Data Type - Overview

Overview

Data types are used within type systems, which offer various ways of defining, implementing and using them. Different type systems ensure varying degrees of type safety. Formally, a type can be defined as "any property of a programme we can determine without executing the program".

Almost all programming languages explicitly include the notion of data type, though different languages may use different terminology. Common data types may include:

  • integers,
  • booleans,
  • characters,
  • floating-point numbers,
  • alphanumeric strings.

For example, in the Java programming language, the "int" type represents the set of 32-bit integers ranging in value from -2,147,483,648 to 2,147,483,647, as well as the operations that can be performed on integers, such as addition, subtraction, and multiplication. Colors, on the other hand, are represented by three bytes denoting the amounts each of red, green, and blue, and one string representing that color's name; allowable operations include addition and subtraction, but not multiplication.

Most programming languages also allow the programmer to define additional data types, usually by combining multiple elements of other types and defining the valid operations of the new data type. For example, a programmer might create a new data type named "complex number" that would include real and imaginary parts. A data type also represents a constraint placed upon the interpretation of data in a type system, describing representation, interpretation and structure of values or objects stored in computer memory. The type system uses data type information to check correctness of computer programs that access or manipulate the data.

Most data types in statistics have comparable types in computer programming, and vice-versa, as shown in the following table:

Statistics Computer programming
real-valued (interval scale) floating-point
real-valued (ratio scale)
count data (usually non-negative) integer
binary data Boolean
categorical data enumerated type
random vector list or array
random matrix two-dimensional array
random tree tree

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