Titanic
NO COMPARISON TARGET
891
ROWS
0
DUPLICATES
322.6 kb
RAM
12
FEATURES
6
CATEGORICAL
3
NUMERICAL
3
TEXT
2.1.3
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
Survived
VALUES:
891
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
1
PassengerId
VALUES:
891
(100%)
MISSING:
---
DISTINCT:
891
(100%)
ZEROES:
---
MAX
891
95%
846
Q3
668
MEDIAN
446
AVG
446
Q1
224
5%
46
MIN
1
RANGE
890
IQR
445
STD
257
VAR
66,231
KURT.
-1.20
SKEW
0.00
SUM
397k
2
Pclass
VALUES:
891
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
3
Name
VALUES:
891
(100%)
MISSING:
---
DISTINCT:
891
(100%)
1
<1%
-
-
Braund, Mr. Owen Harris
1
<1%
-
-
Boulos, Mr. Hanna
1
<1%
-
-
Frolicher-Stehli, Mr. Maxmillian
1
<1%
-
-
Gilinski, Mr. Eliezer
1
<1%
-
-
Murdlin, Mr. Joseph
1
<1%
-
-
Rintamaki, Mr. Matti
1
<1%
-
-
Stephenson, Mrs. Walter Bertram (Martha Eustis)
884
>99%
-
-
(Other)
4
Sex
VALUES:
891
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
5
Age
VALUES:
714
(80%)
MISSING:
177
(20%)
DISTINCT:
88
(10%)
ZEROES:
---
MAX
80.0
95%
56.0
Q3
38.0
AVG
29.7
MEDIAN
28.0
Q1
20.1
5%
4.0
MIN
0.4
RANGE
79.6
IQR
17.9
STD
14.5
VAR
211
KURT.
0.178
SKEW
0.389
SUM
21,205
6
SibSp
VALUES:
891
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
7
Parch
VALUES:
891
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
8
Ticket
VALUES:
891
(100%)
MISSING:
---
DISTINCT:
681
(76%)
7
<1%
-
-
347082
7
<1%
-
-
CA. 2343
7
<1%
-
-
1601
6
<1%
-
-
3101295
6
<1%
-
-
CA 2144
6
<1%
-
-
347088
5
<1%
-
-
S.O.C. 14879
847
95%
-
-
(Other)
9
Fare
VALUES:
891
(100%)
MISSING:
---
DISTINCT:
248
(28%)
ZEROES:
15
(2%)
MAX
512
95%
112
Q3
31
AVG
32
MEDIAN
14
Q1
8
5%
7
MIN
0
RANGE
512
IQR
23.1
STD
49.7
VAR
2,469
KURT.
33.4
SKEW
4.79
SUM
28,694
10
Cabin
VALUES:
204
(23%)
MISSING:
687
(77%)
DISTINCT:
147
(16%)
4
2%
-
-
C23 C25 C27
4
2%
-
-
G6
4
2%
-
-
B96 B98
3
1%
-
-
C22 C26
3
1%
-
-
D
3
1%
-
-
F33
3
1%
-
-
E101
180
88%
-
-
(Other)
11
Embarked
VALUES:
889
(>99%)
MISSING:
2
(<1%)
DISTINCT:
3
(<1%)
Survived
MISSING:
---
TOP CATEGORIES

Survived
0
549
62%
1
342
38%
ALL
891
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Survived
PROVIDES INFORMATION ON...

Sex
0.23
Pclass
0.06
SibSp
0.03
Embarked
0.02
Parch
0.02

THESE FEATURES
GIVE INFORMATION
ON Survived:

Sex
0.23
Pclass
0.09
SibSp
0.03
Embarked
0.03
Parch
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Survived
CORRELATION RATIO WITH...

Fare
0.26
Age
0.01
PassengerId
0.01
Associations
[Only including dataset "Titanic"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Survived
MISSING:
---
TOP CATEGORIES

Survived
0
549
62%
1
342
38%
ALL
891
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Survived
PROVIDES INFORMATION ON...

Sex
0.23
Pclass
0.06
SibSp
0.03
Embarked
0.02
Parch
0.02

THESE FEATURES
GIVE INFORMATION
ON Survived:

Sex
0.23
Pclass
0.09
SibSp
0.03
Embarked
0.03
Parch
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Survived
CORRELATION RATIO WITH...

