Name | bioontologies JSON |
Version |
0.5.2
JSON |
| download |
home_page | None |
Summary | Tools for biomedical ontologies |
upload_time | 2024-11-23 08:56:15 |
maintainer | None |
docs_url | None |
author | None |
requires_python | >=3.10 |
license | MIT License Copyright (c) 2024 Charles Tapley Hoyt Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. |
keywords |
snekpack
cookiecutter
ontologies
obo foundry
knowledge graphs
biomedicine
biology
systems biology
networks biology
|
VCS |
|
bugtrack_url |
|
requirements |
No requirements were recorded.
|
Travis-CI |
No Travis.
|
coveralls test coverage |
No coveralls.
|
<!--
<p align="center">
<img src="https://github.com/biopragmatics/bioontologies/raw/main/docs/source/logo.png" height="150">
</p>
-->
<h1 align="center">
Bioontologies
</h1>
<p align="center">
<a href="https://github.com/biopragmatics/bioontologies/actions/workflows/tests.yml">
<img alt="Tests" src="https://github.com/biopragmatics/bioontologies/actions/workflows/tests.yml/badge.svg" /></a>
<a href="https://pypi.org/project/bioontologies">
<img alt="PyPI" src="https://img.shields.io/pypi/v/bioontologies" /></a>
<a href="https://pypi.org/project/bioontologies">
<img alt="PyPI - Python Version" src="https://img.shields.io/pypi/pyversions/bioontologies" /></a>
<a href="https://github.com/biopragmatics/bioontologies/blob/main/LICENSE">
<img alt="PyPI - License" src="https://img.shields.io/pypi/l/bioontologies" /></a>
<a href='https://bioontologies.readthedocs.io/en/latest/?badge=latest'>
<img src='https://readthedocs.org/projects/bioontologies/badge/?version=latest' alt='Documentation Status' /></a>
<a href="https://codecov.io/gh/biopragmatics/bioontologies/branch/main">
<img src="https://codecov.io/gh/biopragmatics/bioontologies/branch/main/graph/badge.svg" alt="Codecov status" /></a>
<a href="https://github.com/cthoyt/cookiecutter-python-package">
<img alt="Cookiecutter template from @cthoyt" src="https://img.shields.io/badge/Cookiecutter-snekpack-blue" /></a>
<a href="https://github.com/astral-sh/ruff">
<img src="https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json" alt="Ruff" style="max-width:100%;"></a>
<a href="https://github.com/biopragmatics/bioontologies/blob/main/.github/CODE_OF_CONDUCT.md">
<img src="https://img.shields.io/badge/Contributor%20Covenant-2.1-4baaaa.svg" alt="Contributor Covenant"/></a>
<!-- uncomment if you archive on zenodo
<a href="https://zenodo.org/badge/latestdoi/XXXXXX">
<img src="https://zenodo.org/badge/XXXXXX.svg" alt="DOI"></a>
-->
</p>
Tools for biomedical ontologies
## 💪 Getting Started
This package lets you get OBO Graphs from ontologies based on their OWL
files, OBO files, or [Bioregistry](https://bioregistry.io) prefixes. Internally,
it uses [ROBOT](https://robot.obolibrary.org) to convert from these formats
to [OBO Graph JSON](https://github.com/geneontology/obographs).
```python
import bioontologies
# Get an ontology and convert to OBO Graph object via an OWL IRI
owl_iri = "http://purl.obolibrary.org/obo/go.owl"
parse_results = bioontologies.convert_to_obograph(owl_iri)
# Get an ontology and convert to OBO Graph object via an OBO IRI
obo_iri = "http://purl.obolibrary.org/obo/go.obo"
parse_results = bioontologies.convert_to_obograph(obo_iri)
# Get an ontology by its Bioregistry prefix
parse_results = bioontologies.get_obograph_by_prefix("go")
go_graph_document = parse_results.graph_document
```
## 🚀 Installation
The most recent release can be installed from
[PyPI](https://pypi.org/project/bioontologies/) with:
```console
python3 -m pip install bioontologies
```
The most recent code and data can be installed directly from GitHub with:
```console
python3 -m pip install git+https://github.com/biopragmatics/bioontologies.git
```
## 👐 Contributing
Contributions, whether filing an issue, making a pull request, or forking, are appreciated. See
[CONTRIBUTING.md](https://github.com/biopragmatics/bioontologies/blob/master/.github/CONTRIBUTING.md)
for more information on getting involved.
