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3 cards from this section. Quick, good the night before a test.
What is a rolling window in time series analysis?
Think about how we can smooth out data fluctuations.
List the three components of seasonal decomposition.
Remember the acronym T-S-R!
What is the purpose of using rolling windows in time series?
Think about why we might want to smooth data.
Seasonal decomposition separates time series into which of the following components?
Remember the key acronym for seasonal decomposition.
Given a dataset with daily temperatures over a year, apply seasonal decomposition. Discuss how the trends vary and identify the major seasonal effects.
Focus on each component's contribution and how they manifest in the time series.
Create an interactive time series plot that shows the financial performance of a company over five years, including seasonal effects and general trends.
Incorporate dynamic elements that highlight seasonal trends.
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