DataFrame

NO COMPARISON TARGET

891

ROWS

DUPLICATES

322.6 kb

RAM

FEATURES

CATEGORICAL

NUMERICAL

TEXT

2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains

PassengerId

VALUES:

891

(100%)

MISSING:

---

DISTINCT:

891

(100%)

ZEROES:

---

MAX

891

95%

846

668

MEDIAN

446

AVG

446

224

MIN

RANGE

890

IQR

445

STD

257

VAR

66,231

KURT.

-1.20

SKEW

0.00

SUM

397k

Survived

VALUES:

891

(100%)

MISSING:

---

DISTINCT:

(<1%)

Pclass

VALUES:

891

(100%)

MISSING:

---

DISTINCT:

(<1%)

Name

VALUES:

891

(100%)

MISSING:

---

DISTINCT:

891

(100%)

<1%

Braund, Mr. Owen Harris

<1%

Boulos, Mr. Hanna

<1%

Frolicher-Stehli, Mr. Maxmillian

<1%

Gilinski, Mr. Eliezer

<1%

Murdlin, Mr. Joseph

<1%

Rintamaki, Mr. Matti

<1%

Stephenson, Mrs. Walter Bertram (Martha Eustis)

884

>99%

(Other)

Sex

VALUES:

891

(100%)

MISSING:

---

DISTINCT:

(<1%)

Age

VALUES:

714

(80%)

MISSING:

177

(20%)

DISTINCT:

(10%)

ZEROES:

---

MAX

80.0

95%

56.0

38.0

AVG

29.7

MEDIAN

28.0

20.1

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

SibSp

VALUES:

891

(100%)

MISSING:

---

DISTINCT:

(<1%)

Parch

VALUES:

891

(100%)

MISSING:

---

DISTINCT:

(<1%)

Ticket

VALUES:

891

(100%)

MISSING:

---

DISTINCT:

681

(76%)

<1%

347082

<1%

CA. 2343

<1%

1601

<1%

3101295

<1%

CA 2144

<1%

347088

<1%

S.O.C. 14879

847

95%

(Other)

Fare

VALUES:

891

(100%)

MISSING:

---

DISTINCT:

248

(28%)

ZEROES:

(2%)

MAX

512

95%

112

AVG

MEDIAN

MIN

RANGE

512

IQR

23.1

STD

49.7

VAR

2,469

KURT.

33.4

SKEW

4.79

SUM

28,694

Cabin

VALUES:

204

(23%)

MISSING:

687

(77%)

DISTINCT:

147

(16%)

C23 C25 C27

B96 B98

C22 C26

F33

E101

180

88%

(Other)

Embarked

VALUES:

889

(>99%)

MISSING:

(<1%)

DISTINCT:

(<1%)

Associations

[Only including dataset "DataFrame"]
■ 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.

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

0.1%

599

0.1%

588

0.1%

589

0.1%

590

0.1%

591

0.1%

592

0.1%

593

0.1%

594

0.1%

595

0.1%

596

0.1%

597

0.1%

598

0.1%

600

0.1%

586

0.1%

SMALLEST VALUES

0.1%

LARGEST VALUES

891

0.1%

890

0.1%

889

0.1%

888

0.1%

887

0.1%

886

0.1%

885

0.1%

884

0.1%

883

0.1%

882

0.1%

881

0.1%

880

0.1%

879

0.1%

878

0.1%

877

0.1%

Survived

MISSING:

---

TOP CATEGORIES

549

62%

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

Pclass

MISSING:

---

TOP CATEGORIES

491

55%

216

24%

184

21%

ALL

891

100%

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%

Braund, Mr. Owen Harris

<1%

Boulos, Mr. Hanna

<1%

Frolicher-Stehli, Mr. Maxmillian

<1%

Gilinski, Mr. Eliezer

<1%

Murdlin, Mr. Joseph

<1%

Rintamaki, Mr. Matti

<1%

Stephenson, Mrs. Walter Bertram (Martha Eustis)

