def test_linear_regression_skip_zeroes(self):
s1 = series_factory()
s2 = series_factory()
Row.objects.create(series=s1, timestamp=datetime.now(), value=1.0)
Row.objects.create(series=s1, timestamp=datetime.now(), value=2.0)
Row.objects.create(series=s1, timestamp=datetime.now(), value=0.0)
Row.objects.create(series=s1, timestamp=datetime.now(), value=4.0)
Row.objects.create(series=s1, timestamp=datetime.now(), value=5.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=1.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=2.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=3.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=4.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=5.0)
lsp = LimitedSeriesPair(s1, s2, skip_zeroes=True)
r = lsp.linear_regression()
# dict(a=a, b=b, rr=rr, ss=ss, var_a=var_a, var_b=var_b)
self.assertEqual(r['a'], 1.0)
self.assertEqual(r['b'], 0.0)
self.assertEqual(r['rr'], 1.0)
self.assertEqual(r['ss'], 0.0)
self.assertEqual(r['var_a'], 0.0)
self.assertEqual(r['var_b'], 0.0)
def test_linear_regression_divide_by_zero(self):
s1 = series_factory()
s2 = series_factory()
Row.objects.create(series=s1, timestamp=datetime.now(), value=0.0)
Row.objects.create(series=s1, timestamp=datetime.now(), value=0.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=0.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=0.0)
lsp = LimitedSeriesPair(s1, s2)
r = lsp.linear_regression()
self.assertEqual(r, None)
def test_regression_line_points(self):
s1 = series_factory()
s2 = series_factory()
Row.objects.create(series=s1, timestamp=datetime.now(), value=1.0)
Row.objects.create(series=s1, timestamp=datetime.now(), value=2.0)
Row.objects.create(series=s1, timestamp=datetime.now(), value=3.0)
Row.objects.create(series=s1, timestamp=datetime.now(), value=4.0)
Row.objects.create(series=s1, timestamp=datetime.now(), value=5.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=1.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=2.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=3.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=4.0)
Row.objects.create(series=s2, timestamp=datetime.now(), value=5.0)
lsp = LimitedSeriesPair(s1, s2)
r = lsp.regression_line_points()
self.assertEqual(r, [[1.0, 1.0], [5.0, 5.0]])