df <- train <- read.csv("C:/Users/viole/Downloads/train.csv")Day 2
Day 2 (In Class)
head(df) PassengerId Survived Pclass
1 1 0 3
2 2 1 1
3 3 1 3
4 4 1 1
5 5 0 3
6 6 0 3
Name Sex Age SibSp Parch
1 Braund, Mr. Owen Harris male 22 1 0
2 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38 1 0
3 Heikkinen, Miss. Laina female 26 0 0
4 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1 0
5 Allen, Mr. William Henry male 35 0 0
6 Moran, Mr. James male NA 0 0
Ticket Fare Cabin Embarked
1 A/5 21171 7.2500 S
2 PC 17599 71.2833 C85 C
3 STON/O2. 3101282 7.9250 S
4 113803 53.1000 C123 S
5 373450 8.0500 S
6 330877 8.4583 Q
tail(df) PassengerId Survived Pclass Name Sex
886 886 0 3 Rice, Mrs. William (Margaret Norton) female
887 887 0 2 Montvila, Rev. Juozas male
888 888 1 1 Graham, Miss. Margaret Edith female
889 889 0 3 Johnston, Miss. Catherine Helen "Carrie" female
890 890 1 1 Behr, Mr. Karl Howell male
891 891 0 3 Dooley, Mr. Patrick male
Age SibSp Parch Ticket Fare Cabin Embarked
886 39 0 5 382652 29.125 Q
887 27 0 0 211536 13.000 S
888 19 0 0 112053 30.000 B42 S
889 NA 1 2 W./C. 6607 23.450 S
890 26 0 0 111369 30.000 C148 C
891 32 0 0 370376 7.750 Q
df[500:530,] PassengerId Survived Pclass
500 500 0 3
501 501 0 3
502 502 0 3
503 503 0 3
504 504 0 3
505 505 1 1
506 506 0 1
507 507 1 2
508 508 1 1
509 509 0 3
510 510 1 3
511 511 1 3
512 512 0 3
513 513 1 1
514 514 1 1
515 515 0 3
516 516 0 1
517 517 1 2
518 518 0 3
519 519 1 2
520 520 0 3
521 521 1 1
522 522 0 3
523 523 0 3
524 524 1 1
525 525 0 3
526 526 0 3
527 527 1 2
528 528 0 1
529 529 0 3
530 530 0 2
Name Sex Age SibSp
500 Svensson, Mr. Olof male 24.0 0
501 Calic, Mr. Petar male 17.0 0
502 Canavan, Miss. Mary female 21.0 0
503 O'Sullivan, Miss. Bridget Mary female NA 0
504 Laitinen, Miss. Kristina Sofia female 37.0 0
505 Maioni, Miss. Roberta female 16.0 0
506 Penasco y Castellana, Mr. Victor de Satode male 18.0 1
507 Quick, Mrs. Frederick Charles (Jane Richards) female 33.0 0
508 Bradley, Mr. George ("George Arthur Brayton") male NA 0
509 Olsen, Mr. Henry Margido male 28.0 0
510 Lang, Mr. Fang male 26.0 0
511 Daly, Mr. Eugene Patrick male 29.0 0
512 Webber, Mr. James male NA 0
513 McGough, Mr. James Robert male 36.0 0
514 Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54.0 1
515 Coleff, Mr. Satio male 24.0 0
516 Walker, Mr. William Anderson male 47.0 0
517 Lemore, Mrs. (Amelia Milley) female 34.0 0
518 Ryan, Mr. Patrick male NA 0
519 Angle, Mrs. William A (Florence "Mary" Agnes Hughes) female 36.0 1
520 Pavlovic, Mr. Stefo male 32.0 0
521 Perreault, Miss. Anne female 30.0 0
522 Vovk, Mr. Janko male 22.0 0
523 Lahoud, Mr. Sarkis male NA 0
524 Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.0 0
525 Kassem, Mr. Fared male NA 0
526 Farrell, Mr. James male 40.5 0
527 Ridsdale, Miss. Lucy female 50.0 0
528 Farthing, Mr. John male NA 0
529 Salonen, Mr. Johan Werner male 39.0 0
530 Hocking, Mr. Richard George male 23.0 2
Parch Ticket Fare Cabin Embarked
500 0 350035 7.7958 S
501 0 315086 8.6625 S
502 0 364846 7.7500 Q
503 0 330909 7.6292 Q
504 0 4135 9.5875 S
