CloudnetPy
A Python software designed for producing vertical profiles of cloud properties from ground-based remote sensing measurements.
https://github.com/actris-cloudnet/cloudnetpy
Category: Atmosphere
Sub Category: Atmospheric Chemistry and Aerosol
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Last synced: about 7 hours ago
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Repository metadata
Python package for Cloudnet data processing
- Host: GitHub
- URL: https://github.com/actris-cloudnet/cloudnetpy
- Owner: actris-cloudnet
- License: mit
- Created: 2020-01-13T13:31:57.000Z (almost 6 years ago)
- Default Branch: main
- Last Pushed: 2025-12-18T13:29:38.000Z (7 days ago)
- Last Synced: 2025-12-19T21:58:48.765Z (6 days ago)
- Language: Python
- Homepage:
- Size: 89.7 MB
- Stars: 49
- Watchers: 8
- Forks: 32
- Open Issues: 0
- Releases: 342
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Citation: CITATION.cff
README.md
CloudnetPy
CloudnetPy is Python software designed for producing vertical profiles of cloud properties from ground-based
remote sensing measurements. The Cloudnet processing combines data from cloud radar, optical lidar,
microwave radiometer, and numerical weather prediction models.
Measurements and model data are brought into a common grid and
classified as ice, liquid, aerosol, insects, and so on.
Subsequently, geophysical products such as ice water content can be
retrieved in further processing steps. See Illingworth et al. (2007) for more details about the concept.
CloudnetPy is a rewritten version of the original Cloudnet MATLAB code. It features several revised methods, extensive documentation, and more.
- CloudnetPy documentation: https://actris-cloudnet.github.io/cloudnetpy/
- Cloudnet data portal: https://cloudnet.fmi.fi

Installation
Option 1: From PyPI
python3 -m pip install cloudnetpy
Option 2: From the source
git clone https://github.com/actris-cloudnet/cloudnetpy
cd cloudnetpy/
python3 -m venv venv
source venv/bin/activate
python3 -m pip install --upgrade pip
python3 -m pip install .
Verification
To verify the installation:
cloudnetpy --help
Citing
If you wish to acknowledge CloudnetPy in your publication, please cite:
Tukiainen et al., (2020). CloudnetPy: A Python package for processing cloud remote sensing data. Journal of Open Source Software, 5(53), 2123, https://doi.org/10.21105/joss.02123
Contributing
We encourage you to contribute to CloudnetPy! Please check out the contribution guidelines about how to proceed.
Development
Follow the installation instructions from the source above but install with the development dependencies and pre-commit hooks:
python3 -m pip install -e .[dev,test]
pre-commit install
Run unit tests:
python3 -m pytest
python3 -m pytest tests/unit/test_hatpro.py
Run end-to-end tests:
python3 tests/e2e_test.py
for f in cloudnetpy/model_evaluation/tests/e2e/*/main.py; do $f; done
Force pre-commit checks (ruff, mypy, etc.) for all files:
pre-commit run --all
License
MIT
Citation (CITATION.cff)
cff-version: 1.2.0
title: >-
CloudnetPy: A Python package for processing cloud remote
sensing data
message: >-
If you use this software, please cite our article in the
Journal of Open Source Software.
type: software
authors:
- family-names: Tukiainen
given-names: Simo
orcid: "https://orcid.org/0000-0002-0651-4622"
affiliation: Finnish Meteorological Institute
- family-names: Siipola
given-names: Tuomas
affiliation: Finnish Meteorological Institute
orcid: "https://orcid.org/0009-0004-7757-0893"
- family-names: Korpinen
given-names: Anniina
affiliation: Finnish Meteorological Institute
- family-names: O'Connor
given-names: Ewan
orcid: "https://orcid.org/0000-0001-9834-5100"
affiliation: Finnish Meteorological Institute
contact:
- family-names: Tukiainen
given-names: Simo
orcid: "https://orcid.org/0000-0002-0651-4622"
affiliation: Finnish Meteorological Institute
repository-code: "https://github.com/actris-cloudnet/cloudnetpy"
abstract: >-
CloudnetPy is Python software designed for producing
vertical profiles of cloud properties from ground-based
remote sensing measurements.