<1%

Elsbury, Mr. William James

<1%

Bourke, Miss. Mary

<1%

Chapman, Mr. John Henry

<1%

Van Impe, Mr. Jean Baptiste

<1%

Leitch, Miss. Jessie Wills

<1%

Johnson, Mr. Alfred

<1%

Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")

<1%

Taussig, Miss. Ruth

<1%

Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)

<1%

Slabenoff, Mr. Petco

<1%

Harrington, Mr. Charles H

<1%

Torber, Mr. Ernst William

<1%

Homer, Mr. Harry ("Mr E Haven")

<1%

Lindell, Mr. Edvard Bengtsson

<1%

Karaic, Mr. Milan

<1%

Daniel, Mr. Robert Williams

<1%

Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)

<1%

Shutes, Miss. Elizabeth W

<1%

Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)

<1%

Jarvis, Mr. John Denzil

<1%

Paulner, Mr. Uscher

<1%

Murphy, Miss. Margaret Jane

<1%

Harris, Mr. George

<1%

de Messemaeker, Mrs. Guillaume Joseph (Emma)

<1%

Morrow, Mr. Thomas Rowan

<1%

Sivic, Mr. Husein

<1%

Norman, Mr. Robert Douglas

<1%

Simmons, Mr. John

<1%

Meanwell, Miss. (Marion Ogden)

<1%

Davies, Mr. Alfred J

<1%

Stoytcheff, Mr. Ilia

<1%

Palsson, Mrs. Nils (Alma Cornelia Berglund)

<1%

Doharr, Mr. Tannous

<1%

Jonsson, Mr. Carl

<1%

Appleton, Mrs. Edward Dale (Charlotte Lamson)

<1%

Ross, Mr. John Hugo

<1%

Flynn, Mr. John Irwin ("Irving")

<1%

Kelly, Miss. Mary

<1%

Rush, Mr. Alfred George John

<1%

Patchett, Mr. George

<1%

Garside, Miss. Ethel

<1%

Silvey, Mrs. William Baird (Alice Munger)

<1%

Caram, Mrs. Joseph (Maria Elias)

<1%

Jussila, Mr. Eiriik

<1%

Christy, Miss. Julie Rachel

<1%

Thayer, Mrs. John Borland (Marian Longstreth Morris)

<1%

Downton, Mr. William James

<1%

Jardin, Mr. Jose Neto

<1%

Horgan, Mr. John

<1%

Cook, Mr. Jacob

<1%

Hegarty, Miss. Hanora "Nora"

<1%

Foo, Mr. Choong

<1%

Baclini, Miss. Eugenie

831

93%

(Other)

Sex

MISSING:

---

TOP CATEGORIES

male

577

65%

female

314

35%

ALL

891

100%

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

4.2%

22.0

3.8%

18.0

3.6%

28.0

3.5%

30.0

3.5%

19.0

3.5%

21.0

3.4%

25.0

3.2%

36.0

3.1%

29.0

2.8%

35.0

2.5%

32.0

2.5%

26.0

2.5%

27.0

2.5%

31.0

2.4%

SMALLEST VALUES

0.42

0.1%

0.67

0.1%

0.75

0.3%

0.83

0.3%

0.92

0.1%

1.0

1.0%

2.0

1.4%

3.0

0.8%

4.0

1.4%

5.0

0.6%

6.0

0.4%

7.0

0.4%

8.0

0.6%

9.0

1.1%

10.0

0.3%

LARGEST VALUES

80.0

0.1%

74.0

0.1%

71.0

0.3%

70.5

0.1%

70.0

0.3%

66.0

0.1%

65.0

0.4%

64.0

0.3%

63.0

0.3%

62.0

0.6%

61.0

0.4%

60.0

0.6%

59.0

0.3%

58.0

0.7%

57.0

0.3%

SibSp

MISSING:

---

TOP CATEGORIES

608

68%

209

23%

<1%

ALL

891

100%

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

678

76%

118

13%

<1%

ALL

891

100%

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:

