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Data (the plural form of datum) is essentially information that is not yet in context, or without any applied meaning. For example, if you were told that a particular elephant in a zoo weighed 5,800 pounds, you could comprehend how heavy that is, but it would be hard to act on it. You might not know the gender of the animal, and may not know the average weight of the species, so you could not categorize the animal as large or small, and could not, for example, take actions to improve its health.
For that reason, the data must be applied to a situation to be useful. When data has meaning attached to it, it turns into information.
(Note that you may hear these types broken down in different ways. Some people consider discrete data and attribute data to mean the same thing.)
The act of gathering data is called data collection.
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