## 👋 Attribution
### ⚖️ License
The code in this package is licensed under the MIT License.
<!--
### 📖 Citation
Citation goes here!
-->
### 🎁 Support
The Bioregistry was initially developed by the [INDRA Lab](https://indralab.github.io), a part of the
[Laboratory of Systems Pharmacology](https://hits.harvard.edu/the-program/laboratory-of-systems-pharmacology/about/)
and the [Harvard Program in Therapeutic Science (HiTS)](https://hits.harvard.edu)
at [Harvard Medical School](https://hms.harvard.edu/).
### 💰 Funding
The development of this package was partially funded by the DARPA Young Faculty Award W911NF2010255 (PI: Benjamin M. Gyori).
### 🍪 Cookiecutter
This package was created with [@audreyfeldroy](https://github.com/audreyfeldroy)'s
[cookiecutter](https://github.com/cookiecutter/cookiecutter) package using [@cthoyt](https://github.com/cthoyt)'s
[cookiecutter-snekpack](https://github.com/cthoyt/cookiecutter-snekpack) template.
## 🛠️ For Developers
<details>
<summary>See developer instructions</summary>
The final section of the README is for if you want to get involved by making a code contribution.
### Development Installation
To install in development mode, use the following:
```console
git clone git+https://github.com/biopragmatics/bioontologies.git
cd bioontologies
python3 -m pip install -e .
```
### Updating Package Boilerplate
This project uses `cruft` to keep boilerplate (i.e., configuration, contribution guidelines, documentation
configuration)
up-to-date with the upstream cookiecutter package. Update with the following:
```console
python3 -m pip install cruft
cruft update
```
More info on Cruft's update command is
available [here](https://github.com/cruft/cruft?tab=readme-ov-file#updating-a-project).
### 🥼 Testing
After cloning the repository and installing `tox` with
`python3 -m pip install tox tox-uv`,
the unit tests in the `tests/` folder can be run reproducibly with:
```console
tox -e py
```
Additionally, these tests are automatically re-run with each commit in a
[GitHub Action](https://github.com/biopragmatics/bioontologies/actions?query=workflow%3ATests).
### 📖 Building the Documentation
The documentation can be built locally using the following:
```console
git clone git+https://github.com/biopragmatics/bioontologies.git
cd bioontologies
tox -e docs
open docs/build/html/index.html
```
The documentation automatically installs the package as well as the `docs`
extra specified in the [`pyproject.toml`](pyproject.toml). `sphinx` plugins
like `texext` can be added there. Additionally, they need to be added to the
`extensions` list in [`docs/source/conf.py`](docs/source/conf.py).
The documentation can be deployed to [ReadTheDocs](https://readthedocs.io) using
[this guide](https://docs.readthedocs.io/en/stable/intro/import-guide.html).
The [`.readthedocs.yml`](.readthedocs.yml) YAML file contains all the configuration you'll need.
You can also set up continuous integration on GitHub to check not only that
Sphinx can build the documentation in an isolated environment (i.e., with `tox -e docs-test`)
but also that [ReadTheDocs can build it too](https://docs.readthedocs.io/en/stable/pull-requests.html).
#### Configuring ReadTheDocs
1. Log in to ReadTheDocs with your GitHub account to install the integration
at https://readthedocs.org/accounts/login/?next=/dashboard/
2. Import your project by navigating to https://readthedocs.org/dashboard/import then clicking the plus icon next to
your repository
3. You can rename the repository on the next screen using a more stylized name (i.e., with spaces and capital letters)
4. Click next, and you're good to go!
### 📦 Making a Release
#### Configuring Zenodo
[Zenodo](https://zenodo.org) is a long-term archival system that assigns a DOI to each release of your package.
