PassengerId
int64
1
891
Survived
int64
0
1
Pclass
int64
1
3
Name
stringlengths
12
82
Sex
stringclasses
2 values
Age
float64
0.42
80
SibSp
int64
0
8
Parch
int64
0
6
Ticket
stringlengths
3
18
Fare
float64
0
512
Cabin
stringclasses
147 values
Embarked
stringclasses
3 values
1
0
3
Braund, Mr. Owen Harris
male
22
1
0
A/5 21171
7.25
null
S
2
1
1
Cumings, Mrs. John Bradley (Florence Briggs Thayer)
female
38
1
0
PC 17599
71.2833
C85
C
3
1
3
Heikkinen, Miss. Laina
female
26
0
0
STON/O2. 3101282
7.925
null
S
4
1
1
Futrelle, Mrs. Jacques Heath (Lily May Peel)
female
35
1
0
113803
53.1
C123
S
5
0
3
Allen, Mr. William Henry
male
35
0
0
373450
8.05
null
S
6
0
3
Moran, Mr. James
male
null
0
0
330877
8.4583
null
Q
7
0
1
McCarthy, Mr. Timothy J
male
54
0
0
17463
51.8625
E46
S
8
0
3
Palsson, Master. Gosta Leonard
male
2
3
1
349909
21.075
null
S
9
1
3
Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
female
27
0
2
347742
11.1333
null
S
10
1
2
Nasser, Mrs. Nicholas (Adele Achem)
female
14
1
0
237736
30.0708
null
C
11
1
3
Sandstrom, Miss. Marguerite Rut
female
4
1
1
PP 9549
16.7
G6
S
12
1
1
Bonnell, Miss. Elizabeth
female
58
0
0
113783
26.55
C103
S
13
0
3
Saundercock, Mr. William Henry
male
20
0
0
A/5. 2151
8.05
null
S
14
0
3
Andersson, Mr. Anders Johan
male
39
1
5
347082
31.275
null
S
15
0
3
Vestrom, Miss. Hulda Amanda Adolfina
female
14
0
0
350406
7.8542
null
S
16
1
2
Hewlett, Mrs. (Mary D Kingcome)
female
55
0
0
248706
16
null
S
17
0
3
Rice, Master. Eugene
male
2
4
1
382652
29.125
null
Q
18
1
2
Williams, Mr. Charles Eugene
male
null
0
0
244373
13
null
S
19
0
3
Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)
female
31
1
0
345763
18
null
S
20
1
3
Masselmani, Mrs. Fatima
female
null
0
0
2649
7.225
null
C
21
0
2
Fynney, Mr. Joseph J
male
35
0
0
239865
26
null
S
22
1
2
Beesley, Mr. Lawrence
male
34
0
0
248698
13
D56
S
23
1
3
McGowan, Miss. Anna "Annie"
female
15
0
0
330923
8.0292
null
Q
24
1
1
Sloper, Mr. William Thompson
male
28
0
0
113788
35.5
A6
S
25
0
3
Palsson, Miss. Torborg Danira
female
8
3
1
349909
21.075
null
S
26
1
3
Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
female
38
1
5
347077
31.3875
null
S
27
0
3
Emir, Mr. Farred Chehab
male
null
0
0
2631
7.225
null
C
28
0
1
Fortune, Mr. Charles Alexander
male
19
3
2
19950
263
C23 C25 C27
S
29
1
3
O'Dwyer, Miss. Ellen "Nellie"
female
null
0
0
330959
7.8792
null
Q
30
0
3
Todoroff, Mr. Lalio
male
null
0
0
349216
7.8958
null
S
31
0
1
Uruchurtu, Don. Manuel E
male
40
0
0
PC 17601
27.7208
null
C
32
1
1
Spencer, Mrs. William Augustus (Marie Eugenie)
female
null
1
0
PC 17569
146.5208
B78
C
33
1
3
Glynn, Miss. Mary Agatha
female
null
0
0
335677
7.75
null
Q
34
0
2
Wheadon, Mr. Edward H
male
66
0
0
C.A. 24579
10.5
null
S
35
0
1
Meyer, Mr. Edgar Joseph
male
28
1
0
PC 17604
82.1708
null
C
36
0
1
Holverson, Mr. Alexander Oskar
male
42
1
0
113789
52
null
S
37
1
3
Mamee, Mr. Hanna
male
null
0
0
2677
7.2292
null
C
38
0
3
Cann, Mr. Ernest Charles
male
21
0
0
A./5. 2152
8.05
null
S
39
0
3
Vander Planke, Miss. Augusta Maria
female
18
2
0
345764
18
null
S
40
1
3
Nicola-Yarred, Miss. Jamila
female
14
1
0
2651
11.2417
null
C
41
0
3
Ahlin, Mrs. Johan (Johanna Persdotter Larsson)
female
40
1
0
7546
9.475
null
S
42
0
2
Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)
female
27
1
0
11668
21
null
S
43
0
3
Kraeff, Mr. Theodor
male
null
0
0
349253
7.8958
null
C
44
1
2
Laroche, Miss. Simonne Marie Anne Andree
female
3
1
2
SC/Paris 2123
41.5792
null
C
45
1
3
Devaney, Miss. Margaret Delia
female
19
0
0
330958
7.8792
null
Q
46
0
3
Rogers, Mr. William John
male
null
0
0
S.C./A.4. 23567
8.05
null
S
47
0
3
Lennon, Mr. Denis
male
