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Remote datasets: Add "load_earth_mean_dynamic_topography" to load "CNES Earth Mean Dynamic Topography" dataset #3718
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Add Earth mean dynamic topography
yvonnefroehlich e5b36a5
Add function 'earth_mean_dynamic_topography.py'
yvonnefroehlich b7b6d04
Add tests 'test_datasets_earth_mean_dynamic_topography.py'
yvonnefroehlich 6130eea
Adjust minimum values for tests | Remove execution persmission | Use …
yvonnefroehlich 22b411e
Adjust maximum and shape values for tests | Remove execution persmission
yvonnefroehlich 24ed248
Adjust minimum value for test | Round values for test
yvonnefroehlich f825f55
Round values for tests
yvonnefroehlich f49bf60
Adjust resolution of cached nc file
yvonnefroehlich 338377c
Set atol to 0.0001 in tests
yvonnefroehlich cd0daff
Update minimum values in testes
yvonnefroehlich 83574a6
Update maximum values in testes
yvonnefroehlich f7b6607
Fix typo in caching
yvonnefroehlich af6cf7a
Add note that '07m' means 7.5 arc-minutes
yvonnefroehlich 10d1cc8
Remove note regarding tiled grids
yvonnefroehlich b1f7353
Move cached dataset to non-tiled part
yvonnefroehlich ce979db
Merge branch 'main' into add-remote-earth-mdt
yvonnefroehlich ad6a619
Merge branch 'main' into add-remote-earth-mdt
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""" | ||
Function to download the CNES Earth mean dynamic topography dataset from the GMT data | ||
server, and load as :class:`xarray.DataArray`. | ||
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The grids are available in various resolutions. | ||
""" | ||
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from collections.abc import Sequence | ||
from typing import Literal | ||
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import xarray as xr | ||
from pygmt.datasets.load_remote_dataset import _load_remote_dataset | ||
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__doctest_skip__ = ["load_earth_mean_dynamic_topography"] | ||
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def load_earth_mean_dynamic_topography( | ||
resolution: Literal["01d", "30m", "20m", "15m", "10m", "07m"] = "01d", | ||
region: Sequence[float] | str | None = None, | ||
registration: Literal["gridline", "pixel"] = "gridline", | ||
) -> xr.DataArray: | ||
r""" | ||
Load the CNES Earth mean dynamic topography dataset in various resolutions. | ||
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.. figure:: https://www.generic-mapping-tools.org/remote-datasets/_images/GMT_earth_mdt.jpg | ||
:width: 80 % | ||
:align: center | ||
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CNES Earth mean dynamic topography dataset. | ||
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The grids are downloaded to a user data directory (usually | ||
``~/.gmt/server/earth/earth_mdt/``) the first time you invoke this function. | ||
Afterwards, it will load the grid from the data directory. So you'll need an | ||
internet connection the first time around. | ||
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These grids can also be accessed by passing in the file name | ||
**@earth_mdt**\_\ *res*\[_\ *reg*] to any grid processing function or plotting | ||
method. *res* is the grid resolution (see below), and *reg* is the grid registration | ||
type (**p** for pixel registration or **g** for gridline registration). | ||
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The default color palette table (CPT) for this dataset is *@earth_mdt.cpt*. It's | ||
implicitly used when passing in the file name of the dataset to any grid plotting | ||
method if no CPT is explicitly specified. When the dataset is loaded and plotted | ||
as an :class:`xarray.DataArray` object, the default CPT is ignored, and GMT's | ||
default CPT (*turbo*) is used. To use the dataset-specific CPT, you need to | ||
explicitly set ``cmap="@earth_mdt.cpt"``. | ||
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Refer to :gmt-datasets:`earth-mdt.html` for more details about available datasets, | ||
including version information and references. | ||
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Parameters | ||
---------- | ||
resolution | ||
The grid resolution. The suffix ``d`` and ``m`` stand for arc-degrees and | ||
arc-minutes. Note that ``"07m"`` refers to a resolution of 7.5 arc-minutes. | ||
region | ||
