xbout


Namexbout JSON
Version 0.3.6 PyPI version JSON
download
home_pageNone
SummaryCollect data from BOUT++ runs in python using xarray
upload_time2024-03-26 17:18:40
maintainerNone
docs_urlNone
authorJohn Omotani
requires_python>=3.8
licenseApache License Version 2.0, January 2004 https://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. "Object" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types. "Work" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below). "Derivative Works" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. "Contribution" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, "submitted" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as "Not a Contribution." "Contributor" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and (b) You must cause any modified files to carry prominent notices stating that You changed the files; and (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and (d) If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same "printed page" as the copyright notice for easier identification within third-party archives. Copyright 2020 The contributors to the xBOUT project. xBOUT provides an interface for collecting the output data from a BOUT++ simulation into an xarray dataset in an efficient and scalable way, as well as accessor methods for common BOUT++ analysis and plotting tasks. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at https://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.
keywords gyrokinetics analysis plasma research
VCS
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requirements No requirements were recorded.
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            # xBOUT

[![Build Status](https://github.com/boutproject/xBOUT/workflows/master/badge.svg)](https://github.com/boutproject/xBOUT/actions)
[![Documentation Status](https://readthedocs.org/projects/xbout/badge/?version=latest)](https://xbout.readthedocs.io/en/latest/?badge=latest)
[![DOI](https://zenodo.org/badge/160846663.svg)](https://zenodo.org/badge/latestdoi/160846663)

Documentation: https://xbout.readthedocs.io

Examples: https://github.com/boutproject/xBOUT-examples

xBOUT provides an interface for collecting the output data from a
[BOUT++](https://boutproject.github.io/) simulation into an
[xarray](https://xarray.pydata.org/en/stable/index.html)
dataset in an efficient and scalable way, as well as accessor methods
for common BOUT++ analysis and plotting tasks.

Currently only in alpha (until 1.0 released) so please report any bugs,
and feel free to raise issues asking questions or making suggestions.

 
### Installation

With pip:
```bash
pip install --user xbout
```

With conda:
```bash
conda install -c conda-forge xbout
```

You can test your installation of `xBOUT` by running `pytest --pyargs xbout`.

xBOUT requires other python packages, which will be installed when you 
run one of the above install commands if they are not already installed on 
your system.


### Loading your data

The function `open_boutdataset()` uses xarray & dask to collect BOUT++
data spread across multiple NetCDF files into one contiguous xarray
dataset.

The data from a BOUT++ run can be loaded with just

```python
bd = open_boutdataset('./run_dir*/BOUT.dmp.*.nc', inputfilepath='./BOUT.inp')
```

`open_boutdataset()` returns an instance of an `xarray.Dataset` which
contains BOUT-specific information in the `attrs`, so represents a
general structure for storing all of the output of a simulation,
including data, input options and (soon) grid data.



### BoutDataset Accessor Methods

xBOUT defines a set of
[accessor](https://xarray.pydata.org/en/stable/internals.html#extending-xarray)
methods on the loaded Datasets and DataArrays, which are called by
`ds.bout.method()`.

This is where BOUT-specific data manipulation, analysis and plotting
functionality is stored, for example

```python
ds['n'].bout.animate2D(animate_over='t', x='x', y='z')
```

![density](doc/images/n_over_t.gif)

or

```python
ds.bout.create_restarts(savepath='.', nxpe=4, nype=4)
```


### Extending xBOUT for your BOUT module

The accessor classes `BoutDatasetAccessor` and `BoutDataArrayAccessor`
are intended to be subclassed for specific BOUT++ modules. The subclass
accessor will then inherit all the `.bout` accessor methods, but you
will also be able to override these and define your own methods within
your new accessor.


For example to add an extra method specific to the `STORM` BOUT++
module:

```python
from xarray import register_dataset_accessor
from xbout.boutdataset import BoutDatasetAccessor

@register_dataset_accessor('storm')
class StormAccessor(BoutAccessor):
    def __init__(self, ds_object):
        super().__init__(ds_object)

    def special_method(self):
        print("Do something only STORM users would want to do")

ds.storm.special_method()
```
```
Out [1]: Do something only STORM users would want to do
```


There is included an example of a
`StormDataset` which contains all the data from a
[STORM](https://github.com/boutproject/STORM) simulation, as well as
extra calculated quantities which are specific to the STORM module.


### Contributing

Feel free to raise issues about anything, or submit pull requests,
though I would encourage you to submit an issue before writing a pull
request.
For a general guide on how to contribute to an open-source python
project see
[xarray's guide for contributors](https://xarray.pydata.org/en/stable/contributing.html).

The existing code was written using Test-Driven Development, and I would
like to continue this, so please include `pytest` tests with any pull
requests.

