GrainLearning
GrainLearning: A Bayesian uncertainty quantification toolbox for discrete and continuum numerical models of granular materials - Published in JOSS (2024)
Science Score: 98.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 1 DOI reference(s) in JOSS metadata -
○Academic publication links
-
○Committers with academic emails
-
○Institutional organization owner
-
✓JOSS paper metadata
Published in Journal of Open Source Software
Keywords
Scientific Fields
Repository
A Bayesian uncertainty quantification toolbox for discrete and continuum numerical models of granular materials, developed by various projects of the University of Twente (NL), the Netherlands eScience Center (NL), University of Newcastle (AU), and Hiroshima University (JP).
Basic Info
- Host: GitHub
- Owner: GrainLearning
- License: gpl-2.0
- Language: Jupyter Notebook
- Default Branch: main
- Homepage: https://grainlearning.readthedocs.io/
- Size: 135 MB
Statistics
- Stars: 10
- Watchers: 1
- Forks: 1
- Open Issues: 17
- Releases: 5
Topics
Metadata Files
README.dev.md
Installation of grainlearning
Install grainlearning with the posibility to build documentation and check tests.
Using poetry
- Install poetry following these instructions.
- Clone the repository:
git clone git@github.com:GrainLearning/grainLearning.git - Go to the source code directory:
cd grainLearning - Activate the virtual environment:
poetry shell - Install GrainLearning and its dependencies:
poetry install --all-extras - Run all self-tests of GrainLearning with pytest:
poetry run pytest -v
Using pip
- Clone the repository:
git clone git@github.com:GrainLearning/grainLearning.git - Go to the source code directory:
cd grainLearning - We advise to use a python environment using pyenv or conda.
- Install GrainLearning and its dependencies:
pip install .[docs,rnn,dev,tutorials], if you are using an zsh shell you should runpip install .'[docs,rnn,dev,tutorials]'instead, this is because zsh uses square brackets for globbing / pattern matching.
Making a release
This section describes how to make a release in 3 parts:
- preparation
- making a release on PyPI
- making a release on GitHub
(1/3) Preparation
- Update the
(don't forget to update links at bottom of page) - Verify that the information in
CITATION.cffis correct, and that.zenodo.jsoncontains equivalent data - Update the version in different places (Non -exhaustive check-list) :
- CITATION.cff
- docs/source/conf.py
- pyproject.toml
- README.md
- Run the unit and integration tests with
poetry run pytest -v
(2/3) PyPI
a. Set up your credentials
shell
poetry config http-basic.pypi <username> <password>
Those are your credentials to your account on pypi.org, which you do have to create if you don't have one.
b. Deploying to test-pypi
Before publishing unpolished package on PyPI, you can test it on a test version of PyPI. This test PyPI will allow us to mimic updating to PyPI, then pip installing our own package to see if it works as expected. For that you need another account on test.pypi.org (same username and password is fine).
You can then add the repository to poetry:
shell
poetry config repositories.testpypi https://test.pypi.org/legacy/
Create a token following this link
shell
poetry config pypi-token.test-pypi <your-token>
In a new terminal, without an activated virtual environment or an env directory:
```shell
prepare a new directory
cd $(mktemp -d grainlearning.XXXXXX)
fresh git clone ensures the release has the state of origin/main branch
git clone https://github.com/GrainLearning/grainlearning .
prepare a clean virtual environment and activate it or skip it if you have poetry installed in your system.
(venv version)
python3 -m venv env source env/bin/activate pip install poetry
clean up any previously generated artefacts (if there are)
rm -rf grainlearning.egg-info rm -rf dist
Become a poet
poetry shell poetry install poetry build
This generates folder dist that has the wheel that is going to be distributed on test-pypi.
poetry publish --build -r test-pypi
``` This will by default register the package to test-pypi. Visit https://test.pypi.org/project/grainlearning and verify that your package was uploaded successfully. Keep the terminal open, we'll need it later.
c. Testing the deployed package to test-pypi
In a new terminal, without an activated virtual environment or an env directory:
```shell cd $(mktemp -d grainlearning-test.XXXXXX)
prepare a clean virtual environment and activate it
python3 -m venv env source env/bin/activate
install from test pypi instance:
TODO: why pip install -i https://test.pypi.org/simple/ grainlearning does not work
python3 -m pip -v install --no-cache-dir \ --index-url https://test.pypi.org/simple/ \ --extra-index-url https://pypi.org/simple grainlearning ```
Check that the package works as it should when installed from test-pypi. For example run:
shell
python3 tests/integration/test_lengreg.py
d. Uploading to pypi
If you are happy with the package on test-pypi, deploy it on pypi. Once a version of GrainLearning is uploaded. It cannot be removed.
