Compare the structure of two NetCDF files at the command line
Project description
ncompare
Compare the structure of two NetCDF files at the command line.
ncompare
generates a view of the matching and non-matching groups and variables between two NetCDF datasets.
Installing
Using pip
Install the latest version of the package from PyPI using pip:
pip install ncompare
Other methods:
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
(Option A) using poetry:
ii) Follow the instructions for installing poetry
here.
iii) Run poetry install
from the repository directory.
(Option B) using pip:
ii) Run pip install .
from the repository directory.
Usage
ncompare <netcdf file #1> <netcdf file #2>
For example:
ncompare S001G01.nc S001G01_SUBSET.nc -g product -v ozone_profile --report subset_comparison.txt
Or, If installed using a poetry
environment:
poetry run ncompare <netcdf file #1> <netcdf file #2>
Options
--file-text
[FILE_PATH]: Text file to write output to.--file-csv
[FILE_PATH]: Comma separated values (CSV) file to write output to.--file-xlsx
[FILE_PATH]: Excel file to write output to.--no-color
: Turn off all colorized output.--show-attributes
: Include variable attributes in the table that compares variables.--show-chunks
: Include chunk sizes in the table that compares variables.-v
(--comparison_var_name
) [VAR_NAME]: Compare specific values for this variable.-g
(--comparison_var_group
) [VAR_GROUP]: Group that contains thecomparison_var_name
.
How to test ncompare locally
If installed using a poetry
environment, the tests can be run with:
poetry run pytest tests
Motivation
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
.
Known limitations
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
.
Notices:
Copyright 2023 United States Government as represented by the Administrator of the National Aeronautics and Space Administration. All Rights Reserved.
Third-Party Software:
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. 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:
item | 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 |
No Warranty:
THE SUBJECT SOFTWARE IS PROVIDED "AS IS" WITHOUT ANY WARRANTY OF ANY KIND, EITHER EXPRESSED, IMPLIED,
OR STATUTORY, INCLUDING, BUT NOT LIMITED TO, ANY WARRANTY THAT THE SUBJECT SOFTWARE WILL CONFORM TO SPECIFICATIONS,
ANY IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, OR FREEDOM FROM INFRINGEMENT,
ANY WARRANTY THAT THE SUBJECT SOFTWARE WILL BE ERROR FREE, OR ANY WARRANTY THAT DOCUMENTATION, IF PROVIDED,
WILL CONFORM TO THE SUBJECT SOFTWARE. THIS AGREEMENT DOES NOT, IN ANY MANNER,
CONSTITUTE AN ENDORSEMENT BY GOVERNMENT AGENCY OR ANY PRIOR RECIPIENT OF ANY RESULTS, RESULTING DESIGNS, HARDWARE,
SOFTWARE PRODUCTS OR ANY OTHER APPLICATIONS RESULTING FROM USE OF THE SUBJECT SOFTWARE.
FURTHER, GOVERNMENT AGENCY DISCLAIMS ALL WARRANTIES AND LIABILITIES REGARDING THIRD-PARTY SOFTWARE,
IF PRESENT IN THE ORIGINAL SOFTWARE, AND DISTRIBUTES IT "AS IS."
Waiver and Indemnity:
RECIPIENT AGREES TO WAIVE ANY AND ALL CLAIMS AGAINST THE UNITED STATES GOVERNMENT, ITS CONTRACTORS AND SUBCONTRACTORS, AS WELL AS ANY PRIOR RECIPIENT. IF RECIPIENT'S USE OF THE SUBJECT SOFTWARE RESULTS IN ANY LIABILITIES, DEMANDS, DAMAGES, EXPENSES OR LOSSES ARISING FROM SUCH USE, INCLUDING ANY DAMAGES FROM PRODUCTS BASED ON, OR RESULTING FROM, RECIPIENT'S USE OF THE SUBJECT SOFTWARE, RECIPIENT SHALL INDEMNIFY AND HOLD HARMLESS THE UNITED STATES GOVERNMENT, ITS CONTRACTORS AND SUBCONTRACTORS, AS WELL AS ANY PRIOR RECIPIENT, TO THE EXTENT PERMITTED BY LAW. RECIPIENT'S SOLE REMEDY FOR ANY SUCH MATTER SHALL BE THE IMMEDIATE, UNILATERAL TERMINATION OF THIS AGREEMENT.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.