示例#1
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    def test_basic_col_in_4d(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_altitude, SepConstraintKdtree
        import datetime as dt

        ug_data = mock.make_regular_4d_ungridded_data()
        sample_points = HyperPointList()
        sample_points.append(
            HyperPoint(lat=1.0,
                       lon=1.0,
                       alt=12.0,
                       t=dt.datetime(1984, 8, 29, 8, 34)))
        sample_points.append(
            HyperPoint(lat=4.0,
                       lon=4.0,
                       alt=34.0,
                       t=dt.datetime(1984, 9, 2, 1, 23)))
        sample_points.append(
            HyperPoint(lat=-4.0,
                       lon=-4.0,
                       alt=89.0,
                       t=dt.datetime(1984, 9, 4, 15, 54)))
        sample_points = UngriddedData.from_points_array(sample_points)
        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(),
                                 nn_altitude())[0]
        eq_(new_data.data[0], 6.0)
        eq_(new_data.data[1], 16.0)
        eq_(new_data.data[2], 46.0)
示例#2
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    def test_coordinates_outside_grid_in_col_ungridded_to_ungridded_in_2d(
            self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_pressure, SepConstraintKdtree
        import datetime as dt

        ug_data = mock.make_regular_4d_ungridded_data()
        sample_points = HyperPointList()
        sample_points.append(
            HyperPoint(lat=0.0,
                       lon=0.0,
                       pres=0.1,
                       t=dt.datetime(1984, 8, 29, 8, 34)))
        sample_points.append(
            HyperPoint(lat=0.0,
                       lon=0.0,
                       pres=91.0,
                       t=dt.datetime(1984, 9, 2, 1, 23)))
        sample_points.append(
            HyperPoint(lat=0.0,
                       lon=0.0,
                       pres=890.0,
                       t=dt.datetime(1984, 9, 4, 15, 54)))
        sample_points = UngriddedData.from_points_array(sample_points)
        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(),
                                 nn_pressure())[0]
        eq_(new_data.data[0], 1.0)
        eq_(new_data.data[1], 46.0)
        eq_(new_data.data[2], 46.0)
    def constrain_points(self, sample_point, data):
        """Returns HyperPoints lying within a cell.

        This implementation returns the points that have been stored in the
        appropriate bin by the index_data method.
        :param sample_point: HyperPoint of indices of cells defining sample region
        :param data: list of HyperPoints to check
        :return: HyperPointList of points found within cell
        """
        point_list = self.grid_cell_bin_index.get_points_by_indices(sample_point)
        con_points = HyperPointList()
        if point_list is not None:
            for point in point_list:
                con_points.append(data[point])
        return con_points
示例#4
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    def constrain_points(self, sample_point, data):
        """Returns HyperPoints lying within a cell.

        This implementation returns the points that have been stored in the
        appropriate bin by the index_data method.
        :param sample_point: HyperPoint of indices of cells defining sample region
        :param data: list of HyperPoints to check
        :return: HyperPointList of points found within cell
        """
        point_list = self.grid_cell_bin_index.get_points_by_indices(sample_point)
        con_points = HyperPointList()
        if point_list is not None:
            for point in point_list:
                con_points.append(data[point])
        return con_points
示例#5
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    def test_coordinates_outside_grid_in_col_ungridded_to_ungridded_in_2d(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_time, SepConstraintKdtree
        import datetime as dt

        ug_data = mock.make_regular_2d_with_time_ungridded_data()
        sample_points = HyperPointList()
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=dt.datetime(1984, 8, 26)))
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=dt.datetime(1884, 8, 26)))
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=dt.datetime(1994, 8, 27)))
        sample_points = UngriddedData.from_points_array(sample_points)
        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(), nn_time())[0]
        eq_(new_data.data[0], 1.0)
        eq_(new_data.data[1], 1.0)
        eq_(new_data.data[2], 15.0)
示例#6
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    def test_coordinates_outside_grid_in_col_ungridded_to_ungridded_in_2d(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_pressure, SepConstraintKdtree
        import datetime as dt

        ug_data = mock.make_regular_4d_ungridded_data()
        sample_points = HyperPointList()
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, pres=0.1, t=dt.datetime(1984, 8, 29, 8, 34)))
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, pres=91.0, t=dt.datetime(1984, 9, 2, 1, 23)))
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, pres=890.0, t=dt.datetime(1984, 9, 4, 15, 54)))
        sample_points = UngriddedData.from_points_array(sample_points)
        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(), nn_pressure())[0]
        eq_(new_data.data[0], 1.0)
        eq_(new_data.data[1], 46.0)
        eq_(new_data.data[2], 46.0)
示例#7
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    def test_basic_col_gridded_to_ungridded_in_2d_with_time(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_gridded
        import datetime as dt

        cube = gridded_data.make_from_cube(mock.make_square_5x3_2d_cube_with_time())

