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Remote datasets: Add load_earth_deflection to load "IGPP Earth east-w…
…est and north-south deflection" datasets (#3728)
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""" | ||
Function to download the IGPP Earth east-west and north-south deflection datasets from | ||
the GMT data server, and load as :class:`xarray.DataArray`. | ||
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_deflection"] | ||
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def load_earth_deflection( | ||
resolution: Literal[ | ||
"01d", "30m", "20m", "15m", "10m", "06m", "05m", "04m", "03m", "02m", "01m" | ||
] = "01d", | ||
region: Sequence[float] | str | None = None, | ||
registration: Literal["gridline", "pixel", None] = None, | ||
component: Literal["east", "north"] = "east", | ||
) -> xr.DataArray: | ||
r""" | ||
Load the IGPP Earth east-west and north-south deflection datasets in various | ||
resolutions. | ||
.. list-table:: | ||
:widths: 50 50 | ||
:header-rows: 1 | ||
* - IGPP Earth east-west deflection | ||
- IGPP Earth north-south deflection | ||
* - .. figure:: https://www.generic-mapping-tools.org/remote-datasets/_images/GMT_earth_edefl.jpg | ||
- .. figure:: https://www.generic-mapping-tools.org/remote-datasets/_images/GMT_earth_ndefl.jpg | ||
The grids are downloaded to a user data directory (usually | ||
``~/.gmt/server/earth/earth_edefl/`` and ``~/.gmt/server/earth/earth_ndefl/`` 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. | ||
These grids can also be accessed by passing in the file name | ||
**@**\ *earth_defl_type*\_\ *res*\[_\ *reg*] to any grid processing function or | ||
plotting method. *earth_defl_type* is the GMT name for the dataset. The available | ||
options are **earth_edefl** and **earth_ndefl**. *res* is the grid resolution (see | ||
below), and *reg* is the grid registration type (**p** for pixel registration or | ||
**g** for gridline registration). | ||
The default color palette table (CPTs) for this dataset is *@earth_defl.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_defl.cpt"``. | ||
Refer to :gmt-datasets:`earth-edefl.html` and :gmt-datasets:`earth-ndefl.html` for | ||
more details about available datasets, including version information and references. | ||
Parameters | ||
---------- | ||
resolution | ||
The grid resolution. The suffix ``d`` and ``m`` stand for arc-degrees and | ||
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. Required for grids with resolutions | ||
higher than 5 arc-minutes (i.e., ``"05m"``). | ||
registration | ||
Grid registration type. Either ``"pixel"`` for pixel registration or | ||
``"gridline"`` for gridline registration. Default is ``None``, which means | ||
``"gridline"`` for all resolutions except ``"01m"`` which is ``"pixel"`` only. | ||
component | ||
By default, the east-west deflection (``component="east"``) is returned, | ||
set ``component="north"`` to return the north-south deflection. | ||
Returns | ||
------- | ||
grid | ||
The Earth east-west or north-south deflection grid. Coordinates are latitude | ||
and longitude in degrees. Deflection values are in micro-radians, where | ||
positive (negative) values indicate a deflection to the east or north (west | ||
or south). | ||
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. | ||
Examples | ||
-------- | ||
>>> from pygmt.datasets import load_earth_deflection | ||
>>> # load the default grid for east-west deflection (gridline-registered | ||
>>> # 1 arc-degree grid) | ||
>>> grid = load_earth_deflection() | ||
>>> # load the default grid for north-south deflection | ||
>>> grid = load_earth_deflection(component="north") | ||
>>> # load the 30 arc-minutes grid with "gridline" registration | ||
>>> grid = load_earth_deflection(resolution="30m", registration="gridline") | ||
>>> # load high-resolution (5 arc-minutes) grid for a specific region | ||
>>> grid = load_earth_deflection( | ||
... resolution="05m", region=[120, 160, 30, 60], registration="gridline" | ||
... ) | ||
""" | ||
prefix = "earth_ndefl" if component == "north" else "earth_edefl" | ||
