Import Library

library(gtrendsR)
## Warning: package 'gtrendsR' was built under R version 4.5.3
library(ggplot2)
library(tidyr)
library(readr)

Import Data

data_hp <- read_csv("C:/Users/HP/Downloads/data time series HP.csv")
## Rows: 52 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## dbl  (3): Samsung, iPhone, Xiaomi
## date (1): Time
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Menghitung Rata-Rata

rata_rata <- data.frame(
  Brand = c("Samsung", "iPhone", "Xiaomi"),
  Mean = c(
    mean(data_hp$Samsung),
    mean(data_hp$iPhone),
    mean(data_hp$Xiaomi)
  )
)

rata_rata
##     Brand     Mean
## 1 Samsung 55.07692
## 2  iPhone 58.86538
## 3  Xiaomi 12.11538

Visualisasi Data

Berikut merupakan grafik rata-rata popularitas smartphone.

ggplot(rata_rata,
       aes(x = Brand,
           y = Mean,
           fill = Brand)) +
  geom_bar(stat = "identity") +
  labs(title = "Rata-rata Popularitas Smartphone",
       x = "Brand",
       y = "Rata-rata Skor") +
  theme_minimal()

Kesimpulan

Berdasarkan visualisasi di atas, dapat diketahui brand smartphone yang memiliki popularitas tertinggi adalah iPhone