---

<1%

347082

<1%

CA. 2343

<1%

1601

<1%

3101295

<1%

CA 2144

<1%

347088

<1%

S.O.C. 14879

<1%

382652

<1%

LINE

<1%

PC 17757

<1%

17421

<1%

349909

<1%

113760

<1%

4133

<1%

113781

<1%

W./C. 6608

<1%

2666

<1%

19950

<1%

347077

<1%

C.A. 31921

<1%

PC 17572

<1%

C.A. 34651

<1%

363291

<1%

F.C.C. 13529

<1%

345773

<1%

248727

<1%

24160

<1%

29106

<1%

SC/Paris 2123

<1%

35273

<1%

371110

<1%

230080

<1%

PC 17760

<1%

239853

<1%

PC 17582

<1%

347742

<1%

110152

<1%

13502

<1%

110413

<1%

PC 17755

<1%

PC 17558

<1%

237736

<1%

17474

<1%

PC 17758

<1%

PP 9549

<1%

S.O./P.P. 3

<1%

P/PP 3381

<1%

PC 17485

<1%

2668

<1%

2627

<1%

PC 17604

<1%

2653

<1%

2665

<1%

113798

<1%

31027

<1%

2908

<1%

W./C. 6607

<1%

WE/P 5735

<1%

35281

<1%

113789

695

78%

(Other)

Fare

MISSING:

---

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Age

0.10

PassengerId

0.01

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Pclass

0.59

Embarked

0.28

Parch

0.26

Survived

0.26

SibSp

0.21

Sex

0.18

MOST FREQUENT VALUES

8.05

4.8%

13.0

4.7%

7.8958

4.3%

7.75

3.8%

26.0

3.5%

10.5

2.7%

7.925

2.0%

7.775

1.8%

7.2292

1.7%

0.0

1.7%

26.55

1.7%

7.8542

1.5%

8.6625

1.5%

7.25

1.5%

7.225

1.3%

SMALLEST VALUES

0.0

1.7%

4.0125

0.1%

5.0

0.1%

6.2375

0.1%

6.4375

0.1%

6.45

0.1%

6.4958

0.2%

6.75

0.2%

6.8583

0.1%

6.95

0.1%

6.975

0.2%

7.0458

0.1%

7.05

0.8%

7.0542

0.2%

7.125

0.4%

LARGEST VALUES

512.3292

0.3%

263.0

0.4%

262.375

0.2%

247.5208

0.2%

227.525

0.4%

221.7792

0.1%

211.5

0.1%

211.3375

0.3%

164.8667

0.2%

153.4625

0.3%

151.55

0.4%

146.5208

0.2%

135.6333

0.3%

134.5

0.2%

133.65

0.2%

Cabin

MISSING:

687

(77%)

C23 C25 C27

B96 B98

C22 C26

F33

E101

<1%

B20

<1%

E67

<1%

C125

<1%

E24

<1%

B49

<1%

B77

<1%

D35

<1%

C78

<1%

C93

<1%

C65

<1%

B57 B59 B63 B66

<1%

E121

<1%

B51 B53 B55

<1%

B18

<1%

C124

<1%

C126

<1%

B35

<1%

E44

<1%

C92

<1%

C68

<1%

D20

<1%

B22

<1%

E25

<1%

D36

<1%

C83

<1%

D17

<1%

D26

<1%

D33

<1%

F G73

<1%

E33

<1%

B28

<1%

C52

<1%

C123

<1%

B58 B60

<1%

A23

<1%

A20

<1%

D50

<1%

D28

<1%

D19

<1%

C47

<1%

E17

<1%

B41

<1%

A26

<1%

E68

<1%

A10

<1%

A24

<1%

C101

43%

(Other)

Embarked

MISSING:

(<1%)

TOP CATEGORIES

644

72%

168

19%

ALL

889

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Embarked
PROVIDES INFORMATION ON...

Pclass

0.07

Survived

0.03

SibSp

0.02

Parch

0.02

Sex

0.01

THESE FEATURES
GIVE INFORMATION
ON Embarked:

Pclass

0.10

SibSp

0.03

Survived

0.02

Parch

0.02

Sex

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Embarked
CORRELATION RATIO WITH...

Fare

0.28

Age

0.25

PassengerId

0.03