
2
2
YES
F
62
1
2
1
2
2
1
2
1
1
2
1
2
2
NO
M
50
1
1
2
2
1
1
1
1
1
2
1
2
2
NO
F
41
1
2
1
1
1
1
2
2
2
2
1
1
2
YES
M
68
2
2
1
1
1
1
2
1
2
2
1
2
2
NO
F
47
1
1
1
1
1
1
2
1
2
2
1
1
1
YES
F
66
1
2
1
2
1
1
2
1
2
1
2
1
1
NO
F
44
2
1
1
2
2
1
2
1
1
1
2
2
2
YES
M
69
1
2
2
2
1
1
2
1
1
1
1
1
2
YES
F
36
2
2
2
2
2
2
2
1
2
2
1
1
2
YES
M
80
2
1
2
1
1
2
2
1
1
1
1
2
2
YES
M
71
2
2
1
1
1
2
2
2
1
2
1
1
2
NO
F
61
1
2
2
2
2
1
1
1
1
1
2
1
2
NO
F
32
2
1
1
1
1
2
2
2
1
2
2
2
2
NO
M
33
2
2
1
2
2
1
1
2
2
1
2
2
2
YES
M
64
2
1
1
2
1
1
2
2
1
1
2
2
1
NO
M
41
2
1
1
1
1
1
2
1
1
2
1
1
2
YES
M
59
2
1
1
1
1
2
2
2
1
2
1
2
2
NO
M
69
1
1
2
2
1
1
1
1
1
1
1
1
1
NO
M
63
1
1
1
2
2
2
2
2
1
1
1
1
1
NO
F
52
2
2
1
1
1
1
1
1
1
2
1
1
1
YES
F
44
1
1
1
1
2
2
2
1
2
2
2
2
2
NO
F
52
1
1
1
2
1
1
1
2
1
2
1
1
1
YES
M
52
2
2
2
1
1
2
1
2
2
1
1
2
1
NO
M
63
2
1
2
2
2
1
2
2
1
2
1
1
1
YES
F
33
2
1
1
2
1
1
2
2
1
2
2
1
2
YES
M
41
2
1
1
1
2
1
2
1
1
2
2
2
1
YES
M
41
1
1
1
1
2
2
1
2
2
2
2
2
2
YES
M
77
2
2
1
2
2
1
1
1
1
1
2
2
2
NO
F
30
1
1
2
2
2
1
1
1
2
2
2
2
2
YES
M
63
2
1
1
1
2
2
2
1
1
1
1
1
1
NO
F
60
1
2
1
1
1
1
2
1
2
2
1
1
1
YES
M
55
2
1
1
2
2
2
2
1
1
1
2
2
2
YES
F
63
1
2
1
2
1
1
2
1
1
1
2
2
2
NO
M
53
2
1
2
1
2
1
1
1
2
1
1
2
1
NO
F
74
2
1
2
2
1
1
1
1
2
2
2
1
2
YES
F
57
2
1
2
2
1
1
2
2
1
2
1
1
2
YES
F
42
1
2
2
2
2
2
1
1
2
2
1
1
1
NO
F
46
2
2
2
2
1
1
1
1
1
1
2
1
2
NO
F
80
2
1
1
1
1
2
2
1
2
2
1
2
2
NO
F
45
1
2
1
2
1
2
1
2
2
1
2
1
2
NO
F
71
2
1
1
2
2
1
1
1
1
2
1
1
2
NO
F
75
1
2
1
1
1
2
2
2
2
1
1
2
1
NO
F
62
2
2
2
1
2
2
2
2
1
1
2
2
2
YES
M
30
1
1
2
2
2
2
2
2
2
1
2
1
2
YES
M
40
1
2
2
1
1
1
2
2
2
1
1
1
1
YES