The sinking of the RMS Titanic occurred on the night of 14 April through to the morning of 15 April 1912 in the North Atlantic Ocean, four days into the ship’s maiden voyage from Southampton to New York City. The largest passenger liner in service at the time, Titanic had an estimated 2,224 people on board when she struck an iceberg at around 23:40 (ship’s time) on Sunday, 14 April 1912. Her sinking two hours and forty minutes later at 02:20 (05:18 GMT) on Monday, 15 April resulted in the deaths of more than 1,500 people, which made it one of the deadliest peacetime maritime disasters in history.
setwd("C:/Users/CJ With HP/Desktop/IIM Lucknow/Datasets")
titanic.df <- read.csv(paste("Titanic Data.csv",sep=""))
View(titanic.df)
nrow(titanic.df)
## [1] 889
Ans = 889
mytable <- with(titanic.df,table(Survived))
addmargins(mytable)
## Survived
## 0 1 Sum
## 549 340 889
Ans= 340
prop.table(mytable)*100
## Survived
## 0 1
## 61.75478 38.24522
Ans= 38.24
mytable <- xtabs(~Pclass+Survived,data=titanic.df)
mytable
## Survived
## Pclass 0 1
## 1 80 134
## 2 97 87
## 3 372 119
Ans= 134
prop.table(mytable,1)*100
## Survived
## Pclass 0 1
## 1 37.38318 62.61682
## 2 52.71739 47.28261
## 3 75.76375 24.23625
Ans= 62.61
mytable <- xtabs(~Survived+Sex,data=titanic.df)
mytable
## Sex
## Survived female male
## 0 81 468
## 1 231 109
Ans= 231
prop.table(mytable,1)*100
## Sex
## Survived female male
## 0 14.75410 85.24590
## 1 67.94118 32.05882
Ans = 67.94
prop.table(mytable,2)*100
## Sex
## Survived female male
## 0 25.96154 81.10919
## 1 74.03846 18.89081
Ans= 74.03
Hypothesis: The proportion of females onboard who survived the sinking of the Titanic was higher than the proportion of males onboard who survived the sinking of the Titanic.
chisq.test(mytable)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: mytable
## X-squared = 258.43, df = 1, p-value < 2.2e-16
p-value comes out to be significantly lower than 5%. Thus there is a significant relation between the two variables, and therefore we can conclude that The proportion of females onboard who survived the sinking of the Titanic was higher than the proportion of males onboard who survived the sinking of the Titanic.