```shell
Go back to the first terminal in step b,
FINAL STEP: upload to PyPI
poetry publish --build -r test-pypi ```
Visit https://pypi.org/project/grainlearning/ and verify that your package was deployed successfully.
(3/3) GitHub
Don't forget to also make a release on GitHub. Check that this release also triggers Zenodo into making a snapshot of your repository and sticking a DOI on it.
Documentation
Online:
You can check the documentation here
Create the documentation locally using poetry
- You need to be in the same
poetry shellused to install grainlearning, or repeat the process to install using poetry and doc extras:poetry install -E docsorpoetry install --extras "docs". Alternatively you can install via pip:pip install .[docs]
In Ubuntu and MacOS:
cd docspoetry run make html
In windows:
1. Double click make.bat
Testing and code coverage
You must have had installed grainlearning development dependencies: poetry install -E dev or poetry install --extras "dev" or pip install .[dev]
To run the tests:
shell
poetry run pytest -v
To create a file coverage.xml with the information of the code coverage:
shell
poetry run coverage xml
To create a more complete output of tests and coverage:
shell
poetry run pytest --cov --cov-report term --cov-report xml --junitxml=xunit-result.xml tests/
Linter
Run several Python analysis tools to ensure that your contributions are following standards and best practices.
- You must have had installed grainlearning with dev dependencies either
a).poetry install -E devor b).pip install .[dev]. - While being in the main directory grainlearning, at the same level as .prospector.yaml, run prospector. Depending on how you have installed grainlearning you can either run
a).
poetry run prospectoror b).prospector - Also check the imports:
isort --check-only grainlearning --diff
Owner
- Name: GrainLearning
- Login: GrainLearning
- Kind: organization
- Repositories: 3
- Profile: https://github.com/GrainLearning
JOSS Publication
GrainLearning: A Bayesian uncertainty quantification toolbox for discrete and continuum numerical models of granular materials
Authors
Soil Micro Mechanics (SMM), Faculty of Engineering Technology, MESA+, University of Twente, Enschede, The Netherlands
Soil Micro Mechanics (SMM), Faculty of Engineering Technology, MESA+, University of Twente, Enschede, The Netherlands
Tags
Bayesian inference Calibration Discrete element method Granular materials Uncertainty Quantification Multi-particle simulationCitation (CITATION.cff)
# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!
cff-version: 1.2.0
title: GrainLearning
message: >-
If you use this software, please cite it using the
metadata from this file.
type: software
authors:
- given-names: Hongyang
family-names: Cheng
email: h.cheng@utwente.nl
affiliation: University of Twente
orcid: 'https://orcid.org/0000-0001-7652-8600'
- given-names: Luisa
family-names: ' Orozco'
email: l.orozco@esciencecenter.nl
orcid: 'https://orcid.org/0000-0002-9153-650X'
affiliation: Netherlands eScience Center
- given-names: Retief
family-names: Lubbe
email: r.lubbe@utwente.nl
affiliation: University of Twente
- given-names: Aron
family-names: Jansen
orcid: 'https://orcid.org/0000-0002-4764-9347'
affiliation: Netherlands eScience Center
email: a.p.jansen@esciencecenter.nl
- given-names: Philipp
family-names: Hartmann
email: philipp.hartmann@newcastle.edu.au
orcid: 'https://orcid.org/0000-0002-2524-8024'
affiliation: University of Newcastle
- given-names: Klaus
family-names: Thoeni
orcid: 'https://orcid.org/0000-0001-7351-7447'
affiliation: University of Newcastle
email: klaus.thoeni@newcastle.edu.au
identifiers:
- type: doi
value: 10.5281/zenodo.7123965
repository-code: 'https://github.com/GrainLearning/grainLearning/'
url: 'https://grainlearning.readthedocs.io/'
abstract: >-
GrainLearning is a Bayesian uncertainty quantification and
propagation toolbox for computer simulations of granular
materials. The software is primarily used to infer and
quantify parameter uncertainties in computational models
of granular materials from observation data, also known as
inverse analyses or data assimilation. Implemented in
Python, GrainLearning can be loaded into a Python
environment to process the simulation and observation
data, or alternatively, as an independent tool where
simulation runs are done separately, e.g., via a shell
script.