The subregion of the grid to load, in the form of a sequence [*xmin*, *xmax*, | ||
*ymin*, *ymax*] or an ISO country code. | ||
registration | ||
Grid registration type. Either ``"pixel"`` for pixel registration or | ||
``"gridline"`` for gridline registration. | ||
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Returns | ||
------- | ||
grid | ||
The CNES Earth mean dynamic topography grid. Coordinates are latitude and | ||
longitude in degrees. Values are in meters. | ||
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Note | ||
---- | ||
The registration and coordinate system type of the returned | ||
:class:`xarray.DataArray` grid can be accessed via the GMT accessors (i.e., | ||
``grid.gmt.registration`` and ``grid.gmt.gtype`` respectively). However, these | ||
properties may be lost after specific grid operations (such as slicing) and will | ||
need to be manually set before passing the grid to any PyGMT data processing or | ||
plotting functions. Refer to :class:`pygmt.GMTDataArrayAccessor` for detailed | ||
explanations and workarounds. | ||
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Examples | ||
-------- | ||
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>>> from pygmt.datasets import load_earth_mean_dynamic_topography | ||
>>> # load the default grid (gridline-registered 1 arc-degree grid) | ||
>>> grid = load_earth_mean_dynamic_topography() | ||
>>> # load the 30 arc-minutes grid with "gridline" registration | ||
>>> grid = load_earth_mean_dynamic_topography( | ||
resolution="30m", registration="gridline" | ||
...) | ||
>>> # load high-resolution (5 arc-minutes) grid for a specific region | ||
>>> grid = load_earth_mean_dynamic_topography( | ||
... resolution="05m", | ||
... region=[120, 160, 30, 60], | ||
... registration="gridline", | ||
... ) | ||
""" | ||
grid = _load_remote_dataset( | ||
name="earth_mdt", | ||
prefix="earth_mdt", | ||
resolution=resolution, | ||
region=region, | ||
registration=registration, | ||
) | ||
return grid |
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""" | ||
Test basic functionality for loading Earth mean dynamic topography datasets. | ||
""" | ||
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import numpy as np | ||
import numpy.testing as npt | ||
from pygmt.datasets import load_earth_mean_dynamic_topography | ||
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def test_earth_mdt_01d(): | ||
""" | ||
Test some properties of the Earth mean dynamic topography 01d data. | ||
""" | ||
data = load_earth_mean_dynamic_topography(resolution="01d") | ||
assert data.name == "z" | ||
assert data.attrs["description"] == "CNES Earth mean dynamic topography" | ||
assert data.attrs["units"] == "meters" | ||
assert data.attrs["horizontal_datum"] == "WGS84" | ||
assert data.shape == (181, 361) | ||
assert data.gmt.registration == 0 | ||
npt.assert_allclose(data.lat, np.arange(-90, 91, 1)) | ||
npt.assert_allclose(data.lon, np.arange(-180, 181, 1)) | ||
npt.assert_allclose(data.min(), -1.4668, atol=0.0001) | ||
npt.assert_allclose(data.max(), 1.7151, atol=0.0001) | ||
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def test_earth_mdt_01d_with_region(): | ||
""" | ||
Test loading low-resolution Earth mean dynamic topography with "region". | ||
""" | ||
data = load_earth_mean_dynamic_topography(resolution="01d", region=[-10, 10, -5, 5]) | ||
assert data.shape == (11, 21) | ||
assert data.gmt.registration == 0 | ||
npt.assert_allclose(data.lat, np.arange(-5, 6, 1)) | ||
npt.assert_allclose(data.lon, np.arange(-10, 11, 1)) | ||
npt.assert_allclose(data.min(), 0.346, atol=0.0001) | ||
npt.assert_allclose(data.max(), 0.4839, atol=0.0001) | ||
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def test_earth_mdt_07m_default_registration(): | ||
""" | ||
Test that the grid returned by default for the 7 arc-minutes resolution has a | ||
"gridline" registration. | ||
""" | ||
data = load_earth_mean_dynamic_topography(resolution="07m", region=[-10, -9, 3, 5]) | ||
assert data.shape == (17, 9) | ||
assert data.gmt.registration == 0 | ||
assert data.coords["lat"].data.min() == 3.0 | ||
assert data.coords["lat"].data.max() == 5.0 | ||
assert data.coords["lon"].data.min() == -10.0 | ||
assert data.coords["lon"].data.max() == -9.0 | ||
npt.assert_allclose(data.min(), 0.4138, atol=0.0001) | ||
npt.assert_allclose(data.max(), 0.4302, atol=0.0001) |
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