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survived
int64
pclass
int64
sex
string
age
float64
sibsp
int64
parch
int64
fare
float64
embarked
string
class
string
who
string
adult_male
bool
deck
string
embark_town
string
alive
string
alone
bool
0
3
male
22
0
0
7.125
S
Third
man
true
null
Southampton
no
true
0
2
male
24
2
0
73.5
S
Second
man
true
null
Southampton
no
false
0
1
male
null
0
0
227.525
C
First
man
true
null
Cherbourg
no
true
1
1
female
32
0
0
76.2917
C
First
woman
false
D
Cherbourg
yes
true
0
3
male
30
0
0
7.25
S
Third
man
true
null
Southampton
no
true
1
2
female
18
0
2
13
S
Second
woman
false
null
Southampton
yes
false
1
1
female
47
1
1
52.5542
S
First
woman
false
D
Southampton
yes
false
1
2
female
34
0
0
10.5
S
Second
woman
false
F
Southampton
yes
true
1
1
female
39
1
1
110.8833
C
First
woman
false
C
Cherbourg
yes
false
1
1
female
50
0
1
247.5208
C
First
woman
false
B
Cherbourg
yes
false
0
3
male
null
0
0
7.8958
S
Third
man
true
null
Southampton
no
true
1
3
male
27
0
0
7.7958
S
Third
man
true
null
Southampton
yes
true
0
3
female
16
5
2
46.9
S
Third
woman
false
null
Southampton
no
false
0
3
male
null
0
0
7.225
C
Third
man
true
null
Cherbourg
no
true
0
3
male
null
0
0
8.05
S
Third
man
true
null
Southampton
no
true
0
2
male
16
0
0
10.5
S
Second
man
true
null
Southampton
no
true
1
3
male
4
1
1
11.1333
S
Third
child
false
null
Southampton
yes
false
1
1
female
19
0
2
26.2833
S
First
woman
false
D
Southampton
yes
false
0
3
male
22
1
0
7.25
S
Third
man
true
null
Southampton
no
false
1
1
male
27
0
0
30.5
S
First
man
true
null
Southampton
yes
true
0
1
male
46
1
0
61.175
S
First
man
true
E
Southampton
no
false
0
2
male
54
0
0
26
S
Second
man
true
null
Southampton
no
true
0
3
female
32
1
1
15.5
Q
Third
woman
false
null
Queenstown
no
false
0
3
male
null
0
0
8.05
S
Third
man
true
null
Southampton
no
true
0
3
male
21
0
0
7.8542
S
Third
man
true
null
Southampton
no
true
0
3
male
null
0
0
7.75
Q
Third
man
true
null
Queenstown
no
true
0
3
male
null
0
0
7.25
S
Third
man
true
null
Southampton
no
true
1
2
female
28
1
0
26
S
Second
woman
false
null
Southampton
yes
false
0
3
male
null
0
0
7.75
Q
Third
man
true
null
Queenstown
no
true
0
3
male
null
0
0
7.8958
S
Third
man
true
null
Southampton
no
true
1
1
female
17
1
0
108.9
C
First
woman
false
C
Cherbourg
yes
false
1
3
female
31
1
1
20.525
S
Third
woman
false
null
Southampton
yes
false
0
3
male
22
0
0
7.5208
S
Third
man
true
null
Southampton
no
true
0
3
male
14
5
2
46.9
S
Third
child
false
null
Southampton
no
false
0
2
male
19
0
0
10.5
S
Second
man
true
null
Southampton
no
true
1
3
male
31
0
0
7.925
S
Third
man
true
null
Southampton
yes
true
1
3
male
32
0
0
56.4958
S
Third
man
true
null
Southampton
yes
true
0
1
male
47
0
0
25.5875
S
First
man
true
E
Southampton
no
true
0
1
male
null
0
0
50
S
First
man
true
A
Southampton
no
true
0
1
male
61
0
0
32.3208
S
First
man
true
D
Southampton
no
true
1
1
female
24
0
0
83.1583
C
First
woman
false
C
Cherbourg
yes
true
0
1
male
50
1
0
55.9
S
First
man
true
E
Southampton
no
false
1
1
male
36
0
0
26.3875
S
First
man
true
E
Southampton
yes
true
1
3
female
19
0
0
7.8792
Q
Third
woman
false
null
Queenstown
yes
true
0
3
male
47
0
0
7.25
S
Third
man
true
null
Southampton
no
true
1
2
female
22
1
2
41.5792
C
Second
woman
false
null
Cherbourg
yes
false
0
3
male
51
0
0
8.05
S
Third
man
true
null
Southampton
no
true
0
3
male
null
0
0
7.75
Q
Third
man
true
null
Queenstown
no
true
1
2
female
27
1
0
13.8583
C
Second
