Miranda
A modern Python utility library for climate data collection and management.
https://github.com/Ouranosinc/miranda
Category: Climate Change
Sub Category: Climate Data Processing and Analysis
Keywords
archiving climate collection management netcdf
Keywords from Contributors
earth-system-model icclim climate-analysis climate-science netcdf4 xclim anuclim raven ogc indices
Last synced: about 24 hours ago
JSON representation
Repository metadata
A modern Python utility library for climate data collection and management
- Host: GitHub
- URL: https://github.com/Ouranosinc/miranda
- Owner: Ouranosinc
- License: apache-2.0
- Created: 2019-08-22T16:12:39.000Z (over 6 years ago)
- Default Branch: main
- Last Pushed: 2025-12-12T17:23:59.000Z (14 days ago)
- Last Synced: 2025-12-14T08:20:21.559Z (12 days ago)
- Topics: archiving, climate, collection, management, netcdf
- Language: Python
- Size: 51.4 MB
- Stars: 20
- Watchers: 5
- Forks: 2
- Open Issues: 19
- Releases: 4
-
Metadata Files:
- Readme: README.rst
- Changelog: CHANGELOG.rst
- Contributing: CONTRIBUTING.rst
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Citation: CITATION.cff
- Security: SECURITY.md
- Authors: AUTHORS.rst
- Zenodo: .zenodo.json
README.rst
==============
Miranda |logo|
==============
+----------------------------+-----------------------------------------------------+
| Versions | |pypi| |conda| |
+----------------------------+-----------------------------------------------------+
| Documentation and Support | |docs| |versions| |
+----------------------------+-----------------------------------------------------+
| Open Source | |license| |ossf-score| |zenodo| |
+----------------------------+-----------------------------------------------------+
| Coding Standards | |ruff| |pre-commit| |ossf-bp| |
+----------------------------+-----------------------------------------------------+
| Development Status | |status| |build| |coveralls| |
+----------------------------+-----------------------------------------------------+
Python utilities for climate data collection, conversion, and management.
* Free software: Apache Software License 2.0
* Documentation: https://miranda.readthedocs.io.
Features
--------
Data collection functions for climate and forecast data hosted at:
* ECMWF (Europe) (ERA5, ERA5-Land, TIGGE)
* ECCC (Canada) (Monthly Climate Summaries, ECCC GEOAPI) (In development)
* NCAR (CORDEX-NA on AWS)
Data conversion for `Climate and Forecasting (CF) `_ Variable and Metadata compliance:
* ECMWF (Europe) (ERA5, ERA5-Land, TIGGE) (In Development)
* ECCC (Canada) (Flat File Observations, Monthly Climate Summaries, Adjusted and Homogenized Climate Data, ECCC GEOAPI) (In Development)
* MELCC (Québec)
* Hydro-Québec (In Development)
Database structuring and facets validation:
* Simulations:
* WCRP (CMIP5, CMIP6, CMIP5-CORDEX, CORDEX-ADJUST, ISIMIP, etc.)
* Station-Observations:
* MELCC (Québec) (Needs `mdbtools `_ installed)
* ECCC (Canada) (In Development)
* Hydro-Québec (In Development)
* Gridded-Observations:
* NRCAN (Canada) (In Development)
* MELCC (Québec) (In Development)
* Reanalyses:
* ECCC (Canada) (CanSWE, CaSR, RDRS)
* ECMWF (Europe) (ERA5, ERA5-Land, TIGGE)
* NASA (DayMET, NEX-GDDP) (In Development)
* USask (Canada) (EMDNA)
Installation
------------
`miranda` can be installed from PyPI::
$ pip install miranda
Some functionalities require complex-to-install dependencies.
In order to gain access to them, we strongly suggest using `Anaconda `_ to manage your environment::
$ conda env create -f environment.yml
$ conda activate miranda
$ pip install miranda[full]
For more information about Anaconda/Miniconda/conda-forge:
* Miniconda: https://docs.conda.io/en/latest/miniconda.html
* conda-forge: https://conda-forge.org/#about
`miranda` also relies on `PyESSV `_ for its climate data controlled vocabulary.
This library is optional for users who do not require validation checks,
but enabling this feature requires additional installation steps::
$ mkdir -p ~/.esdoc
$ git clone git@github.com:ES-DOC/pyessv-archive.git ~/.esdoc/pyessv-archive
Contributing
------------
See the contributing documentation: https://miranda.readthedocs.io/en/latest/contributing.html
Credits
-------
This package was created with Cookiecutter_ and the `Ouranosinc/cookiecutter-pypackage`_ project template.
