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# Copyright Iris contributors | ||
# | ||
# This file is part of Iris and is released under the BSD license. | ||
# See LICENSE in the root of the repository for full licensing details. | ||
"""Stats benchmark tests.""" | ||
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import iris | ||
from iris.analysis.stats import pearsonr | ||
import iris.tests | ||
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class PearsonR: | ||
def setup(self): | ||
cube_temp = iris.load_cube( | ||
iris.tests.get_data_path( | ||
("NetCDF", "global", "xyt", "SMALL_total_column_co2.nc") | ||
) | ||
) | ||
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# Make data non-lazy. | ||
cube_temp.data | ||
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self.cube_a = cube_temp[:6] | ||
self.cube_b = cube_temp[20:26] | ||
self.cube_b.replace_coord(self.cube_a.coord("time")) | ||
for name in ["latitude", "longitude"]: | ||
self.cube_b.coord(name).guess_bounds() | ||
self.weights = iris.analysis.cartography.area_weights(self.cube_b) | ||
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def time_real(self): | ||
pearsonr(self.cube_a, self.cube_b, weights=self.weights) | ||
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def time_lazy(self): | ||
for cube in self.cube_a, self.cube_b: | ||
cube.data = cube.lazy_data() | ||
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result = pearsonr(self.cube_a, self.cube_b, weights=self.weights) | ||
result.data |