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884bde7
added gridfilter function
carocamargo Sep 17, 2020
c2a7d3e
added to call gridfilter from grdops.py
carocamargo Sep 17, 2020
2cb715d
added grdfilter caller
carocamargo Sep 18, 2020
6139c17
corrected indentation in grdfilter docstring, and made each function …
carocamargo Sep 18, 2020
d2e0aee
added usage example to grdfilter
carocamargo Sep 18, 2020
db2cdc7
Update pygmt/gridops.py
carocamargo Sep 18, 2020
8b84039
Update pygmt/gridops.py
carocamargo Sep 18, 2020
a8dd55c
added more optional aliases
carocamargo Sep 28, 2020
452d4f7
Merge remote-tracking branch 'upstream/master' into newfeature
carocamargo Sep 28, 2020
269ce62
Merge branch 'newfeature' of https://github.com/carocamargo/pygmt int…
carocamargo Sep 28, 2020
9f47f01
added more optional aliases
carocamargo Sep 28, 2020
874bca4
Update gridops.py
carocamargo Sep 28, 2020
0373c32
Update pygmt/gridops.py
carocamargo Sep 29, 2020
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Update pygmt/gridops.py
carocamargo Sep 29, 2020
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Update pygmt/gridops.py
carocamargo Sep 29, 2020
6fae103
formated code with black
carocamargo Sep 29, 2020
d2c8e99
Update pygmt/gridops.py
carocamargo Sep 29, 2020
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Apply suggestions from code review
carocamargo Sep 29, 2020
f2e4d54
Update index.rst
carocamargo Oct 2, 2020
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carocamargo Oct 2, 2020
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Update pygmt/gridops.py
carocamargo Oct 2, 2020
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Update pygmt/gridops.py
carocamargo Oct 2, 2020
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carocamargo Oct 2, 2020
b7fb4c1
Merge branch 'master' into newfeature
carocamargo Oct 2, 2020
5cb5dea
Update pygmt/gridops.py
seisman Oct 9, 2020
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Merge branch 'master' into newfeature
seisman Oct 9, 2020
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[format-command] fixes
actions-bot Oct 24, 2020
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Merge branch 'master' into newfeature
seisman Oct 24, 2020
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1 change: 1 addition & 0 deletions doc/api/index.rst
Original file line number Diff line number Diff line change
Expand Up @@ -71,6 +71,7 @@ Operations on grids:
:toctree: generated

grdcut
grdfilter
grdtrack

Crossover analysis with x2sys:
Expand Down
2 changes: 1 addition & 1 deletion pygmt/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@
from .sampling import grdtrack
from .mathops import makecpt
from .modules import GMTDataArrayAccessor, config, info, grdinfo, which
from .gridops import grdcut
from .gridops import grdcut, grdfilter
from .x2sys import x2sys_init, x2sys_cross
from . import datasets

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141 changes: 141 additions & 0 deletions pygmt/gridops.py
Original file line number Diff line number Diff line change
Expand Up @@ -116,3 +116,144 @@ def grdcut(grid, **kwargs):
result = None # if user sets an outgrid, return None

return result


@fmt_docstring
@use_alias(
D="distance",
F="filter",
G="outgrid",
I="spacing",
N="nans",
R="region",
T="toggle",
V="verbose",
)
@kwargs_to_strings(R="sequence")
def grdfilter(grid, **kwargs):
"""
Filter a grid in the space (or time) domain.

Filter a grid file in the time domain using one of the selected convolution
or non-convolution isotropic or rectangular filters and compute distances
using Cartesian or Spherical geometries. The output grid file can
optionally be generated as a sub-region of the input (via *region*) and/or
with new increment (via *spacing*) or registration (via *toggle*). In this
way, one may have "extra space" in the input data so that the edges will
not be used and the output can be within one half-width of the input edges.
If the filter is low-pass, then the output may be less frequently sampled
than the input.

Full option list at :gmt-docs:`grdfilter.html`

{aliases}

Parameters
----------
grid : str or xarray.DataArray
The file name of the input grid or the grid loaded as a DataArray.
outgrid : str or None
The name of the output netCDF file with extension .nc to store the grid
in.
filter : str
``xwidth[/width2][modifiers]``.
Name of filter type you which to apply, followed by the width
b: Box Car; c: Cosine Arch; g: Gaussian; o: Operator; m: Median;
p: Maximum Likelihood probability; h: histogram
Example: F='m600' for a median filter with width of 600
distance : str
Distance *flag* tells how grid (x,y) relates to filter width as
follows:

p: grid (px,py) with *width* an odd number of pixels; Cartesian
distances.

0: grid (x,y) same units as *width*, Cartesian distances.

1: grid (x,y) in degrees, *width* in kilometers, Cartesian distances.

2: grid (x,y) in degrees, *width* in km, dx scaled by cos(middle y),
Cartesian distances.

The above options are fastest because they allow weight matrix to be
computed only once. The next three options are slower because they
recompute weights for each latitude.

3: grid (x,y) in degrees, *width* in km, dx scaled by cosine(y),
Cartesian distance calculation.

4: grid (x,y) in degrees, *width* in km, Spherical distance
calculation.

5: grid (x,y) in Mercator ``projection='m1'`` img units, *width* in km,
Spherical distance calculation.

spacing : str
``xinc[+e|n][/yinc[+e|n]]``.
x_inc [and optionally y_inc] is the grid spacing.
nans : str or float
``i|p|r``.
Determine how NaN-values in the input grid affects the filtered output.
{R}
toggle : bool
Toggle the node registration for the output grid so as to become the
opposite of the input grid. [Default gives the same registration as the
input grid].
{V}

Returns
-------
ret: xarray.DataArray or None
Return type depends on whether the *outgrid* parameter is set:
- xarray.DataArray if *outgrid* is not set
- None if *outgrid* is set (grid output will be stored in *outgrid*)

Examples
--------
>>> import os
>>> import pygmt

>>> # Apply a filter of 600km (full width) to the @earth_relief_30m file
>>> # and return a filtered field (saved as netcdf)
>>> pygmt.grdfilter(
... grid="@earth_relief_30m",
... filter="m600",
... distance="4",
... region=[150, 250, 10, 40],
... spacing=0.5,
... outgrid="filtered_pacific.nc",
... )
>>> os.remove("filtered_pacific.nc") # cleanup file

>>> # Apply a gaussian smoothing filter of 600 km in the input data array,
>>> # and returns a filtered data array with the smoothed field.
>>> grid = pygmt.datasets.load_earth_relief()
>>> smooth_field = pygmt.grdfilter(grid=grid, filter="g600", distance="4")

"""
kind = data_kind(grid)

with GMTTempFile(suffix=".nc") as tmpfile:
with Session() as lib:
if kind == "file":
file_context = dummy_context(grid)
elif kind == "grid":
file_context = lib.virtualfile_from_grid(grid)
else:
raise GMTInvalidInput("Unrecognized data type: {}".format(type(grid)))

with file_context as infile:
if "G" not in kwargs.keys(): # if outgrid is unset, output to tempfile
kwargs.update({"G": tmpfile.name})
outgrid = kwargs["G"]
arg_str = " ".join([infile, build_arg_string(kwargs)])
lib.call_module("grdfilter", arg_str)

if outgrid == tmpfile.name: # if user did not set outgrid, return DataArray
with xr.open_dataarray(outgrid) as dataarray:
result = dataarray.load()
_ = result.gmt # load GMTDataArray accessor information
else:
result = None # if user sets an outgrid, return None

return result