some new features
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# Copyright (c) Facebook, Inc. and its affiliates.
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# This source code is licensed under the MIT license found in the
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# LICENSE file in the root directory of this source tree.
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import numpy as np
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from prophet import Prophet
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from prophet.utilities import regressor_coefficients
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class TestUtilities:
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def test_regressor_coefficients(self, daily_univariate_ts, backend):
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m = Prophet(stan_backend=backend)
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df = daily_univariate_ts.copy()
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np.random.seed(123)
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df["regr1"] = np.random.normal(size=df.shape[0])
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df["regr2"] = np.random.normal(size=df.shape[0])
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m.add_regressor("regr1", mode="additive")
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m.add_regressor("regr2", mode="multiplicative")
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m.fit(df)
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coefs = regressor_coefficients(m)
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assert coefs.shape == (2, 6)
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# No MCMC sampling, so lower and upper should be the same as mean
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assert np.array_equal(coefs["coef_lower"].values, coefs["coef"].values)
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assert np.array_equal(coefs["coef_upper"].values, coefs["coef"].values)
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