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Wrap grdfilter #616

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884bde7
added gridfilter function
carocamargo Sep 17, 2020
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added to call gridfilter from grdops.py
carocamargo Sep 17, 2020
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added grdfilter caller
carocamargo Sep 18, 2020
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corrected indentation in grdfilter docstring, and made each function …
carocamargo Sep 18, 2020
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added usage example to grdfilter
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added more optional aliases
carocamargo Sep 28, 2020
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Merge branch 'newfeature' of https://github.com/carocamargo/pygmt int…
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added more optional aliases
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Update gridops.py
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Merge branch 'master' into newfeature
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Update pygmt/gridops.py
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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

Expand Down
105 changes: 98 additions & 7 deletions pygmt/gridops.py
Original file line number Diff line number Diff line change
Expand Up @@ -20,13 +20,13 @@

@fmt_docstring
@use_alias(
G="outgrid",
R="region",
J="projection",
N="extend",
S="circ_subregion",
Z="z_subregion",
)
G="outgrid",
R="region",
J="projection",
N="extend",
S="circ_subregion",
Z="z_subregion"
)
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@kwargs_to_strings(R="sequence")
def grdcut(grid, **kwargs):
"""
Expand Down Expand Up @@ -113,3 +113,94 @@ def grdcut(grid, **kwargs):
result = None # if user sets an outgrid, return None

return result

@fmt_docstring
@use_alias(
G="outgrid",
F="filter",
D="distance"
)
@kwargs_to_strings(R="sequence")

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def grdfilter(grid, **kwargs):
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"""
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 -R) and/or with new increment
(via -I) or registration (via -T). In this way, one may have “extra space” in
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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.

Parameters
----------
grid : str or xarray.DataArray
The file name of the input grid or the grid loaded as a DataArray.
outgrid : str or None
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The name of the output netCDF file with extension .nc to store the grid
in.
{F} : str
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: 'm600' for a median filter with width of 600
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{D}: str
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Distance flag, that tells how grid (x,y) rrlated to the filter width as follows:
flag = p: grid (px,py) with width an odd number of pixels; Cartesian distances.

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

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

flag = 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.

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

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

flag = 5: grid (x,y) in Mercator -Jm1 img units, width in km, Spherical distance calculation.

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*)

Usage
-------
pygmt.grdfilter('/Users/Desktop/input.nc',F='m1600',D='4', G='/Users/Desktop/filtered_output.nc')
Applies a filter of 1600km (full width) in the input.nc and returns a a filtered filed (saved as netcdf)

out=pygmt.grdfiler(dataarray,F='g600',D='4')
Applies a gaussian smoothing filter of 600 km in the input data array, and returns a filtered data array
"""
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