1. Log in to Zenodo via GitHub with this link: https://zenodo.org/oauth/login/github/?next=%2F. This brings you to a
page that lists all of your organizations and asks you to approve installing the Zenodo app on GitHub. Click "grant"
next to any organizations you want to enable the integration for, then click the big green "approve" button. This
step only needs to be done once.
2. Navigate to https://zenodo.org/account/settings/github/, which lists all of your GitHub repositories (both in your
username and any organizations you enabled). Click the on/off toggle for any relevant repositories. When you make
a new repository, you'll have to come back to this
After these steps, you're ready to go! After you make "release" on GitHub (steps for this are below), you can navigate
to https://zenodo.org/account/settings/github/repository/biopragmatics/bioontologies
to see the DOI for the release and link to the Zenodo record for it.
#### Registering with the Python Package Index (PyPI)
You only have to do the following steps once.
1. Register for an account on the [Python Package Index (PyPI)](https://pypi.org/account/register)
2. Navigate to https://pypi.org/manage/account and make sure you have verified your email address. A verification email
might not have been sent by default, so you might have to click the "options" dropdown next to your address to get to
the "re-send verification email" button
3. 2-Factor authentication is required for PyPI since the end of 2023 (see
this [blog post from PyPI](https://blog.pypi.org/posts/2023-05-25-securing-pypi-with-2fa/)). This means
you have to first issue account recovery codes, then set up 2-factor authentication
4. Issue an API token from https://pypi.org/manage/account/token
#### Configuring your machine's connection to PyPI
You have to do the following steps once per machine. Create a file in your home directory called
`.pypirc` and include the following:
```ini
[distutils]
index-servers =
pypi
testpypi
[pypi]
username = __token__
password = <the API token you just got>
# This block is optional in case you want to be able to make test releases to the Test PyPI server
[testpypi]
repository = https://test.pypi.org/legacy/
username = __token__
password = <an API token from test PyPI>
```
Note that since PyPI is requiring token-based authentication, we use `__token__` as the user, verbatim.
If you already have a `.pypirc` file with a `[distutils]` section, just make sure that there is an `index-servers`
key and that `pypi` is in its associated list. More information on configuring the `.pypirc` file can
be found [here](https://packaging.python.org/en/latest/specifications/pypirc).
#### Uploading to PyPI
After installing the package in development mode and installing
`tox` with `python3 -m pip install tox tox-uv`,
run the following from the console:
```console
tox -e finish
```
This script does the following:
1. Uses [bump-my-version](https://github.com/callowayproject/bump-my-version) to switch the version number in
the `pyproject.toml`, `CITATION.cff`, `src/bioontologies/version.py`,
and [`docs/source/conf.py`](docs/source/conf.py) to not have the `-dev` suffix
2. Packages the code in both a tar archive and a wheel using
[`uv build`](https://docs.astral.sh/uv/guides/publish/#building-your-package)
3. Uploads to PyPI using [`twine upload`](https://github.com/pypa/twine).
This will be replaced soon with `uv publish` (see https://github.com/cthoyt/cookiecutter-snekpack/issues/29)
4. Push to GitHub. You'll need to make a release going with the commit where the version was bumped.
5. Bump the version to the next patch. If you made big changes and want to bump the version by minor, you can
use `tox -e bumpversion -- minor` after.
#### Releasing on GitHub
1. Navigate
to https://github.com/biopragmatics/bioontologies/releases/new
to draft a new release
2. Click the "Choose a Tag" dropdown and select the tag corresponding to the release you just made
3. Click the "Generate Release Notes" button to get a quick outline of recent changes. Modify the title and description
as you see fit
4. Click the big green "Publish Release" button
This will trigger Zenodo to assign a DOI to your release as well.