505 0 110152 86.5000 B79 S
506 0 PC 17758 108.9000 C65 C
507 2 26360 26.0000 S
508 0 111427 26.5500 S
509 0 C 4001 22.5250 S
510 0 1601 56.4958 S
511 0 382651 7.7500 Q
512 0 SOTON/OQ 3101316 8.0500 S
513 0 PC 17473 26.2875 E25 S
514 0 PC 17603 59.4000 C
515 0 349209 7.4958 S
516 0 36967 34.0208 D46 S
517 0 C.A. 34260 10.5000 F33 S
518 0 371110 24.1500 Q
519 0 226875 26.0000 S
520 0 349242 7.8958 S
521 0 12749 93.5000 B73 S
522 0 349252 7.8958 S
523 0 2624 7.2250 C
524 1 111361 57.9792 B18 C
525 0 2700 7.2292 C
526 0 367232 7.7500 Q
527 0 W./C. 14258 10.5000 S
528 0 PC 17483 221.7792 C95 S
529 0 3101296 7.9250 S
530 1 29104 11.5000 S
df[490:500, 1:3] PassengerId Survived Pclass
490 490 1 3
491 491 0 3
492 492 0 3
493 493 0 1
494 494 0 1
495 495 0 3
496 496 0 3
497 497 1 1
498 498 0 3
499 499 0 1
500 500 0 3
df[490:520, c(1,5)] PassengerId Sex
490 490 male
491 491 male
492 492 male
493 493 male
494 494 male
495 495 male
496 496 male
497 497 female
498 498 male
499 499 female
500 500 male
501 501 male
502 502 female
503 503 female
504 504 female
505 505 female
506 506 male
507 507 female
508 508 male
509 509 male
510 510 male
511 511 male
512 512 male
513 513 male
514 514 female
515 515 male
516 516 male
517 517 female
518 518 male
519 519 female
520 520 male
?strstarting httpd help server ... done
#install.package(visdat)
library(visdat)
vis_dat(df)library(stargazer)
Please cite as:
Hlavac, Marek (2022). stargazer: Well-Formatted Regression and Summary Statistics Tables.
R package version 5.2.3. https://CRAN.R-project.org/package=stargazer
stargazer(df, type = "text")
==============================================
Statistic N Mean St. Dev. Min Max
----------------------------------------------
PassengerId 891 446.000 257.354 1 891
Survived 891 0.384 0.487 0 1
Pclass 891 2.309 0.836 1 3
Age 714 29.699 14.526 0.420 80.000
SibSp 891 0.523 1.103 0 8
Parch 891 0.382 0.806 0 6
Fare 891 32.204 49.693 0.000 512.329
----------------------------------------------
library(psych)
describe(df) vars n mean sd median trimmed mad min max range
PassengerId 1 891 446.00 257.35 446.00 446.00 330.62 1.00 891.00 890.00
Survived 2 891 0.38 0.49 0.00 0.35 0.00 0.00 1.00 1.00
Pclass 3 891 2.31 0.84 3.00 2.39 0.00 1.00 3.00 2.00
Name* 4 891 446.00 257.35 446.00 446.00 330.62 1.00 891.00 890.00
Sex* 5 891 1.65 0.48 2.00 1.68 0.00 1.00 2.00 1.00
Age 6 714 29.70 14.53 28.00 29.27 13.34 0.42 80.00 79.58
SibSp 7 891 0.52 1.10 0.00 0.27 0.00 0.00 8.00 8.00
Parch 8 891 0.38 0.81 0.00 0.18 0.00 0.00 6.00 6.00
Ticket* 9 891 339.52 200.83 338.00 339.65 268.35 1.00 681.00 680.00
Fare 10 891 32.20 49.69 14.45 21.38 10.24 0.00 512.33 512.33
Cabin* 11 891 18.63 38.14 1.00 8.29 0.00 1.00 148.00 147.00
Embarked* 12 891 3.53 0.80 4.00 3.66 0.00 1.00 4.00 3.00
skew kurtosis se
PassengerId 0.00 -1.20 8.62
Survived 0.48 -1.77 0.02
Pclass -0.63 -1.28 0.03
Name* 0.00 -1.20 8.62
Sex* -0.62 -1.62 0.02
Age 0.39 0.16 0.54
SibSp 3.68 17.73 0.04
Parch 2.74 9.69 0.03
Ticket* 0.00 -1.28 6.73
Fare 4.77 33.12 1.66
Cabin* 2.09 3.07 1.28
Embarked* -1.27 -0.16 0.03