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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): 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) class Corr(StatAggregate): function = 'CORR' class CovarPop(StatAggregate): def __init__(self, y, x, sample=False, filter=None): self.function = 'COVAR_SAMP' if sample else 'COVAR_POP' super().__init__(y, x, filter=filter) class RegrAvgX(StatAggregate): function = 'REGR_AVGX' class RegrAvgY(StatAggregate): function = 'REGR_AVGY' class RegrCount(StatAggregate): function = 'REGR_COUNT' output_field = IntegerField() def convert_value(self, value, expression, connection): return 0 if value is None else value 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'