Pre session- Prepare data for forecasting using tsibble
Learn how to use functions in the tsibble package to prepare data for the forecasting task
summary: The tsibble package provides a data infrastructure for tidy temporal data with wrangling tools. Given that the fable package will be used for forecasting, and it works with tsibble
, you need to learn how to create a tsibble
object, how to prepare data for analysis and how to work with tsibble.
Questions
- Why do we recommend to use
tsibble
? - What is a
tsibble
object? - How to create a
tsibble
object? - How to wrangle data with a
tsibble
object? - What are the features of a tidy dataset?
- How to chek and fix duplicated values?
- Hiw to check and fix time gaps(temporal implicit missing values)?
Schedule
Pre-session | Slides: Introduction to tsibble | |
A&E Data | Download data | |
Tourism data | Download data | |
Lab | Rmarkdown: Prepare data for forecasting using tsibble | |
Video | Video: Prepare data for forecasting using tsibble |
Readings
๐ | tsibble object: Chp 2.1, Introduction | Required |
๐ | Tidy your data: Interactive tutorial | Optional |
๐ | Get good data out of bad spreadsheets | Optional |
๐ | Work with data: Interactive tutorial | Optional |