keywords:
- Python
- cloud radar
- lidar
- microwave radiometer
- remote sensing
license: MIT
doi: 10.5281/zenodo.3666030
preferred-citation:
type: article
authors:
- family-names: Tukiainen
given-names: Simo
orcid: "https://orcid.org/0000-0002-0651-4622"
affiliation: Finnish Meteorological Institute
- family-names: O'Connor
given-names: Ewan
orcid: "https://orcid.org/0000-0001-9834-5100"
affiliation: Finnish Meteorological Institute
- family-names: Anniina
given-names: Korpinen
affiliation: Finnish Meteorological Institute
doi: 10.21105/joss.02123
journal: Journal of Open Source Software
publisher:
name: Open Journals
issn: 2475-9066
start: 2123
end: 2123
title: "CloudnetPy: A Python package for processing cloud remote sensing data"
issue: 53
volume: 5
year: 2020
date-published: 2020-09-04
url: https://joss.theoj.org/papers/10.21105/joss.02123
Owner metadata
- Name: ACTRIS Cloudnet
- Login: actris-cloudnet
- Email: actris-cloudnet@fmi.fi
- Kind: organization
- Description: ACTRIS Cloud Remote Sensing Unit (CLU)
- Website: https://cloudnet.fmi.fi/
- Location: Helsinki, Finland
- Twitter: ACTRIS_Cloudnet
- Company:
- Icon url: https://avatars.githubusercontent.com/u/52170164?v=4
- Repositories: 12
- Last ynced at: 2023-03-04T05:13:59.874Z
- Profile URL: https://github.com/actris-cloudnet
GitHub Events
Total
- Create event: 99
- Issues event: 2
- Release event: 73
- Watch event: 13
- Delete event: 26
- Issue comment event: 3
- Push event: 311
- Pull request review event: 4
- Pull request review comment event: 2
- Pull request event: 17
- Fork event: 3
Last Year
- Create event: 75
- Issues event: 2
- Release event: 55
- Watch event: 8
- Delete event: 19
- Issue comment event: 2
- Push event: 217
- Pull request review event: 3
- Pull request review comment event: 1
- Pull request event: 14
- Fork event: 1
Committers metadata
Last synced: 1 day ago
Total Commits: 1,593
Total Committers: 14
Avg Commits per committer: 113.786
Development Distribution Score (DDS): 0.315
Commits in past year: 268
Committers in past year: 4
Avg Commits per committer in past year: 67.0
Development Distribution Score (DDS) in past year: 0.425
| Name | Commits | |
|---|---|---|
| Simo Tukiainen | s****n@f****i | 1091 |
| Tuomas Siipola | t****a@f****i | 458 |
| Anniina Korpinen | a****n@f****i | 13 |
| Niko Leskinen | n****n@f****i | 12 |
| Lauri Kangassalo | l****o@f****i | 6 |
| spirrobe | s****e | 3 |
| Moritz Lochmann | m****n@u****e | 2 |
| Willi Schimmel | w****l@u****e | 2 |
| swr99ejo | e****r@f****i | 1 |
| martin_rdz | 3****z | 1 |
| griesche | 4****e | 1 |
| Longtsing | s****s@v****m | 1 |
| Joseph Hardin | j****e@g****m | 1 |
| Andreas Foth | 4****e | 1 |
Committer domains:
- fmi.fi: 6
- uni-leipzig.de: 2
- vip.qq.com: 1
Issue and Pull Request metadata
Last synced: 10 days ago
Total issues: 24
Total pull requests: 118
Average time to close issues: 4 months
Average time to close pull requests: 11 days
Total issue authors: 12
Total pull request authors: 15
Average comments per issue: 2.0
Average comments per pull request: 0.31
Merged pull request: 103
Bot issues: 0
Bot pull requests: 0
Past year issues: 2
Past year pull requests: 21
Past year average time to close issues: 1 day
Past year average time to close pull requests: 9 days
Past year issue authors: 2
Past year pull request authors: 4
Past year average comments per issue: 1.0
Past year average comments per pull request: 0.05
Past year merged pull request: 14
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- spirrobe (5)
- WillyWallace (4)
- griesche (3)
- ekschuman (3)
- josephhardinee (2)
- swr99ejo (1)
- syedhamidali (1)
- tukiains (1)
- HolgerPollyNet (1)
- KarlJohnsonnn (1)
- pablosaa (1)
- martin-rdz (1)
Top Pull Request Authors
- tukiains (73)
- siiptuo (19)
- nikoleskinen (5)
- KorpinenA (3)
- shenganzhang (2)
- spirrobe (2)
- griesche (2)
- lakka (2)
- KarlJohnsonnn (2)
- MoLochmann (2)
- Haoyu-Gao (2)
- longtsing (1)
- WillyWallace (1)
- josephhardinee (1)
- martin-rdz (1)
Top Issue Labels
- enhancement (1)
Top Pull Request Labels
Package metadata
- Total packages: 2
-
Total downloads:
- pypi: 2,692 last-month
- Total dependent packages: 1 (may contain duplicates)
- Total dependent repositories: 1 (may contain duplicates)
- Total versions: 737
- Total maintainers: 3
proxy.golang.org: github.com/actris-cloudnet/cloudnetpy
- Homepage:
- Documentation: https://pkg.go.dev/github.com/actris-cloudnet/cloudnetpy#section-documentation
- Licenses: mit
- Latest release: v1.86.23 (published 15 days ago)
- Last Synced: 2025-12-22T14:06:29.545Z (3 days ago)
- Versions: 372
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.401%
- Average: 5.583%
- Dependent repos count: 5.764%
pypi.org: cloudnetpy
Python package for Cloudnet processing
- Homepage: https://github.com/actris-cloudnet/cloudnetpy
- Documentation: https://actris-cloudnet.github.io/cloudnetpy/
- Licenses: MIT License Copyright (c) 2019-2022 Finnish Meteorological Institute 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.
- Latest release: 1.86.23 (published 15 days ago)
- Last Synced: 2025-12-22T14:06:28.369Z (3 days ago)
- Versions: 365
- Dependent Packages: 1
- Dependent Repositories: 1
- Downloads: 2,692 Last month
-
Rankings:
- Dependent packages count: 4.798%
- Downloads: 5.481%
- Forks count: 8.107%
- Average: 10.333%
- Stargazers count: 11.752%
- Dependent repos count: 21.526%
- Maintainers (3)
Dependencies
- actions/checkout v3 composite
- actions/setup-python v4 composite
- softprops/action-gh-release v1 composite
- actions/checkout v3 composite
- actions/setup-python v4 composite
- sphinx ==5.3.0
- sphinx-rtd-theme ==1.1.1
- cloudnetpy_qc >=1.13.8
- matplotlib *
- mwrpy >=0.4.3
- netCDF4 *
- requests *
- rpgpy >=0.14.5
- scikit-image *
- scipy *
- actions/checkout v4 composite
- actions/deploy-pages v2 composite
- actions/setup-python v4 composite
- actions/upload-pages-artifact v2 composite
Score: 14.430772950865615