If you write a new accessor, then this should really live with the code
for your BOUT module, but it could potentially be added as an example to
this repository too.


### Developers

Clone the repository with:
```bash
git clone git@github.com:boutproject/xBOUT.git
```

The recommended way to work with `xBOUT` from the git repo is to do an editable
install with pip. Run this command from the `xBOUT/` directory:
```bash
pip install --user -e .
```
which will also install all the required dependencies. Dependencies can also be
installed using pip
```bash
pip install --user -r requirements.txt
```
or conda
```
conda install --file requirements.txt
```
It is possible to use `xBOUT` by adding the `xBOUT/` directory to your
`$PYTHONPATH`.

Test by running `pytest` in the `xBOUT/` directory.


### Development plan

Things which definitely need to be included (see the 1.0 milestone):

- [x] More tests, both with
 and against the original
`boutdata.collect()`
- [ ] Speed test against old collect

Things which would be nice and I plan to do:

- [ ] Infer concatenation order from global indexes (see
[issue](https://github.com/TomNicholas/xBOUT/issues/3))
- [ ] Real-space coordinates
- [ ] Variable names and units (following CF conventions)
- [ ] Unit-aware arrays
- [ ] Variable normalisations

Things which might require a fair amount of effort by another developer but
could be very powerful:

- [x] Using real-space coordinates to create tokamak-shaped plots
- [ ] Support for staggered grids using xgcm
- [ ] Support for encoding topology using xgcm
- [ ] API for applying BoutCore operations (hopefully using `xr.apply_ufunc`)

            