        sample_points = HyperPointList()
        sample_points.append(HyperPoint(lat=1.0, lon=1.0, t=dt.datetime(1984, 8, 28, 8, 34)))
        sample_points.append(HyperPoint(lat=4.0, lon=4.0, t=dt.datetime(1984, 8, 31, 1, 23)))
        sample_points.append(HyperPoint(lat=-4.0, lon=-4.0, t=dt.datetime(1984, 9, 2, 15, 54)))
        sample_points = UngriddedData.from_points_array(sample_points)
        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, cube, None, nn_gridded())[0]
        eq_(new_data.data[0], 51.0)
        eq_(new_data.data[1], 82.0)
        eq_(new_data.data[2], 28.0)
 def constrain_points(self, ref_point, data):
     con_points = HyperPointList()
     if self.haversine_distance_kd_tree_index:
         point_indices = self._get_cached_indices(ref_point)
         if point_indices is None:
             point_indices = self.haversine_distance_kd_tree_index.find_points_within_distance(ref_point, self.h_sep)
             self._add_cached_indices(ref_point, point_indices)
         for idx in point_indices:
             point = data[idx]
             if all(check(point, ref_point) for check in self.checks):
                 con_points.append(point)
     else:
         for point in data:
             if all(check(point, ref_point) for check in self.checks):
                 con_points.append(point)
     return con_points
示例#9
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    def test_already_collocated_in_col_ungridded_to_ungridded_in_2d(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_time, SepConstraintKdtree
        import datetime as dt
        import numpy as np

        ug_data = mock.make_regular_2d_with_time_ungridded_data()
        sample_points = HyperPointList()

        t0 = dt.datetime(1984, 8, 27)
        for d in range(15):
            sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=t0 + dt.timedelta(days=d)))
        sample_points = UngriddedData.from_points_array(sample_points)

        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(), nn_time())[0]
        assert (np.equal(new_data.data, np.arange(15) + 1.0).all())
示例#10
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 def constrain_points(self, sample_point, data):
     """Returns HyperPoints lying within a cell.
     :param sample_point: HyperPoint of cells defining sample region
     :param data: list of HyperPoints to check
     :return: HyperPointList of points found within cell
     """
     con_points = HyperPointList()
     for point in data:
         include = True
         for idx in range(HyperPoint.number_standard_names):
             cell = sample_point[idx]
             if cell is not None:
                 if not (np.min(cell.bound) <= point[idx] < np.max(cell.bound)):
                     include = False
         if include:
             con_points.append(point)
     return con_points
示例#11
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 def constrain_points(self, sample_point, data):
     """Returns HyperPoints lying within a cell.
     :param sample_point: HyperPoint of cells defining sample region
     :param data: list of HyperPoints to check
     :return: HyperPointList of points found within cell
     """
     con_points = HyperPointList()
     for point in data:
         include = True
         for idx in range(HyperPoint.number_standard_names):
             cell = sample_point[idx]
             if cell is not None:
                 if not (np.min(cell.bound) <= point[idx] < np.max(cell.bound)):
                     include = False
         if include:
             con_points.append(point)
     return con_points
示例#12
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    def test_already_collocated_in_col_ungridded_to_ungridded_in_2d(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_time, SepConstraintKdtree
        import datetime as dt
        import numpy as np

        ug_data = mock.make_regular_2d_with_time_ungridded_data()
        sample_points = HyperPointList()

        t0 = dt.datetime(1984, 8, 27)
        for d in range(15):
            sample_points.append(
                HyperPoint(lat=0.0, lon=0.0, t=t0 + dt.timedelta(days=d)))
        sample_points = UngriddedData.from_points_array(sample_points)

        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(),
                                 nn_time())[0]
        assert (np.equal(new_data.data, np.arange(15) + 1.0).all())
示例#13
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    def get_iterator(self, missing_data_for_missing_sample, coord_map, coords, data_points, shape, points, output_data):

        for out_indices, slice_start_end in self.grid_cell_bin_index_slices.get_iterator():
            if not missing_data_for_missing_sample or points.data[out_indices] is not np.ma.masked:
                # iterate through the points which are within the same cell

                con_points = HyperPointList()
                slice_indicies = slice(*slice_start_end)

                for x in self.grid_cell_bin_index_slices.sort_order[slice_indicies]:
                    con_points.append(data_points[x])

                hp_values = [None] * HyperPoint.number_standard_names
                for (hpi, ci, shi) in coord_map:
                    hp_values[hpi] = coords[ci].points[out_indices[shi]]
                hp = HyperPoint(*hp_values)

                yield out_indices, hp, con_points
示例#14
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    def get_iterator(self, missing_data_for_missing_sample, coord_map, coords, data_points, shape, points, output_data):

        for out_indices, slice_start_end in self.grid_cell_bin_index_slices.get_iterator():
            if not missing_data_for_missing_sample or points.data[out_indices] is not np.ma.masked:
                # iterate through the points which are within the same cell

                con_points = HyperPointList()
                slice_indicies = slice(*slice_start_end)

