titanic <- read.csv("Titanic-Dataset.csv")
data_selected <- titanic[, c("Age", "SibSp", "Parch", "Fare")]
data_clean <- na.omit(data_selected)
summary(data_clean)
## Age SibSp Parch Fare
## Min. : 0.42 Min. :0.0000 Min. :0.0000 Min. : 0.00
## 1st Qu.:20.12 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.: 8.05
## Median :28.00 Median :0.0000 Median :0.0000 Median : 15.74
## Mean :29.70 Mean :0.5126 Mean :0.4314 Mean : 34.69
## 3rd Qu.:38.00 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.: 33.38
## Max. :80.00 Max. :5.0000 Max. :6.0000 Max. :512.33
cor_matrix <- cor(data_clean)
cor_matrix
## Age SibSp Parch Fare
## Age 1.00000000 -0.3082468 -0.1891193 0.09606669
## SibSp -0.30824676 1.0000000 0.3838199 0.13832879
## Parch -0.18911926 0.3838199 1.0000000 0.20511888
## Fare 0.09606669 0.1383288 0.2051189 1.00000000
cov_matrix <- cov(data_clean)
cov_matrix
## Age SibSp Parch Fare
## Age 211.019125 -4.1633339 -2.3441911 73.849030
## SibSp -4.163334 0.8644973 0.3045128 6.806212
## Parch -2.344191 0.3045128 0.7281027 9.262176
## Fare 73.849030 6.8062117 9.2621760 2800.413100
eigen_result <- eigen(cov_matrix)
eigen_result$values
## [1] 2802.5636587 209.0385659 0.9438783 0.4787214
eigen_result$vectors
## [,1] [,2] [,3] [,4]
## [1,] 0.028477552 0.99929943 -0.024018111 0.0035788596
## [2,] 0.002386349 -0.02093144 -0.773693322 0.6332099362
## [3,] 0.003280818 -0.01253786 -0.633088089 -0.7739712590
## [4,] 0.999586200 -0.02837826 0.004609234 0.0009266652
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