null
1
0
370371
15.5
null
Q
48
1
3
O'Driscoll, Miss. Bridget
female
null
0
0
14311
7.75
null
Q
49
0
3
Samaan, Mr. Youssef
male
null
2
0
2662
21.6792
null
C
50
0
3
Arnold-Franchi, Mrs. Josef (Josefine Franchi)
female
18
1
0
349237
17.8
null
S
51
0
3
Panula, Master. Juha Niilo
male
7
4
1
3101295
39.6875
null
S
52
0
3
Nosworthy, Mr. Richard Cater
male
21
0
0
A/4. 39886
7.8
null
S
53
1
1
Harper, Mrs. Henry Sleeper (Myna Haxtun)
female
49
1
0
PC 17572
76.7292
D33
C
54
1
2
Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)
female
29
1
0
2926
26
null
S
55
0
1
Ostby, Mr. Engelhart Cornelius
male
65
0
1
113509
61.9792
B30
C
56
1
1
Woolner, Mr. Hugh
male
null
0
0
19947
35.5
C52
S
57
1
2
Rugg, Miss. Emily
female
21
0
0
C.A. 31026
10.5
null
S
58
0
3
Novel, Mr. Mansouer
male
28.5
0
0
2697
7.2292
null
C
59
1
2
West, Miss. Constance Mirium
female
5
1
2
C.A. 34651
27.75
null
S
60
0
3
Goodwin, Master. William Frederick
male
11
5
2
CA 2144
46.9
null
S
61
0
3
Sirayanian, Mr. Orsen
male
22
0
0
2669
7.2292
null
C
62
1
1
Icard, Miss. Amelie
female
38
0
0
113572
80
B28
null
63
0
1
Harris, Mr. Henry Birkhardt
male
45
1
0
36973
83.475
C83
S
64
0
3
Skoog, Master. Harald
male
4
3
2
347088
27.9
null
S
65
0
1
Stewart, Mr. Albert A
male
null
0
0
PC 17605
27.7208
null
C
66
1
3
Moubarek, Master. Gerios
male
null
1
1
2661
15.2458
null
C
67
1
2
Nye, Mrs. (Elizabeth Ramell)
female
29
0
0
C.A. 29395
10.5
F33
S
68
0
3
Crease, Mr. Ernest James
male
19
0
0
S.P. 3464
8.1583
null
S
69
1
3
Andersson, Miss. Erna Alexandra
female
17
4
2
3101281
7.925
null
S
70
0
3
Kink, Mr. Vincenz
male
26
2
0
315151
8.6625
null
S
71
0
2
Jenkin, Mr. Stephen Curnow
male
32
0
0
C.A. 33111
10.5
null
S
72
0
3
Goodwin, Miss. Lillian Amy
female
16
5
2
CA 2144
46.9
null
S
73
0
2
Hood, Mr. Ambrose Jr
male
21
0
0
S.O.C. 14879
73.5
null
S
74
0
3
Chronopoulos, Mr. Apostolos
male
26
1
0
2680
14.4542
null
C
75
1
3
Bing, Mr. Lee
male
32
0
0
1601
56.4958
null
S
76
0
3
Moen, Mr. Sigurd Hansen
male
25
0
0
348123
7.65
F G73
S
77
0
3
Staneff, Mr. Ivan
male
null
0
0
349208
7.8958
null
S
78
0
3
Moutal, Mr. Rahamin Haim
male
null
0
0
374746
8.05
null
S
79
1
2
Caldwell, Master. Alden Gates
male
0.83
0
2
248738
29
null
S
80
1
3
Dowdell, Miss. Elizabeth
female
30
0
0
364516
12.475
null
S
81
0
3
Waelens, Mr. Achille
male
22
0
0
345767
9
null
S
82
1
3
Sheerlinck, Mr. Jan Baptist
male
29
0
0
345779
9.5
null
S
83
1
3
McDermott, Miss. Brigdet Delia
female
null
0
0
330932
7.7875
null
Q
84
0
1
Carrau, Mr. Francisco M
male
28
0
0
113059
47.1
null
S
85
1
2
Ilett, Miss. Bertha
female
17
0
0
SO/C 14885
10.5
null
S
86
1
3
Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
female
33
3
0
3101278
15.85
null
S
87
0
3
Ford, Mr. William Neal
male
16
1
3
W./C. 6608
34.375
null
S
88
0
3
Slocovski, Mr. Selman Francis
male
null
0
0
SOTON/OQ 392086
8.05
null
S
89
1
1
Fortune, Miss. Mabel Helen
female
23
3
2
19950
263
C23 C25 C27
S
90
0
3
Celotti, Mr. Francesco
male
24
0
0
343275
8.05
null
S
91
0
3
Christmann, Mr. Emil
male
29
0
0
343276
8.05
null
S
92
0
3
Andreasson, Mr. Paul Edvin
male
20
0
0
347466
7.8542
null
S
93
0
1
Chaffee, Mr. Herbert Fuller
male
46
1
0
W.E.P. 5734
61.175
E31
S
94
0
3
Dean, Mr. Bertram Frank
male
26
1
2
C.A. 2315
20.575
null
S
95
0
3
Coxon, Mr. Daniel
male
59
0
0
364500
7.25
null
S
96
0
3
Shorney, Mr. Charles Joseph
male
null
0
0
374910
8.05
null
S
97
0
1
Goldschmidt, Mr. George B
male
71
0
0
PC 17754
34.6542
A5
C
98
1
1
Greenfield, Mr. William Bertram
male
23
0
1
PC 17759
63.3583
D10 D12
C
99
1
2
Doling, Mrs. John T (Ada Julia Bone)
female
34
0
1
231919
23
null
S
100
0
2
Kantor, Mr. Sinai
male
34
1
0
244367
26
null
S

