Compare the structure of two NetCDF files at the command line or via Python.
ncompare
generates a view of the matching and non-matching groups and variables between two NetCDF datasets.
The latest release of ncompare
can be installed with mamba
, conda
or pip
:
mamba install -c conda-forge ncompare
conda install -c conda-forge ncompare
pip install ncompare
To compare two netCDF files, pass the filepaths for each of the two netCDF files directly to ncompare, as follows:
ncompare <netcdf file #1> <netcdf file #2>
With an additional --file-text
argument specified,
a common use of ncompare may look like this example:
ncompare S001G01.nc S001G01_SUBSET.nc --file-text subset_comparison.txt
from ncompare import compare
total_number_of_differences = compare(
"<netcdf file 1>",
"<netcdf file 2>",
only_diffs=True,
show_attributes=True,
show_chunks=True,
)
More complete usage demonstrations, with example output, are shown in this example notebook.
Contributions are welcome! For more information, see CONTRIBUTING.md. ncompare is licensed under the Apache License 2.0, which is included in the LICENSE file.
Development within this repository should occur on a feature branch.
Pull Requests (PRs) are created with a target of the develop
branch before being reviewed and merged.
For local development, one can clone the repository and then use poetry or pip from the local directory:
git clone https://github.com/nasa/ncompare.git
ii) Follow the instructions for installing poetry
here.
iii) Run poetry install
from the repository directory.
ii) Run pip install .
from the repository directory.
If installed using a poetry
environment, the tests can be run with:
poetry run pytest tests
Or from another virtual environment, one can use:
pytest tests
poetry run ncompare <netcdf file #1> <netcdf file #2>
The cdo
(climate data operators) tool
does not support NetCDF4 groups.
Moreover, nco
operators' ncdiff
function computes value differences, but
--- as far as the developers of this tool are aware ---
nco
does not have a simple function to show structural differences between NetCDF4 datasets.
Note that h5diff
, provided in the HDF5 software, can also be used to find differences.
In comparison to h5diff
, ncompare
is written and runnable in Python; ncompare
provides aligned and
colorized difference report for quicker assessments of groups, variable names, types, shapes, and attributes;
and can generate report files formatted for other applications. However, note that
h5diff
provides comparison of some otherwise "hidden" hdf5 properties, such as _Netcdf4Dimid or _Netcdf4Coordinates,
which are not currently assessed by ncompare
.
ncompare
usesxarray
to access the root-level dimensions. In some cases,xarray
will miss dimensions whose names do not also exist as variable names in the dataset (also known as non-coordinate dimensions).- Some underlying HDF5 properties, such as _Netcdf4Dimid or _Netcdf4Coordinates, are not currently assesssed by
ncompare
.
Copyright 2023 United States Government as represented by the Administrator of the National Aeronautics and Space Administration. All Rights Reserved.
This software calls the following third-party software, which is subject to the terms and conditions of its licensor, as applicable at the time of licensing. The third-party software is not bundled with this software but may be available from the licensor.
License hyperlinks are provided here for information purposes only.
Title | license | link |
---|---|---|
colorama | BSD-3-Clause | https://opensource.org/licenses/BSD-3-Clause |
netCDF4 | MIT License | https://opensource.org/licenses/MIT |
numpy | BSD-3-Clause | https://opensource.org/licenses/BSD-3-Clause |
openpyxl | MIT License | https://opensource.org/licenses/MIT |
xarray | Apache License, version 2.0 | https://www.apache.org/licenses/LICENSE-2.0 |
Python | Standard Library Python Software Foundation (PSF) License Agreement | https://docs.python.org/3/license.html#psf-licenseDisclaimers |
The ncompare: NetCDF structural comparison tool framework is licensed under the Apache License, Version 2.0 (the "License"); you may not use this application except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0.
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
This package is NASA Software Release Authorization (SRA) # LAR-20274-1