.. _Cookiecutter: https://github.com/cookiecutter/cookiecutter
.. _`Ouranosinc/cookiecutter-pypackage`: https://github.com/Ouranosinc/cookiecutter-pypackage
.. |build| image:: https://github.com/Ouranosinc/miranda/actions/workflows/main.yml/badge.svg
:target: https://github.com/Ouranosinc/miranda/actions
:alt: Build Status
.. |conda| image:: https://img.shields.io/conda/vn/conda-forge/python-miranda.svg
:target: https://anaconda.org/conda-forge/python-miranda
:alt: Conda-forge Build Version
.. |coveralls| image:: https://coveralls.io/repos/github/Ouranosinc/miranda/badge.svg
:target: https://coveralls.io/github/Ouranosinc/miranda
:alt: Coveralls
.. |docs| image:: https://readthedocs.org/projects/miranda/badge/?version=latest
:target: https://miranda.readthedocs.io/en/latest/?version=latest
:alt: Documentation Status
.. |license| image:: https://img.shields.io/github/license/Ouranosinc/miranda.svg
:target: https://github.com/Ouranosinc/miranda/blob/main/LICENSE
:alt: License
.. |ossf-bp| image:: https://bestpractices.coreinfrastructure.org/projects/11291/badge
:target: https://bestpractices.coreinfrastructure.org/projects/11291
:alt: Open Source Security Foundation Best Practices
.. |ossf-score| image:: https://api.securityscorecards.dev/projects/github.com/Ouranosinc/miranda/badge
:target: https://securityscorecards.dev/viewer/?uri=github.com/Ouranosinc/miranda
:alt: OpenSSF Scorecard
.. |logo| image:: https://raw.githubusercontent.com/Ouranosinc/miranda/main/docs/_static/images/miranda-logo-small.png
:target: https://github.com/Ouranosinc/miranda
:alt: Miranda
.. |pre-commit| image:: https://results.pre-commit.ci/badge/github/Ouranosinc/miranda/main.svg
:target: https://results.pre-commit.ci/latest/github/Ouranosinc/miranda/main
:alt: pre-commit.ci status
.. |pypi| image:: https://img.shields.io/pypi/v/miranda.svg
:target: https://pypi.python.org/pypi/miranda
:alt: PyPI
.. |ruff| image:: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json
:target: https://github.com/astral-sh/ruff
:alt: Ruff
.. |status| image:: https://www.repostatus.org/badges/latest/active.svg
:target: https://www.repostatus.org/#active
:alt: Project Status: Active – The project has reached a stable, usable state and is being actively developed.
.. |versions| image:: https://img.shields.io/pypi/pyversions/miranda.svg
:target: https://pypi.python.org/pypi/miranda
:alt: Supported Python Versions
.. |zenodo| image:: https://zenodo.org/badge/203830590.svg
:target: https://zenodo.org/badge/latestdoi/203830590
:alt: DOI
Owner metadata
- Name: Ouranos inc.
- Login: Ouranosinc
- Email:
- Kind: organization
- Description: Consortium on regional climatology
- Website: www.ouranos.ca
- Location: Canada
- Twitter: ouranos_cc
- Company:
- Icon url: https://avatars.githubusercontent.com/u/1696763?v=4
- Repositories: 37
- Last ynced at: 2023-02-26T14:20:41.025Z
- Profile URL: https://github.com/Ouranosinc
GitHub Events
Total
- Create event: 74
- Release event: 1
- Issues event: 3
- Watch event: 3
- Delete event: 61
- Issue comment event: 54
- Push event: 258
- Pull request review comment event: 36
- Pull request event: 116
- Pull request review event: 85
Last Year
- Create event: 74
- Release event: 1
- Issues event: 3
- Watch event: 3
- Delete event: 61
- Issue comment event: 54
- Push event: 257
- Pull request review comment event: 36
- Pull request review event: 84
- Pull request event: 116
Committers metadata
Last synced: 24 days ago
Total Commits: 1,605
Total Committers: 11
Avg Commits per committer: 145.909
Development Distribution Score (DDS): 0.33
Commits in past year: 392
Committers in past year: 6
Avg Commits per committer in past year: 65.333
Development Distribution Score (DDS) in past year: 0.62
| Name | Commits | |
|---|---|---|
| Zeitsperre | 1****e | 1076 |
| tlogan2000 | l****s@o****a | 172 |
| pre-commit-ci[bot] | 6****] | 143 |
| dependabot[bot] | 4****] | 73 |
| Asli Bese | a****e@d****a | 45 |
| bumpversion[bot] | b****]@o****a | 36 |
| juliettelavoie | j****e@h****a | 27 |
| Pascal Bourgault | b****l@o****a | 25 |
| Asli Bese | 1****e | 3 |
| RondeauG | r****l@o****a | 3 |
| David Huard | h****d@o****a | 2 |
Committer domains:
- ouranos.ca: 5
- hotmail.ca: 1
- doris.ouranos.ca: 1
