A trend time-series is a seasonally adjusted time-series that has been further adjusted to remove irregular components. Examples of irregular events include: weather damage to a fruit crop causing a price jump over a short period; a terrorist attack causing a brief drop in tourism; or, an advertising campaign creating a demand in a product while the campaign runs.