grid = _load_remote_dataset( | ||
name=prefix, | ||
prefix=prefix, | ||
resolution=resolution, | ||
region=region, | ||
registration=registration, | ||
) | ||
return grid |
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""" | ||
Test basic functionality for loading IGPP Earth east-west and south-north deflection | ||
datasets. | ||
""" | ||
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import numpy as np | ||
import numpy.testing as npt | ||
from pygmt.datasets import load_earth_deflection | ||
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def test_earth_edefl_01d(): | ||
""" | ||
Test some properties of the Earth east-west deflection 01d data. | ||
""" | ||
data = load_earth_deflection(resolution="01d") | ||
assert data.name == "z" | ||
assert data.attrs["long_name"] == "edefl (microradians)" | ||
assert data.attrs["description"] == "IGPP Earth east-west deflection" | ||
assert data.attrs["units"] == "micro-radians" | ||
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(), -142.64, atol=0.04) | ||
npt.assert_allclose(data.max(), 178.32, atol=0.04) | ||
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def test_earth_edefl_01d_with_region(): | ||
""" | ||
Test loading low-resolution Earth east-west deflection with "region". | ||
""" | ||
data = load_earth_deflection(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(), -28.92, atol=0.04) | ||
npt.assert_allclose(data.max(), 24.72, atol=0.04) | ||
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def test_earth_edefl_01m_default_registration(): | ||
""" | ||
Test that the grid returned by default for the 1 arc-minute resolution has a "pixel" | ||
registration. | ||
""" | ||
data = load_earth_deflection(resolution="01m", region=[-10, -9, 3, 5]) | ||
assert data.shape == (120, 60) | ||
assert data.gmt.registration == 1 | ||
npt.assert_allclose(data.coords["lat"].data.min(), 3.008333333) | ||
npt.assert_allclose(data.coords["lat"].data.max(), 4.991666666) | ||
npt.assert_allclose(data.coords["lon"].data.min(), -9.99166666) | ||
npt.assert_allclose(data.coords["lon"].data.max(), -9.00833333) | ||
npt.assert_allclose(data.min(), -62.24, atol=0.04) | ||
npt.assert_allclose(data.max(), 15.52, atol=0.04) | ||
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def test_earth_ndefl_01d(): | ||
""" | ||
Test some properties of the Earth north-south deflection 01d data. | ||
""" | ||
data = load_earth_deflection(resolution="01d", component="north") | ||
assert data.name == "z" | ||
assert data.attrs["long_name"] == "ndefl (microradians)" | ||
assert data.attrs["description"] == "IGPP Earth north-south deflection" | ||
assert data.attrs["units"] == "micro-radians" | ||
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(), -214.8, atol=0.04) | ||
npt.assert_allclose(data.max(), 163.04, atol=0.04) | ||
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def test_earth_ndefl_01d_with_region(): | ||
""" | ||
Test loading low-resolution Earth north-south deflection with "region". | ||
""" | ||
data = load_earth_deflection( | ||
resolution="01d", region=[-10, 10, -5, 5], component="north" | ||
) | ||
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(), -48.08, atol=0.04) | ||
npt.assert_allclose(data.max(), 18.92, atol=0.04) | ||
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def test_earth_ndefl_01m_default_registration(): | ||
""" | ||
Test that the grid returned by default for the 1 arc-minute resolution has a "pixel" | ||
registration. | ||
""" | ||
data = load_earth_deflection( | ||
resolution="01m", region=[-10, -9, 3, 5], component="north" | ||
) | ||
assert data.shape == (120, 60) | ||
assert data.gmt.registration == 1 | ||
npt.assert_allclose(data.coords["lat"].data.min(), 3.008333333) | ||
npt.assert_allclose(data.coords["lat"].data.max(), 4.991666666) | ||
npt.assert_allclose(data.coords["lon"].data.min(), -9.99166666) | ||
npt.assert_allclose(data.coords["lon"].data.max(), -9.00833333) | ||
npt.assert_allclose(data.min(), -107.04, atol=0.04) | ||
npt.assert_allclose(data.max(), 20.28, atol=0.04) |