Issue and Pull Request metadata
Last synced: 2 months ago
Total issues: 37
Total pull requests: 327
Average time to close issues: 9 months
Average time to close pull requests: 16 days
Total issue authors: 8
Total pull request authors: 9
Average comments per issue: 2.41
Average comments per pull request: 0.53
Merged pull request: 264
Bot issues: 2
Bot pull requests: 195
Past year issues: 4
Past year pull requests: 127
Past year average time to close issues: about 1 hour
Past year average time to close pull requests: 13 days
Past year issue authors: 3
Past year pull request authors: 5
Past year average comments per issue: 0.75
Past year average comments per pull request: 0.59
Past year merged pull request: 80
Past year bot issues: 2
Past year bot pull requests: 87
Top Issue Authors
- Zeitsperre (18)
- juliettelavoie (8)
- aulemahal (4)
- DoMatte (2)
- dependabot[bot] (2)
- tlogan2000 (1)
- aslibese (1)
- RondeauG (1)
Top Pull Request Authors
- dependabot[bot] (129)
- Zeitsperre (89)
- pre-commit-ci[bot] (66)
- tlogan2000 (19)
- aslibese (13)
- aulemahal (4)
- juliettelavoie (3)
- RondeauG (2)
- huard (2)
Top Issue Labels
- enhancement (15)
- invalid (3)
- data bug (2)
- wontfix (2)
- bug (2)
- documentation (2)
- dependencies (2)
- python (2)
- help wanted (1)
- priority (1)
- CI (1)
Top Pull Request Labels
- dependencies (129)
- CI (90)
- python (69)
- github_actions (60)
- enhancement (32)
- docs (16)
- documentation (14)
- bug (9)
- invalid (2)
Package metadata
- Total packages: 3
-
Total downloads:
- pypi: 79 last-month
- Total dependent packages: 0 (may contain duplicates)
- Total dependent repositories: 0 (may contain duplicates)
- Total versions: 12
- Total maintainers: 2
proxy.golang.org: github.com/ouranosinc/miranda
- Homepage:
- Documentation: https://pkg.go.dev/github.com/ouranosinc/miranda#section-documentation
- Licenses: apache-2.0
- Latest release: v0.6.0 (published 4 months ago)
- Last Synced: 2025-12-01T09:25:40.550Z (25 days ago)
- Versions: 4
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.395%
- Average: 5.576%
- Dependent repos count: 5.758%
proxy.golang.org: github.com/Ouranosinc/miranda
- Homepage:
- Documentation: https://pkg.go.dev/github.com/Ouranosinc/miranda#section-documentation
- Licenses: apache-2.0
- Latest release: v0.6.0 (published 4 months ago)
- Last Synced: 2025-11-30T22:33:31.007Z (26 days ago)
- Versions: 4
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.395%
- Average: 5.576%
- Dependent repos count: 5.758%
pypi.org: miranda
Python utilities for climate data collection, conversion, and management.
- Homepage: https://miranda.readthedocs.io/
- Documentation: https://miranda.readthedocs.io/
- Licenses: Apache Software License
- Latest release: 0.6.0 (published 4 months ago)
- Last Synced: 2025-10-30T11:51:23.075Z (about 2 months ago)
- Versions: 4
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 79 Last month
-
Rankings:
- Dependent packages count: 6.633%
- Stargazers count: 16.126%
- Forks count: 19.553%
- Average: 21.323%
- Dependent repos count: 30.611%
- Downloads: 33.691%
- Maintainers (2)
Dependencies
- actions/checkout v2 composite
- actions/setup-python v4 composite
- ad-m/github-push-action master composite
- actions/checkout v3 composite
- github/codeql-action/analyze v2 composite
- github/codeql-action/autobuild v2 composite
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- pypa/gh-action-pypi-publish release/v1 composite
- cftime *
- dask *
- distributed *
- h5netcdf *
- netCDF4 *
- numpy *
- pandas *
- pyessv *
- pyyaml *
- schema *
- xarray *
- xclim *
- zarr *
- cdsapi *
- distributed *
- ecmwf-api-client *
- fabric *
- intake *
- intake-esm *
- numcodecs *
- paramiko >=2.6.0
- s3fs *
- scp *
- black >=23.3.0
- bump2version
- cdsapi
- cftime
- clisops >=0.9
- coverage
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- ecmwf-api-client
- fabric
- flake8
- furo >=2023.07.26
- h5netcdf
- intake
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- ipython
- nbsphinx
- netcdf4
- numba >=0.55.2
- numcodecs
- numpy
- pandas
- pandoc
- paramiko >=2.6.0
- pre-commit
- pyproj
- pytest
- python >=3.7,<3.12
- pyupgrade
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Score: 10.455906073600456