Fare
0.26
Age
0.01
PassengerId
0.01
PassengerId
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Age
0.04
Fare
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

SibSp
0.09
Parch
0.07
Sex
0.04
Pclass
0.04
Embarked
0.03
Survived
0.01
MOST FREQUENT VALUES

1
1
0.1%
599
1
0.1%
588
1
0.1%
589
1
0.1%
590
1
0.1%
591
1
0.1%
592
1
0.1%
593
1
0.1%
594
1
0.1%
595
1
0.1%
596
1
0.1%
597
1
0.1%
598
1
0.1%
600
1
0.1%
586
1
0.1%
SMALLEST VALUES

1
1
0.1%
2
1
0.1%
3
1
0.1%
4
1
0.1%
5
1
0.1%
6
1
0.1%
7
1
0.1%
8
1
0.1%
9
1
0.1%
10
1
0.1%
11
1
0.1%
12
1
0.1%
13
1
0.1%
14
1
0.1%
15
1
0.1%
LARGEST VALUES

891
1
0.1%
890
1
0.1%
889
1
0.1%
888
1
0.1%
887
1
0.1%
886
1
0.1%
885
1
0.1%
884
1
0.1%
883
1
0.1%
882
1
0.1%
881
1
0.1%
880
1
0.1%
879
1
0.1%
878
1
0.1%
877
1
0.1%
Pclass
MISSING:
---
TOP CATEGORIES

Survived
3
491
55%
119
24%
1
216
24%
136
63%
2
184
21%
87
47%
ALL
891
100%
342
38%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Pclass
PROVIDES INFORMATION ON...

Embarked
0.10
Survived
0.09
SibSp
0.04
Sex
0.01
Parch
0.01

THESE FEATURES
GIVE INFORMATION
ON Pclass:

Embarked
0.07
Survived
0.06
SibSp
0.04
Sex
0.01
Parch
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pclass
CORRELATION RATIO WITH...

Fare
0.59
Age
0.37
PassengerId
0.04
Name
MISSING:
---
1
<1%
-
-
Braund, Mr. Owen Harris
1
<1%
-
-
Boulos, Mr. Hanna
1
<1%
-
-
Frolicher-Stehli, Mr. Maxmillian
1
<1%
-
-
Gilinski, Mr. Eliezer
1
<1%
-
-
Murdlin, Mr. Joseph
1
<1%
-
-
Rintamaki, Mr. Matti
1
<1%
-
-
Stephenson, Mrs. Walter Bertram (Martha Eustis)
1
<1%
-
-
Elsbury, Mr. William James
1
<1%
-
-
Bourke, Miss. Mary
1
<1%
-
-
Chapman, Mr. John Henry
1
<1%
-
-
Van Impe, Mr. Jean Baptiste
1
<1%
-
-
Leitch, Miss. Jessie Wills
1
<1%
-
-
Johnson, Mr. Alfred
1
<1%
-
-
Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
1
<1%
-
-
Taussig, Miss. Ruth
1
<1%
-
-
Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
1
<1%
-
-
Slabenoff, Mr. Petco
1
<1%
-
-
Harrington, Mr. Charles H
1
<1%
-
-
Torber, Mr. Ernst William
1
<1%
-
-
Homer, Mr. Harry ("Mr E Haven")
1
<1%
-
-
Lindell, Mr. Edvard Bengtsson
1
<1%
-
-
Karaic, Mr. Milan
1
<1%
-
-
Daniel, Mr. Robert Williams
1
<1%
-
-
Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
1
<1%
-
-
Shutes, Miss. Elizabeth W
1
<1%
-
-
Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
1
<1%
-
-
Jarvis, Mr. John Denzil
1
<1%
-
-
Paulner, Mr. Uscher
1
<1%
-
-
Murphy, Miss. Margaret Jane
1
<1%
-
-
Harris, Mr. George
1
<1%
-
-
de Messemaeker, Mrs. Guillaume Joseph (Emma)
1
<1%
-
-
Morrow, Mr. Thomas Rowan
1
<1%
-
-
Sivic, Mr. Husein
1
<1%
-
-
Norman, Mr. Robert Douglas
1
<1%
-
-
Simmons, Mr. John
1
<1%
-
-
Meanwell, Miss. (Marion Ogden)
1
<1%
-
-
Davies, Mr. Alfred J
1
<1%
-
-
Stoytcheff, Mr. Ilia
1
<1%
-
-
Palsson, Mrs. Nils (Alma Cornelia Berglund)
1
<1%
-
-
Doharr, Mr. Tannous
1
<1%
-
-
Jonsson, Mr. Carl
1
<1%
-
-
Appleton, Mrs. Edward Dale (Charlotte Lamson)
1
<1%
-
-
Ross, Mr. John Hugo
1
<1%
-
-
Flynn, Mr. John Irwin ("Irving")
1
<1%
-
-
Kelly, Miss. Mary
1
<1%
-
-
Rush, Mr. Alfred George John
1
<1%
-
-
Patchett, Mr. George
1
<1%
-
-
Garside, Miss. Ethel
1
<1%
-
-
Silvey, Mrs. William Baird (Alice Munger)
1
<1%
-
-
Caram, Mrs. Joseph (Maria Elias)
1
<1%
-
-
Jussila, Mr. Eiriik
1
<1%
-
-
Christy, Miss. Julie Rachel
1
<1%
-
-
Thayer, Mrs. John Borland (Marian Longstreth Morris)
1
<1%
-
-
Downton, Mr. William James
1
<1%
-
-
Jardin, Mr. Jose Neto
1
<1%
-
-
Horgan, Mr. John
1
<1%
-
-
Cook, Mr. Jacob
1
<1%
-
-
Hegarty, Miss. Hanora "Nora"
1
<1%
-
-
Foo, Mr. Choong
1
<1%
-
-
Baclini, Miss. Eugenie
831
93%
-
-
(Other)
Sex
MISSING:
---
TOP CATEGORIES

Survived
male
577
65%
109
19%
female
314
35%
233
74%
ALL
891
100%
342
38%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Sex
PROVIDES INFORMATION ON...

