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Time Series in R

How to Extract Year from Date in R (With Examples)

There are two ways to quickly extract the year from a date in R: Method 1: Use format() df$year as.Date(df$date, format="%d/%m/%Y"),"%Y") Method 2: Use the lubridate package library(lubridate) df$year...

How to Aggregate Daily Data to Monthly and Yearly in R

Occasionally you may want to aggregate daily data to weekly, monthly, or yearly data in R. This tutorial explains how to easily do so using...

How to Plot a Time Series in R (With Examples)

Often you may want to plot a time series in R to visualize how the values of the time series are changing over time. This...

How to Calculate MSE in R

One of the most common metrics used to measure the prediction accuracy of a model is MSE, which stands for mean squared error. It is calculated...

How to Calculate RMSE in R

The root mean square error (RMSE) is a metric that tells us how far apart our predicted values are from our observed values in a regression...

How to Calculate MAPE in R

One of the most common metrics used to measure the forecasting accuracy of a model is MAPE, which stands for mean absolute percentage error. The formula to...

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