woman
false
null
Cherbourg
yes
false
0
1
male
38
0
0
0
S
First
man
true
null
Southampton
no
true
0
2
male
30
0
0
10.5
S
Second
man
true
null
Southampton
no
true
1
2
female
54
1
3
23
S
Second
woman
false
null
Southampton
yes
false
1
2
female
28
1
0
24
C
Second
woman
false
null
Cherbourg
yes
false
0
3
male
null
0
0
7.75
Q
Third
man
true
null
Queenstown
no
true
0
3
male
20
0
0
8.05
S
Third
man
true
null
Southampton
no
true
1
2
female
21
0
0
10.5
S
Second
woman
false
null
Southampton
yes
true
0
2
male
57
0
0
12.35
Q
Second
man
true
null
Queenstown
no
true
0
3
male
24
0
0
9.5
S
Third
man
true
null
Southampton
no
true
1
1
male
27
0
0
76.7292
C
First
man
true
D
Cherbourg
yes
true
0
2
male
31
0
0
10.5
S
Second
man
true
null
Southampton
no
true
1
1
male
48
1
0
76.7292
C
First
man
true
D
Cherbourg
yes
false
0
3
female
11
4
2
31.275
S
Third
child
false
null
Southampton
no
false
0
3
male
7
4
1
29.125
Q
Third
child
false
null
Queenstown
no
false
0
1
male
44
2
0
90
Q
First
man
true
C
Queenstown
no
false
0
3
male
30
0
0
7.225
C
Third
man
true
null
Cherbourg
no
true
0
1
female
2
1
2
151.55
S
First
child
false
C
Southampton
no
false
0
2
male
29
1
0
27.7208
C
Second
man
true
null
Cherbourg
no
false
0
3
male
22
0
0
9.35
S
Third
man
true
null
Southampton
no
true
1
1
male
32
0
0
30.5
C
First
man
true
B
Cherbourg
yes
true
0
1
male
31
1
0
52
S
First
man
true
B
Southampton
no
false
0
3
female
9
2
2
34.375
S
Third
child
false
null
Southampton
no
false
0
3
male
1
4
1
39.6875
S
Third
child
false
null
Southampton
no
false
1
2
female
28
0
0
12.65
S
Second
woman
false
null
Southampton
yes
true
1
1
female
17
1
0
57
S
First
woman
false
B
Southampton
yes
false
0
1
male
31
0
0
50.4958
S
First
man
true
A
Southampton
no
true
1
3
female
null
0
0
7.75
Q
Third
woman
false
null
Queenstown
yes
true
1
3
female
24
1
0
15.85
S
Third
woman
false
null
Southampton
yes
false
1
3
female
null
0
0
7.2292
C
Third
woman
false
null
Cherbourg
yes
true
1
2
male
2
1
1
26
S
Second
child
false
F
Southampton
yes
false
1
3
female
5
0
0
12.475
S
Third
child
false
null
Southampton
yes
true
0
3
male
44
0
0
8.05
S
Third
man
true
null
Southampton
no
true
1
1
female
null
1
0
51.8625
S
First
woman
false
D
Southampton
yes
false
0
3
male
19
0
0
0
S
Third
man
true
null
Southampton
no
true
0
3
male
15
1
1
7.2292
C
Third
child
false
null
Cherbourg
no
false
1
2
female
40
1
1
39
S
Second
woman
false
null
Southampton
yes
false
1
3
male
18
0
0
8.05
S
Third
man
true
null
Southampton
yes
true
0
2
male
42
1
0
27
S
Second
man
true
null
Southampton
no
false
0
3
male
null
2
0
21.6792
C
Third
man
true
null
Cherbourg
no
false
1
1
male
26
0
0
30
C
First
man
true
C
Cherbourg
yes
true
0
3
male
19
0
0
7.775
S
Third
man
true
null
Southampton
no
true
0
3
female
14
0
0
7.8542
S
Third
child
false
null
Southampton
no
true
0
3
male
null
0
0
7.8958
S
Third
man
true
null
Southampton
no
true
0
3
female
18
0
0
7.775
S
Third
woman
false
null
Southampton
no
true
0
3
male
null
3
1
25.4667
S
Third
man
true
null
Southampton
no
false
0
3
male
21
0
0
7.925
S
Third
man
true
null
Southampton
no
true
1
2
female
33
1
2
27.75
S
Second
woman
false
null
Southampton
yes
false
0
3
male
34.5
0
0
6.4375
C
Third
man
true
null
Cherbourg
no
true
1
1
female
23
1
0
113.275
C
First
woman
false
D
Cherbourg
yes
false
0
3
male
8
4
1
29.125
Q
Third
child
false
null
Queenstown
no
false
0
3
male
null
8
2
69.55
S
Third
man
true
null
Southampton
no
false
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