keywords:
- Uncertainty quantification
- Granular materials
- Machine learning
- Calibration
- Bayesian inference
license: GPL-2.0
GitHub Events
Total
- Issues event: 2
- Watch event: 3
- Delete event: 4
- Issue comment event: 4
- Push event: 29
- Pull request review event: 1
- Pull request event: 15
- Create event: 6
Last Year
- Issues event: 2
- Watch event: 3
- Delete event: 4
- Issue comment event: 4
- Push event: 29
- Pull request review event: 1
- Pull request event: 15
- Create event: 6
Committers
Last synced: 5 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| chyalexcheng | c****g@g****m | 231 |
| Luisa Orozco | l****o@e****l | 189 |
| Aron | a****n@g****m | 77 |
| Retiefasuarus | r****e@o****m | 65 |
| Klaus Thoeni | k****i@g****m | 6 |
| Luisa" "Orozco | l****o@i****l | 5 |
| Pablo Rodríguez Sánchez | p****z@g****m | 4 |
| Luisa Orozco | l****o@l****e | 3 |
| Retiefasuarus | 9****s | 2 |
| Luisa Orozco | l****o@L****l | 2 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 4 months ago
All Time
- Total issues: 32
- Total pull requests: 59
- Average time to close issues: 3 months
- Average time to close pull requests: 8 days
- Total issue authors: 5
- Total pull request authors: 5
- Average comments per issue: 1.16
- Average comments per pull request: 1.02
- Merged pull requests: 46
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 1
- Pull requests: 16
- Average time to close issues: N/A
- Average time to close pull requests: about 15 hours
- Issue authors: 1
- Pull request authors: 2
- Average comments per issue: 0.0
- Average comments per pull request: 0.63
- Merged pull requests: 8
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- chyalexcheng (15)
- Retiefasuarus (7)
- luisaforozco (6)
- APJansen (3)
- gchure (1)
Pull Request Authors
- chyalexcheng (31)
- luisaforozco (26)
- Retiefasaurus (6)
- Retiefasuarus (5)
- PabRod (2)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
-
Total downloads:
- pypi 22 last-month
- Total dependent packages: 0
- Total dependent repositories: 1
- Total versions: 4
- Total maintainers: 1
pypi.org: grainlearning
A Bayesian uncertainty quantification toolbox for discrete and continuum numerical models of granular materials
- Homepage: https://grainlearning.readthedocs.io/
- Documentation: https://grainlearning.readthedocs.io/
- License: GPLv2
-
Latest release: 2.0.5
published 9 months ago
Rankings
Maintainers (1)
Dependencies
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- python >=3.8,<3.11
- scipy ^1.9.1
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- astropy ==5.1
- asttokens ==2.0.8
- astunparse ==1.6.3
- async-generator ==1.10
- async-timeout ==4.0.2
- attrdict ==2.0.1
- attrs ==21.4.0
- audioread ==3.0.0
- automat ==20.2.0
- autopage ==0.5.1
- autopep8 ==1.5.5
- aws-requests-auth ==0.4.3
- babel ==2.10.3
- backcall ==0.2.0
- backports.zoneinfo ==0.2.1
- bash-kernel ==0.8.0
- baycomp ==1.0.2
- beautifulsoup4 ==4.11.1
- beniget ==0.4.1
- bleach ==5.0.1
- blessings ==1.7
- blis ==0.7.8
- bokeh ==2.4.3
- boto3 ==1.17.106
- botocore ==1.20.112
- bottleneck ==1.3.5
- bqplot ==0.12.36
- branca ==0.5.0
- brotli ==1.0.9
- cachecontrol ==0.12.11
- cachetools ==5.2.0
