Install and load quantmod
if (!requireNamespace("quantmod", quietly = TRUE)) {
install.packages("quantmod")
}
## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo
library(quantmod)
## Warning: package 'quantmod' was built under R version 4.5.2
## Loading required package: xts
## Warning: package 'xts' was built under R version 4.5.2
## Loading required package: zoo
## Warning: package 'zoo' was built under R version 4.5.2
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
## Loading required package: TTR
Question 6
getSymbols("MSFT", src = "yahoo",
from = "2025-10-01",
to = "2026-02-01")
## [1] "MSFT"
head(MSFT)
## MSFT.Open MSFT.High MSFT.Low MSFT.Close MSFT.Volume MSFT.Adjusted
## 2025-10-01 514.80 520.51 511.69 519.71 22632300 515.4689
## 2025-10-02 517.64 521.60 510.68 515.74 21222900 511.5313
## 2025-10-03 517.10 520.49 515.00 517.35 15112300 513.1281
## 2025-10-06 518.61 531.03 518.20 528.57 21388600 524.2566
## 2025-10-07 528.29 529.80 521.44 523.98 14615200 519.7040
## 2025-10-08 523.28 526.95 523.09 524.85 13363400 520.5669
tail(MSFT)
## MSFT.Open MSFT.High MSFT.Low MSFT.Close MSFT.Volume MSFT.Adjusted
## 2026-01-23 451.87 471.10 450.53 465.95 38000200 463.0126
## 2026-01-26 465.31 474.25 462.00 470.28 29291200 467.3153
## 2026-01-27 473.70 482.87 473.16 480.58 29213900 477.5503
## 2026-01-28 483.21 483.74 478.00 481.63 36875400 478.5937
## 2026-01-29 439.99 442.50 421.02 433.50 128855300 430.7671
## 2026-01-30 439.17 439.60 426.45 430.29 58566800 427.5774
Question 7
getSymbols("MSFT", src = "yahoo",
from = "2025-10-01",
to = "2026-02-01")
## [1] "MSFT"
start(MSFT)
## [1] "2025-10-01"
end(MSFT)
## [1] "2026-01-30"
Question 8
nrow(MSFT)
## [1] 84
Question 9
head(MSFT$MSFT.Open)
## MSFT.Open
## 2025-10-01 514.80
## 2025-10-02 517.64
## 2025-10-03 517.10
## 2025-10-06 518.61
## 2025-10-07 528.29
## 2025-10-08 523.28
max(MSFT$MSFT.Open, na.rm = TRUE)
## [1] 550
MSFT[which.max(MSFT$MSFT.Open), ]
## MSFT.Open MSFT.High MSFT.Low MSFT.Close MSFT.Volume MSFT.Adjusted
## 2025-10-28 550 553.72 540.77 542.07 29986700 537.6464
plot(MSFT$MSFT.Open,
main = "Microsoft Daily Opening Stock Prices",
xlab = "Date",
ylab = "Opening Price (USD)",
col = "blue",
type = "l")