Descripción General del Dataset

Este dataset consta de dos archivos CSV: train.csv (61.19 kB) y test.csv (28.63 kB), que contienen datos relacionados con los pasajeros a bordo del Titanic. Los datos son utilizados para analizar diferentes aspectos socioeconómicos y demográficos que influyeron en la supervivencia de los individuos durante el desastre del Titanic.

Diccionario de Datos

Variable Definición Detalles
survival Supervivencia 0 = No, 1 = Sí
pclass Clase del ticket 1 = 1ª clase, 2 = 2ª clase, 3 = 3ª clase
sex Sexo
age Edad en años
sibsp # de hermanos / cónyuges a bordo
parch # de padres / hijos a bordo
ticket Número de ticket
fare Tarifa del pasajero
cabin Número de cabina
embarked Puerto de embarque C = Cherbourg, Q = Queenstown, S = Southampton

Notas sobre las Variables

  • pclass: Es un proxy para el estatus socioeconómico (SES):
    • 1st = Alta
    • 2nd = Media
    • 3rd = Baja
  • age: La edad es fraccional si es menor de 1. Si la edad es estimada, aparece en forma de xx.5.
  • sibsp: El dataset define las relaciones familiares de esta manera:
    • Sibling = hermano, hermana, hermanastro, hermanastra
    • Spouse = esposo, esposa (amantes y prometidos fueron ignorados)
  • parch: El dataset define las relaciones familiares de esta manera:
    • Parent = madre, padre
    • Child = hija, hijo, hijastra, hijastro
    • Algunos niños viajaron solo con una niñera, por lo tanto, parch=0 para ellos.

Tamaño del Dataset

  • Datos de entrenamiento: 61.19 kB
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