</details>
Raw data
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"author": null,
"author_email": "Charles Tapley Hoyt <cthoyt@gmail.com>",
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"description": "<!--\n<p align=\"center\">\n <img src=\"https://github.com/biopragmatics/bioontologies/raw/main/docs/source/logo.png\" height=\"150\">\n</p>\n-->\n\n<h1 align=\"center\">\n Bioontologies\n</h1>\n\n<p align=\"center\">\n <a href=\"https://github.com/biopragmatics/bioontologies/actions/workflows/tests.yml\">\n <img alt=\"Tests\" src=\"https://github.com/biopragmatics/bioontologies/actions/workflows/tests.yml/badge.svg\" /></a>\n <a href=\"https://pypi.org/project/bioontologies\">\n <img alt=\"PyPI\" src=\"https://img.shields.io/pypi/v/bioontologies\" /></a>\n <a href=\"https://pypi.org/project/bioontologies\">\n <img alt=\"PyPI - Python Version\" src=\"https://img.shields.io/pypi/pyversions/bioontologies\" /></a>\n <a href=\"https://github.com/biopragmatics/bioontologies/blob/main/LICENSE\">\n <img alt=\"PyPI - License\" src=\"https://img.shields.io/pypi/l/bioontologies\" /></a>\n <a href='https://bioontologies.readthedocs.io/en/latest/?badge=latest'>\n <img src='https://readthedocs.org/projects/bioontologies/badge/?version=latest' alt='Documentation Status' /></a>\n <a href=\"https://codecov.io/gh/biopragmatics/bioontologies/branch/main\">\n <img src=\"https://codecov.io/gh/biopragmatics/bioontologies/branch/main/graph/badge.svg\" alt=\"Codecov status\" /></a> \n <a href=\"https://github.com/cthoyt/cookiecutter-python-package\">\n <img alt=\"Cookiecutter template from @cthoyt\" src=\"https://img.shields.io/badge/Cookiecutter-snekpack-blue\" /></a>\n <a href=\"https://github.com/astral-sh/ruff\">\n <img src=\"https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json\" alt=\"Ruff\" style=\"max-width:100%;\"></a>\n <a href=\"https://github.com/biopragmatics/bioontologies/blob/main/.github/CODE_OF_CONDUCT.md\">\n <img src=\"https://img.shields.io/badge/Contributor%20Covenant-2.1-4baaaa.svg\" alt=\"Contributor Covenant\"/></a>\n <!-- uncomment if you archive on zenodo\n <a href=\"https://zenodo.org/badge/latestdoi/XXXXXX\">\n <img src=\"https://zenodo.org/badge/XXXXXX.svg\" alt=\"DOI\"></a>\n -->\n</p>\n\nTools for biomedical ontologies\n\n## \ud83d\udcaa Getting Started\n\nThis package lets you get OBO Graphs from ontologies based on their OWL\nfiles, OBO files, or [Bioregistry](https://bioregistry.io) prefixes. Internally,\nit uses [ROBOT](https://robot.obolibrary.org) to convert from these formats\nto [OBO Graph JSON](https://github.com/geneontology/obographs).\n\n```python\nimport bioontologies\n\n# Get an ontology and convert to OBO Graph object via an OWL IRI\nowl_iri = \"http://purl.obolibrary.org/obo/go.owl\"\nparse_results = bioontologies.convert_to_obograph(owl_iri)\n\n# Get an ontology and convert to OBO Graph object via an OBO IRI\nobo_iri = \"http://purl.obolibrary.org/obo/go.obo\"\nparse_results = bioontologies.convert_to_obograph(obo_iri)\n\n# Get an ontology by its Bioregistry prefix\nparse_results = bioontologies.get_obograph_by_prefix(\"go\")\ngo_graph_document = parse_results.graph_document\n```\n\n## \ud83d\ude80 Installation\n\nThe most recent release can be installed from\n[PyPI](https://pypi.org/project/bioontologies/) with:\n\n```console\npython3 -m pip install bioontologies\n```\n\nThe most recent code and data can be installed directly from GitHub with:\n\n```console\npython3 -m pip install git+https://github.com/biopragmatics/bioontologies.git\n```\n\n## \ud83d\udc50 Contributing\n\nContributions, whether filing an issue, making a pull request, or forking, are appreciated. See\n[CONTRIBUTING.md](https://github.com/biopragmatics/bioontologies/blob/master/.github/CONTRIBUTING.md)\nfor more information on getting involved.\n\n## \ud83d\udc4b Attribution\n\n### \u2696\ufe0f License\n\nThe code in this package is licensed under the MIT License.\n\n<!--\n### \ud83d\udcd6 Citation\n\nCitation goes here!