                for x in self.grid_cell_bin_index_slices.sort_order[slice_indicies]:
                    con_points.append(data_points[x])

                hp_values = [None] * HyperPoint.number_standard_names
                for (hpi, ci, shi) in coord_map:
                    hp_values[hpi] = coords[ci].points[out_indices[shi]]
                hp = HyperPoint(*hp_values)

                yield out_indices, hp, con_points
示例#15
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    def test_basic_col_in_4d(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_altitude, SepConstraintKdtree
        import datetime as dt

        ug_data = mock.make_regular_4d_ungridded_data()
        sample_points = HyperPointList()
        sample_points.append(HyperPoint(lat=1.0, lon=1.0, alt=12.0, t=dt.datetime(1984, 8, 29, 8, 34)))
        sample_points.append(HyperPoint(lat=4.0, lon=4.0, alt=34.0, t=dt.datetime(1984, 9, 2, 1, 23)))
        sample_points.append(HyperPoint(lat=-4.0, lon=-4.0, alt=89.0, t=dt.datetime(1984, 9, 4, 15, 54)))
        sample_points = UngriddedData.from_points_array(sample_points)
        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(), nn_altitude())[0]
        eq_(new_data.data[0], 6.0)
        eq_(new_data.data[1], 16.0)
        eq_(new_data.data[2], 46.0)
示例#16
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    def test_basic_col_in_2d_with_time(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_time, DummyConstraint
        import datetime as dt

        ug_data = mock.make_regular_2d_with_time_ungridded_data()
        sample_points = HyperPointList()
        sample_points.append(HyperPoint(lat=1.0, lon=1.0, t=dt.datetime(1984, 8, 29, 8, 34)))
        sample_points.append(HyperPoint(lat=4.0, lon=4.0, t=dt.datetime(1984, 9, 2, 1, 23)))
        sample_points.append(HyperPoint(lat=-4.0, lon=-4.0, t=dt.datetime(1984, 9, 4, 15, 54)))
        sample_points = UngriddedData.from_points_array(sample_points)
        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, DummyConstraint(), nn_time())[0]
        eq_(new_data.data[0], 3.0)
        eq_(new_data.data[1], 7.0)
        eq_(new_data.data[2], 10.0)
示例#17
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    def test_coordinates_outside_grid_in_col_ungridded_to_ungridded_in_2d(
            self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_time, SepConstraintKdtree
        import datetime as dt

        ug_data = mock.make_regular_2d_with_time_ungridded_data()
        sample_points = HyperPointList()
        sample_points.append(
            HyperPoint(lat=0.0, lon=0.0, t=dt.datetime(1984, 8, 26)))
        sample_points.append(
            HyperPoint(lat=0.0, lon=0.0, t=dt.datetime(1884, 8, 26)))
        sample_points.append(
            HyperPoint(lat=0.0, lon=0.0, t=dt.datetime(1994, 8, 27)))
        sample_points = UngriddedData.from_points_array(sample_points)
        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(),
                                 nn_time())[0]
        eq_(new_data.data[0], 1.0)
        eq_(new_data.data[1], 1.0)
        eq_(new_data.data[2], 15.0)
示例#18
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    def test_basic_col_with_time(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_time, SepConstraintKdtree
        import numpy as np

        ug_data = mock.make_MODIS_time_steps()

        ref = np.array([0.0, 1.0, 2.0, 3.0])

        sample_points = HyperPointList()
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=149751.369618055))
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=149759.378055556, ))
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=149766.373969907))
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=149776.375995371))
        sample_points = UngriddedData.from_points_array(sample_points)

        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(), nn_time())[0]
        assert (np.equal(new_data.data, ref).all())
示例#19
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    def test_basic_col_with_time(self):
        from cis.collocation.col_implementations import GeneralUngriddedCollocator, nn_time, SepConstraintKdtree
        import numpy as np

        ug_data = mock.make_MODIS_time_steps()

        ref = np.array([0.0, 1.0, 2.0, 3.0])

        sample_points = HyperPointList()
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=149751.369618055))
        sample_points.append(HyperPoint(
            lat=0.0,
            lon=0.0,
            t=149759.378055556,
        ))
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=149766.373969907))
        sample_points.append(HyperPoint(lat=0.0, lon=0.0, t=149776.375995371))
        sample_points = UngriddedData.from_points_array(sample_points)

        col = GeneralUngriddedCollocator()
        new_data = col.collocate(sample_points, ug_data, SepConstraintKdtree(),
                                 nn_time())[0]
        assert (np.equal(new_data.data, ref).all())
示例#20
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 def constrain_points(self, ref_point, data):
     con_points = HyperPointList()
     for point in data:
         if all(check(point, ref_point) for check in self.checks):
             con_points.append(point)
     return con_points
示例#21
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 def constrain_points(self, ref_point, data):
     con_points = HyperPointList()
     for point in data:
         if all(check(point, ref_point) for check in self.checks):
             con_points.append(point)
     return con_points