PostgreSQL specific aggregation functions
Note
All functions come without default aliases, so you must explicitly provide one. For example:
Common aggregate options
All aggregates have the filter keyword argument and most also have the keyword argument.
class ArrayAgg
(expression, distinct=False, filter=None, default=None, ordering=(), \*extra*)
Returns a list of values, including nulls, concatenated into an array, or default
if there are no values.
distinct
An optional boolean argument that determines if array values will be distinct. Defaults to
False
.ordering
An optional string of a field name (with an optional
"-"
prefix which indicates descending order) or an expression (or a tuple or list of strings and/or expressions) that specifies the ordering of the elements in the result list.Examples:
'some_field'
'-some_field'
from django.db.models import F
F('some_field').desc()
Deprecated since version 4.0: If there are no rows and default
is not provided, ArrayAgg
returns an empty list instead of None
. This behavior is deprecated and will be removed in Django 5.0. If you need it, explicitly set default
to Value([])
.
BitAnd
class BitAnd
(expression, filter=None, default=None, \*extra*)
Returns an int
of the bitwise AND
of all non-null input values, or default
if all values are null.
BitOr
class BitOr
(expression, filter=None, default=None, \*extra*)
Returns an int
of the bitwise OR
of all non-null input values, or default
if all values are null.
BitXor
New in Django 4.1.
class BitXor
(expression, filter=None, default=None, \*extra*)
Returns an int
of the bitwise XOR
of all non-null input values, or default
if all values are null. It requires PostgreSQL 14+.
BoolAnd
class BoolAnd
(expression, filter=None, default=None, \*extra*)
Returns True
, if all input values are true, if all values are null or if there are no values, otherwise False
.
Usage example:
BoolOr
class BoolOr
(expression, filter=None, default=None, \*extra*)
Returns True
if at least one input value is true, default
if all values are null or if there are no values, otherwise False
.
class Comment(models.Model):
body = models.TextField()
published = models.BooleanField()
rank = models.IntegerField()
>>> from django.db.models import Q
>>> from django.contrib.postgres.aggregates import BoolOr
>>> Comment.objects.aggregate(boolor=BoolOr('published'))
>>> Comment.objects.aggregate(boolor=BoolOr(Q(rank__gt=2)))
{'boolor': False}
class JSONBAgg
(expressions, distinct=False, filter=None, default=None, ordering=(), \*extra*)
Returns the input values as a JSON
array, or default
if there are no values. You can query the result using .
distinct
An optional boolean argument that determines if array values will be distinct. Defaults to
False
.ordering
An optional string of a field name (with an optional
"-"
prefix which indicates descending order) or an expression (or a tuple or list of strings and/or expressions) that specifies the ordering of the elements in the result list.Examples are the same as for ArrayAgg.ordering.
Usage example:
Deprecated since version 4.0: If there are no rows and default
is not provided, JSONBAgg
returns an empty list instead of None
. This behavior is deprecated and will be removed in Django 5.0. If you need it, explicitly set default
to Value('[]')
.
StringAgg
class StringAgg
(expression, delimiter, distinct=False, filter=None, default=None, ordering=())
Returns the input values concatenated into a string, separated by the delimiter
string, or default
if there are no values.
delimiter
Required argument. Needs to be a string.
distinct
An optional boolean argument that determines if concatenated values will be distinct. Defaults to
False
.ordering
An optional string of a field name (with an optional
"-"
prefix which indicates descending order) or an expression (or a tuple or list of strings and/or expressions) that specifies the ordering of the elements in the result string.Examples are the same as for ArrayAgg.ordering.
Deprecated since version 4.0: If there are no rows and default
is not provided, StringAgg
returns an empty string instead of None
. This behavior is deprecated and will be removed in Django 5.0. If you need it, explicitly set default
to Value('')
.
y
and x
The arguments y
and x
for all these functions can be the name of a field or an expression returning a numeric data. Both are required.
Corr
class Corr
(y, x, filter=None, default=None)
Returns the correlation coefficient as a float
, or default
if there aren’t any matching rows.
CovarPop
class CovarPop
(y, x, sample=False, filter=None, default=None)
Returns the population covariance as a float
, or if there aren’t any matching rows.
-
Optional. By default
CovarPop
returns the general population covariance. However, ifsample=True
, the return value will be the sample population covariance.
RegrAvgX
class RegrAvgX
(y, x, filter=None, default=None)
Returns the average of the independent variable (sum(x)/N
) as a float
, or default
if there aren’t any matching rows.
class RegrAvgY
(y, x, filter=None, default=None)
Returns the average of the dependent variable (sum(y)/N
) as a float
, or default
if there aren’t any matching rows.
RegrCount
class RegrCount
(y, x, filter=None)
Returns an int
of the number of input rows in which both expressions are not null.
Note
The default
argument is not supported.
RegrIntercept
class RegrIntercept
(y, x, filter=None, default=None)
Returns the y-intercept of the least-squares-fit linear equation determined by the (x, y)
pairs as a float
, or default
if there aren’t any matching rows.
RegrR2
class RegrR2
(y, x, filter=None, default=None)
Returns the square of the correlation coefficient as a float
, or default
if there aren’t any matching rows.
RegrSlope
class RegrSlope
(y, x, filter=None, default=None)
Returns the slope of the least-squares-fit linear equation determined by the (x, y)
pairs as a float
, or default
if there aren’t any matching rows.
RegrSXX
class RegrSXX
(y, x, filter=None, default=None)
Returns sum(x^2) - sum(x)^2/N
(“sum of squares” of the independent variable) as a float
, or default
if there aren’t any matching rows.
class RegrSXY
(y, x, filter=None, default=None)
Returns sum(x*y) - sum(x) * sum(y)/N
(“sum of products” of independent times dependent variable) as a float
, or default
if there aren’t any matching rows.
RegrSYY
class RegrSYY
(y, x, filter=None, default=None)
Returns sum(y^2) - sum(y)^2/N
(“sum of squares” of the dependent variable) as a float
, or default
if there aren’t any matching rows.
We will use this example table:
| FIELD1 | FIELD2 | FIELD3 |
|--------|--------|--------|
| foo | 1 | 13 |
| bar | 2 | (null) |
| test | 3 | 13 |
Here’s some examples of some of the general-purpose aggregation functions:
The next example shows the usage of statistical aggregate functions. The underlying math will be not described (you can read about this, for example, at ):
>>> TestModel.objects.aggregate(count=RegrCount(y='field3', x='field2'))
{'count': 2}
>>> TestModel.objects.aggregate(avgx=RegrAvgX(y='field3', x='field2'),
... avgy=RegrAvgY(y='field3', x='field2'))