\n-->\n\n### \ud83c\udf81 Support\n\nThe Bioregistry was initially developed by the [INDRA Lab](https://indralab.github.io), a part of the\n[Laboratory of Systems Pharmacology](https://hits.harvard.edu/the-program/laboratory-of-systems-pharmacology/about/)\nand the [Harvard Program in Therapeutic Science (HiTS)](https://hits.harvard.edu)\nat [Harvard Medical School](https://hms.harvard.edu/).\n\n### \ud83d\udcb0 Funding\n\nThe development of this package was partially funded by the DARPA Young Faculty Award W911NF2010255 (PI: Benjamin M. Gyori).\n\n### \ud83c\udf6a Cookiecutter\n\nThis package was created with [@audreyfeldroy](https://github.com/audreyfeldroy)'s\n[cookiecutter](https://github.com/cookiecutter/cookiecutter) package using [@cthoyt](https://github.com/cthoyt)'s\n[cookiecutter-snekpack](https://github.com/cthoyt/cookiecutter-snekpack) template.\n\n## \ud83d\udee0\ufe0f For Developers\n\n<details>\n <summary>See developer instructions</summary>\n\nThe final section of the README is for if you want to get involved by making a code contribution.\n\n### Development Installation\n\nTo install in development mode, use the following:\n\n```console\ngit clone git+https://github.com/biopragmatics/bioontologies.git\ncd bioontologies\npython3 -m pip install -e .\n```\n\n### Updating Package Boilerplate\n\nThis project uses `cruft` to keep boilerplate (i.e., configuration, contribution guidelines, documentation\nconfiguration)\nup-to-date with the upstream cookiecutter package. Update with the following:\n\n```console\npython3 -m pip install cruft\ncruft update\n```\n\nMore info on Cruft's update command is\navailable [here](https://github.com/cruft/cruft?tab=readme-ov-file#updating-a-project).\n\n### \ud83e\udd7c Testing\n\nAfter cloning the repository and installing `tox` with\n`python3 -m pip install tox tox-uv`,\nthe unit tests in the `tests/` folder can be run reproducibly with:\n\n```console\ntox -e py\n```\n\nAdditionally, these tests are automatically re-run with each commit in a\n[GitHub Action](https://github.com/biopragmatics/bioontologies/actions?query=workflow%3ATests).\n\n### \ud83d\udcd6 Building the Documentation\n\nThe documentation can be built locally using the following:\n\n```console\ngit clone git+https://github.com/biopragmatics/bioontologies.git\ncd bioontologies\ntox -e docs\nopen docs/build/html/index.html\n```\n\nThe documentation automatically installs the package as well as the `docs`\nextra specified in the [`pyproject.toml`](pyproject.toml). `sphinx` plugins\nlike `texext` can be added there. Additionally, they need to be added to the\n`extensions` list in [`docs/source/conf.py`](docs/source/conf.py).\n\nThe documentation can be deployed to [ReadTheDocs](https://readthedocs.io) using\n[this guide](https://docs.readthedocs.io/en/stable/intro/import-guide.html).\nThe [`.readthedocs.yml`](.readthedocs.yml) YAML file contains all the configuration you'll need.\nYou can also set up continuous integration on GitHub to check not only that\nSphinx can build the documentation in an isolated environment (i.e., with `tox -e docs-test`)\nbut also that [ReadTheDocs can build it too](https://docs.readthedocs.io/en/stable/pull-requests.html).\n\n#### Configuring ReadTheDocs\n\n1. Log in to ReadTheDocs with your GitHub account to install the integration\n at https://readthedocs.org/accounts/login/?next=/dashboard/\n2. Import your project by navigating to https://readthedocs.org/dashboard/import then clicking the plus icon next to\n your repository\n3. You can rename the repository on the next screen using a more stylized name (i.e., with spaces and capital letters)\n4. Click next, and you're good to go!\n\n### \ud83d\udce6 Making a Release\n\n#### Configuring Zenodo\n\n[Zenodo](https://zenodo.org) is a long-term archival system that assigns a DOI to each release of your package.\n\n1. Log in to Zenodo via GitHub with this link: https://zenodo.org/oauth/login/github/?next=%2F. This brings you to a\n page that lists all of your organizations and asks you to approve installing the Zenodo app on GitHub. Click \"grant\"\n next to any organizations you want to enable the integration for, then click the big green \"approve\" button. This\n step only needs to be done once.