Survived
0.23
Parch
0.04
SibSp
0.03
Embarked
0.01
Pclass
0.01

THESE FEATURES
GIVE INFORMATION
ON Sex:

Survived
0.23
Parch
0.05
SibSp
0.04
Embarked
0.01
Pclass
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Sex
CORRELATION RATIO WITH...

Fare
0.18
PassengerId
0.04
Age
0.02
Age
MISSING:
177
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Fare
0.10
PassengerId
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pclass
0.37
Embarked
0.25
SibSp
0.23
Parch
0.20
Sex
0.02
Survived
0.01
MOST FREQUENT VALUES

24.0
30
4.2%
22.0
27
3.8%
18.0
26
3.6%
28.0
25
3.5%
30.0
25
3.5%
19.0
25
3.5%
21.0
24
3.4%
25.0
23
3.2%
36.0
22
3.1%
29.0
20
2.8%
35.0
18
2.5%
32.0
18
2.5%
26.0
18
2.5%
27.0
18
2.5%
31.0
17
2.4%
SMALLEST VALUES

0.42
1
0.1%
0.67
1
0.1%
0.75
2
0.3%
0.83
2
0.3%
0.92
1
0.1%
1.0
7
1.0%
2.0
10
1.4%
3.0
6
0.8%
4.0
10
1.4%
5.0
4
0.6%
6.0
3
0.4%
7.0
3
0.4%
8.0
4
0.6%
9.0
8
1.1%
10.0
2
0.3%
LARGEST VALUES

80.0
1
0.1%
74.0
1
0.1%
71.0
2
0.3%
70.5
1
0.1%
70.0
2
0.3%
66.0
1
0.1%
65.0
3
0.4%
64.0
2
0.3%
63.0
2
0.3%
62.0
4
0.6%
61.0
3
0.4%
60.0
4
0.6%
59.0
2
0.3%
58.0
5
0.7%
57.0
2
0.3%
SibSp
MISSING:
---
TOP CATEGORIES

Survived
0
608
68%
210
35%
1
209
23%
112
54%
2
28
3%
13
46%
4
18
2%
3
17%
3
16
2%
4
25%
8
7
<1%
0
0%
5
5
<1%
0
0%
ALL
891
100%
342
38%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SibSp
PROVIDES INFORMATION ON...

Parch
0.18
Sex
0.04
Pclass
0.04
Survived
0.03
Embarked
0.03

THESE FEATURES
GIVE INFORMATION
ON SibSp:

Parch
0.15
Pclass
0.04
Sex
0.03
Survived
0.03
Embarked
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SibSp
CORRELATION RATIO WITH...

Age
0.23
Fare
0.21
PassengerId
0.09
Parch
MISSING:
---
TOP CATEGORIES

Survived
0
678
76%
233
34%
1
118
13%
65
55%
2
80
9%
40
50%
5
5
<1%
1
20%
3
5
<1%
3
60%
4
4
<1%
0
0%
6
1
<1%
0
0%
ALL
891
100%
342
38%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Parch
PROVIDES INFORMATION ON...

SibSp
0.15
Sex
0.05
Survived
0.02
Embarked
0.02
Pclass
0.01

THESE FEATURES
GIVE INFORMATION
ON Parch:

SibSp
0.18
Sex
0.04
Survived
0.02
Embarked
0.02
Pclass
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Parch
CORRELATION RATIO WITH...

Fare
0.26
Age
0.20
PassengerId
0.07
Ticket
MISSING:
---
7
<1%
-
-
347082
7
<1%
-
-
CA. 2343
7
<1%
-
-
1601
6
<1%
-
-
3101295
6
<1%
-
-
CA 2144
6
<1%
-
-
347088
5
<1%
-
-
S.O.C. 14879
5
<1%
-
-
382652
4
<1%
-
-
LINE
4
<1%
-
-
PC 17757
4
<1%
-
-
17421
4
<1%
-
-
349909
4
<1%
-
-
113760
4
<1%
-
-
4133
4
<1%
-
-
113781
4
<1%
-
-
W./C. 6608
4
<1%
-
-
2666
4
<1%
-
-
19950
4
<1%
-
-
347077
3
<1%
-
-
C.A. 31921
3
<1%
-
-
PC 17572
3
<1%
-
-
C.A. 34651
3
<1%
-
-
363291
3
<1%
-
-
F.C.C. 13529
3
<1%
-
-
345773
3
<1%
-
-
248727
3
<1%
-
-
24160
3
<1%
-
-
29106
3
<1%
-
-
SC/Paris 2123
3
<1%
-
-
35273
3
<1%
-
-
371110
3
<1%
-
-
230080
3
<1%
-
-
PC 17760
3
<1%
-
-
239853
3
<1%
-
-
PC 17582
3
<1%
-
-
347742
3
<1%