Definition
$stdDevSampNew in version 3.2.
Calculates the sample standard deviation of the input values. Use if the values encompass a sample of a population of data from which to generalize about the population.
$stdDevSampignores non-numeric values.If the values represent the entire population of data or you do not wish to generalize about a larger population, use
$stdDevPopinstead.$stdDevSampis available in the in the following stages:$addFields(Available starting in MongoDB 3.4)$set(Available starting in MongoDB 4.2)$replaceRoot(Available starting in MongoDB 3.4)$replaceWith(Available starting in MongoDB 4.2)
When used in the
$groupstage,$stdDevSamphas the following syntax and returns the sample standard deviation of the specified expression for a group of documents that share the same group by key:{ $stdDevSamp: <expression> } When used in the other supported stages,
$stdDevSampreturns the sample standard deviation of the specified expression or list of expressions for each document and has one of two syntaxes:$stdDevSamphas one specified expression as its operand:{ $stdDevSamp: <expression> } $stdDevSamphas a list of specified expressions as its operand:{ $stdDevSamp: [ <expression1>, <expression2> ... ] }
The argument for
$stdDevSampcan be any expression as long as it resolves to an array. For more information on expressions, see Expressions.
Behavior
Non-numeric Values
$stdDevSamp ignores non-numeric values. If all operands for a
sum are non-numeric, $stdDevSamp returns null.
Single Value
If the sample consists of a single numeric value, $stdDevSamp
returns null.
Array Operand
In the $group stage, if the expression resolves to an
array, $stdDevSamp treats the operand as a non-numerical value.
In the other supported stages:
With a single expression as its operand, if the expression resolves to an array,
$stdDevSamptraverses into the array to operate on the numerical elements of the array to return a single value.With a list of expressions as its operand, if any of the expressions resolves to an array,
$stdDevSampdoes not traverse into the array but instead treats the array as a non-numerical value.
Example
A collection users contains documents with the following fields:
{_id: 0, username: "user0", age: 20} {_id: 1, username: "user1", age: 42} {_id: 2, username: "user2", age: 28} ...
To calculate the standard deviation of a sample of users, following
aggregation operation first uses the $sample pipeline to
sample 100 users, and then uses $stdDevSamp calculates the
standard deviation for the sampled users.
db.users.aggregate( [ { $sample: { size: 100 } }, { $group: { _id: null, ageStdDev: { $stdDevSamp: "$age" } } } ] )
The operation returns a result like the following:
{ "_id" : null, "ageStdDev" : 7.811258386185771 }