\n2. Navigate to https://zenodo.org/account/settings/github/, which lists all of your GitHub repositories (both in your\n username and any organizations you enabled). Click the on/off toggle for any relevant repositories. When you make\n a new repository, you'll have to come back to this\n\nAfter these steps, you're ready to go! After you make \"release\" on GitHub (steps for this are below), you can navigate\nto https://zenodo.org/account/settings/github/repository/biopragmatics/bioontologies\nto see the DOI for the release and link to the Zenodo record for it.\n\n#### Registering with the Python Package Index (PyPI)\n\nYou only have to do the following steps once.\n\n1. Register for an account on the [Python Package Index (PyPI)](https://pypi.org/account/register)\n2. Navigate to https://pypi.org/manage/account and make sure you have verified your email address. A verification email\n might not have been sent by default, so you might have to click the \"options\" dropdown next to your address to get to\n the \"re-send verification email\" button\n3. 2-Factor authentication is required for PyPI since the end of 2023 (see\n this [blog post from PyPI](https://blog.pypi.org/posts/2023-05-25-securing-pypi-with-2fa/)). This means\n you have to first issue account recovery codes, then set up 2-factor authentication\n4. Issue an API token from https://pypi.org/manage/account/token\n\n#### Configuring your machine's connection to PyPI\n\nYou have to do the following steps once per machine. Create a file in your home directory called\n`.pypirc` and include the following:\n\n```ini\n[distutils]\nindex-servers =\n pypi\n testpypi\n\n[pypi]\nusername = __token__\npassword = <the API token you just got>\n\n# This block is optional in case you want to be able to make test releases to the Test PyPI server\n[testpypi]\nrepository = https://test.pypi.org/legacy/\nusername = __token__\npassword = <an API token from test PyPI>\n```\n\nNote that since PyPI is requiring token-based authentication, we use `__token__` as the user, verbatim.\nIf you already have a `.pypirc` file with a `[distutils]` section, just make sure that there is an `index-servers`\nkey and that `pypi` is in its associated list. More information on configuring the `.pypirc` file can\nbe found [here](https://packaging.python.org/en/latest/specifications/pypirc).\n\n#### Uploading to PyPI\n\nAfter installing the package in development mode and installing\n`tox` with `python3 -m pip install tox tox-uv`,\nrun the following from the console:\n\n```console\ntox -e finish\n```\n\nThis script does the following:\n\n1. Uses [bump-my-version](https://github.com/callowayproject/bump-my-version) to switch the version number in\n the `pyproject.toml`, `CITATION.cff`, `src/bioontologies/version.py`,\n and [`docs/source/conf.py`](docs/source/conf.py) to not have the `-dev` suffix\n2. Packages the code in both a tar archive and a wheel using\n [`uv build`](https://docs.astral.sh/uv/guides/publish/#building-your-package)\n3. Uploads to PyPI using [`twine upload`](https://github.com/pypa/twine).\n This will be replaced soon with `uv publish` (see https://github.com/cthoyt/cookiecutter-snekpack/issues/29)\n4. Push to GitHub. You'll need to make a release going with the commit where the version was bumped.\n5. Bump the version to the next patch. If you made big changes and want to bump the version by minor, you can\n use `tox -e bumpversion -- minor` after.\n\n#### Releasing on GitHub\n\n1. Navigate\n to https://github.com/biopragmatics/bioontologies/releases/new\n to draft a new release\n2. Click the \"Choose a Tag\" dropdown and select the tag corresponding to the release you just made\n3. Click the \"Generate Release Notes\" button to get a quick outline of recent changes. Modify the title and description\n as you see fit\n4. Click the big green \"Publish Release\" button\n\nThis will trigger Zenodo to assign a DOI to your release as well.\n\n</details>\n",
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"license": "MIT License Copyright (c) 2024 Charles Tapley Hoyt Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"Software\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ",
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