django/django/contrib/postgres/aggregates/statistics.py

from django.db.models import Aggregate, FloatField, IntegerField

__all__ = [
    'CovarPop', 'Corr', 'RegrAvgX', 'RegrAvgY', 'RegrCount', 'RegrIntercept',
    'RegrR2', 'RegrSlope', 'RegrSXX', 'RegrSXY', 'RegrSYY', 'StatAggregate',
]


class StatAggregate(Aggregate):
    output_field = FloatField()

    def __init__(self, y, x, output_field=None, filter=None, default=None):
        if not x or not y:
            raise ValueError('Both y and x must be provided.')
        super().__init__(y, x, output_field=output_field, filter=filter, default=default)


class Corr(StatAggregate):
    function = 'CORR'


class CovarPop(StatAggregate):
    def __init__(self, y, x, sample=False, filter=None, default=None):
        self.function = 'COVAR_SAMP' if sample else 'COVAR_POP'
        super().__init__(y, x, filter=filter, default=default)


class RegrAvgX(StatAggregate):
    function = 'REGR_AVGX'


class RegrAvgY(StatAggregate):
    function = 'REGR_AVGY'


class RegrCount(StatAggregate):
    function = 'REGR_COUNT'
    output_field = IntegerField()
    empty_result_set_value = 0


class RegrIntercept(StatAggregate):
    function = 'REGR_INTERCEPT'


class RegrR2(StatAggregate):
    function = 'REGR_R2'


class RegrSlope(StatAggregate):
    function = 'REGR_SLOPE'


class RegrSXX(StatAggregate):
    function = 'REGR_SXX'


class RegrSXY(StatAggregate):
    function = 'REGR_SXY'


class RegrSYY(StatAggregate):
    function = 'REGR_SYY'