Raw data

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    "name": "xbout",
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    "requires_python": ">=3.8",
    "maintainer_email": null,
    "keywords": "gyrokinetics, analysis, plasma, research",
    "author": "John Omotani",
    "author_email": "Thomas Nicholas <thomas.nicholas@york.ac.uk>",
    "download_url": "https://files.pythonhosted.org/packages/78/bc/f9b2157f4cef968cdf6cec7e8aa44e13a30a1cdeb12d0d51a36accac5b86/xbout-0.3.6.tar.gz",
    "platform": null,
    "description": "# xBOUT\n\n[![Build Status](https://github.com/boutproject/xBOUT/workflows/master/badge.svg)](https://github.com/boutproject/xBOUT/actions)\n[![Documentation Status](https://readthedocs.org/projects/xbout/badge/?version=latest)](https://xbout.readthedocs.io/en/latest/?badge=latest)\n[![DOI](https://zenodo.org/badge/160846663.svg)](https://zenodo.org/badge/latestdoi/160846663)\n\nDocumentation: https://xbout.readthedocs.io\n\nExamples: https://github.com/boutproject/xBOUT-examples\n\nxBOUT provides an interface for collecting the output data from a\n[BOUT++](https://boutproject.github.io/) simulation into an\n[xarray](https://xarray.pydata.org/en/stable/index.html)\ndataset in an efficient and scalable way, as well as accessor methods\nfor common BOUT++ analysis and plotting tasks.\n\nCurrently only in alpha (until 1.0 released) so please report any bugs,\nand feel free to raise issues asking questions or making suggestions.\n\n \n### Installation\n\nWith pip:\n```bash\npip install --user xbout\n```\n\nWith conda:\n```bash\nconda install -c conda-forge xbout\n```\n\nYou can test your installation of `xBOUT` by running `pytest --pyargs xbout`.\n\nxBOUT requires other python packages, which will be installed when you \nrun one of the above install commands if they are not already installed on \nyour system.\n\n\n### Loading your data\n\nThe function `open_boutdataset()` uses xarray & dask to collect BOUT++\ndata spread across multiple NetCDF files into one contiguous xarray\ndataset.\n\nThe data from a BOUT++ run can be loaded with just\n\n```python\nbd = open_boutdataset('./run_dir*/BOUT.dmp.*.nc', inputfilepath='./BOUT.inp')\n```\n\n`open_boutdataset()` returns an instance of an `xarray.Dataset` which\ncontains BOUT-specific information in the `attrs`, so represents a\ngeneral structure for storing all of the output of a simulation,\nincluding data, input options and (soon) grid data.\n\n\n\n### BoutDataset Accessor Methods\n\nxBOUT defines a set of\n[accessor](https://xarray.pydata.org/en/stable/internals.html#extending-xarray)\nmethods on the loaded Datasets and DataArrays, which are called by\n`ds.bout.method()`.\n\nThis is where BOUT-specific data manipulation, analysis and plotting\nfunctionality is stored, for example\n\n```python\nds['n'].bout.animate2D(animate_over='t', x='x', y='z')\n```\n\n![density](doc/images/n_over_t.gif)\n\nor\n\n```python\nds.bout.create_restarts(savepath='.', nxpe=4, nype=4)\n```\n\n\n### Extending xBOUT for your BOUT module\n\nThe accessor classes `BoutDatasetAccessor` and `BoutDataArrayAccessor`\nare intended to be subclassed for specific BOUT++ modules. The subclass\naccessor will then inherit all the `.bout` accessor methods, but you\nwill also be able to override these and define your own methods within\nyour new accessor.\n\n\nFor example to add an extra method specific to the `STORM` BOUT++\nmodule:\n\n```python\nfrom xarray import register_dataset_accessor\nfrom xbout.boutdataset import BoutDatasetAccessor\n\n@register_dataset_accessor('storm')\nclass StormAccessor(BoutAccessor):\n    def __init__(self, ds_object):\n        super().__init__(ds_object)\n\n    def special_method(self):\n        print(\"Do something only STORM users would want to do\")\n\nds.storm.special_method()\n```\n```\nOut [1]: Do something only STORM users would want to do\n```\n\n\nThere is included an example of a\n`StormDataset` which contains all the data from a\n[STORM](https://github.com/boutproject/STORM) simulation, as well as\nextra calculated quantities which are specific to the STORM module.\n\n\n### Contributing\n\nFeel free to raise issues about anything, or submit pull requests,\nthough I would encourage you to submit an issue before writing a pull\nrequest.\nFor a general guide on how to contribute to an open-source python\nproject see\n[xarray's guide for contributors](https://xarray.pydata.org/en/stable/contributing.html).\n\nThe existing code was written using Test-Driven Development, and I would\nlike to continue this, so please include `pytest` tests with any pull\nrequests.\n\nIf you write a new accessor, then this should really live with the code\nfor your BOUT module, but it could potentially be added as an example to\nthis repository too.\n\n\n### Developers\n\nClone the repository with:\n```bash\ngit clone git@github.com:boutproject/xBOUT.git\n```\n\nThe recommended way to work with `xBOUT` from the git repo is to do an editable\ninstall with pip. Run this command from the `xBOUT/` directory:\n```bash\npip install --user -e .\n```\nwhich will also install all the required dependencies. Dependencies can also be\ninstalled using pip\n```bash\npip install --user -r requirements.txt\n```\nor conda\n```\nconda install --file requirements.txt\n```\nIt is possible to use `xBOUT` by adding the `xBOUT/` directory to your\n`$PYTHONPATH`.\n\nTest by running `pytest` in the `xBOUT/` directory.\n\n\n### Development plan\n\nThings which definitely need to be included (see the 1.0 milestone):\n\n- [x] More tests, both with\n and against the original\n`boutdata.collect()`\n- [ ] Speed test against old collect\n\nThings which would be nice and I plan to do:\n\n- [ ] Infer concatenation order from global indexes (see\n[issue](https://github.com/TomNicholas/xBOUT/issues/3))\n- [ ] Real-space coordinates\n- [ ] Variable names and units (following CF conventions)\n- [ ] Unit-aware arrays\n- [ ] Variable normalisations\n\nThings which might require a fair amount of effort by another developer but\ncould be very powerful:\n\n- [x] Using real-space coordinates to create tokamak-shaped plots\n- [ ] Support for staggered grids using xgcm\n- [ ] Support for encoding topology using xgcm\n- [ ] API for applying BoutCore operations (hopefully using `xr.apply_ufunc`)\n",
    "bugtrack_url": null,
    "license": "Apache License Version 2.0, January 2004 https://www.apache.org/licenses/  TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION  1. Definitions.  \"License\" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document.  \"Licensor\" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License.  \"Legal Entity\" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, \"control\" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity.  \"You\" (or \"Your\") shall mean an individual or Legal Entity exercising permissions granted by this License.  \"Source\" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files.  \"Object\" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types.  \"Work\" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below).  \"Derivative Works\" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof.  \"Contribution\" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, \"submitted\" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as \"Not a Contribution.\"  \"Contributor\" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work.  2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form.  3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed.  4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions:  (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and  (b) You must cause any modified files to carry prominent notices stating that You changed the files; and  (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and  (d) If the Work includes a \"NOTICE\" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License.  You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License.  5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions.  6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file.  7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License.  8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages.  9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability.  END OF TERMS AND CONDITIONS  APPENDIX: How to apply the Apache License to your work.  To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets \"[]\" replaced with your own identifying information. (Don't include the brackets!)  The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same \"printed page\" as the copyright notice for easier identification within third-party archives.  Copyright 2020 The contributors to the xBOUT project. xBOUT provides an interface for collecting the output data from a BOUT++ simulation into an xarray dataset in an efficient and scalable way, as well as accessor methods for common BOUT++ analysis and plotting tasks.  Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at  https://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. ",
    "summary": "Collect data from BOUT++ runs in python using xarray",
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