- cartopy ==0.21.0
- casa-formats-io ==0.2.1
- catalogue ==2.0.8
- cattrs ==22.2.0
- cdo ==1.5.7
- cdsapi ==0.5.1
- cerberus ==1.3.4
- certifi ==2022.9.24
- certipy ==0.1.3
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- cffi ==1.15.1
- cfgrib ==0.9.10.1
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- chainer ==7.8.1
- chardet ==5.0.0
- charset-normalizer ==2.1.1
- chart-studio ==1.1.0
- chex ==0.1.5
- cli-helpers ==2.2.1
- click ==8.1.3
- click-plugins ==1.1.1
- cliff ==4.0.0
- cligj ==0.7.2
- cloudpickle ==2.2.0
- clustering-geodata-cubes ==0.6.2
- cmaes ==0.8.2
- cmd2 ==2.4.2
- cmdstanpy ==1.0.7
- cmocean ==2.0
- colorama ==0.4.5
- colorcet ==3.0.1
- coloredlogs ==15.0.1
- colorlog ==6.7.0
- colour ==0.1.5
- comet-ml ==3.31.15
- commonmark ==0.9.1
- confection ==0.0.2
- config ==0.5.1
- configargparse ==1.5.3
- configobj ==5.0.6
- constantly ==15.1.0
- contextily ==1.2.0
- contourpy ==1.0.5
- convertdate ==2.4.0
- crick ==0.0.3
- cryptography ==36.0.2
- cupy ==10.6.0
- cvxopt ==1.3.0
- cycler ==0.11.0
- cymem ==2.0.6
- cython ==0.29.32
- cytoolz ==0.12.0
- dash ==2.6.2
- dash-core-components ==2.0.0
- dash-cytoscape ==0.3.0
- dash-html-components ==2.0.0
- dash-table ==5.0.0
- dask ==2022.9.2
- dask-gateway ==2022.6.1
- dask-geopandas ==0.2.0
- dask-glm ==0.2.0
- dask-image ==2022.9.0
- dask-jobqueue ==0.8.0
- dask-labextension ==5.3.0
- dask-ml ==2022.5.27
- databricks-cli ==0.17.3
- datacube ==1.8.7
- datashader ==0.14.2
- datashape ==0.5.2
- debugpy ==1.6.3
- decorator ==5.1.1
- deepgeo ==0.1.0
- defusedxml ==0.7.1
- deprecated ==1.2.13
- deprecation ==2.1.0
- descartes ==1.1.0
- dictdiffer ==0.9.0
- dill ==0.3.5.1
- distributed ==2022.9.2
- distro ==1.7.0
- dm-tree ==0.1.7
- docker ==6.0.0
- docker-pycreds ==0.4.0
- docopt ==0.6.2
- docrep ==0.3.2
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- dot-kernel ==0.1.8
- dulwich ==0.20.46
- earthengine-api ==0.1.326
- eccodes ==1.5.0
- eccodes-python ==0.9.9
- echo ==0.7
- ecmwf-api-client ==1.6.3
- ee-extra ==0.0.14
- eemont ==0.3.5
- efficientnet ==1.0.0
- efficientnet-pytorch ==0.7.1
- einops ==0.4.1
- emu86 ==0.1.0
- entrypoints ==0.4
- eodag ==2.5.2
- eodag-cube ==0.2.1
- eodag-sentinelsat ==0.4.1
- eofs ==1.4.0
- ephem ==4.1.3
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- esda ==2.4.3
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- esmpy ==8.3.1
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- et-xmlfile ==1.1.0
- etils ==0.8.0
- everett ==3.0.0
- exceptiongroup ==1.1.0
- executing ==1.1.0
- extension-helpers ==1.0.0
- fast-histogram ==0.11
- fastai ==1.0.61
- fasteners ==0.18
- fastjsonschema ==2.16.2
- fastprogress ==1.0.3
- fastrlock ==0.8
- fastscape ==0.1.0b0
- fasttext ==0.9.2
- ffmpeg-python ==0.2.0
- filelock ==3.8.0
- findlibs ==0.0.2
- fiona ==1.8.21
- fire ==0.5.0
- flake8 ==3.8.4
- flasgger ==0.9.5
- flask ==2.2.2
- flask-compress ==1.13
- flatbuffers ==1.12
- flax ==0.4.2
- folium ==0.12.1.post1
- fonttools ==4.37.4
- freetype-py ==2.3.0
- frozenlist ==1.3.1
- fsspec ==2022.8.2
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- future ==0.18.2
- gast ==0.4.0
- gcsfs ==2022.8.2
- gdal ==3.5.0
- gdown ==4.5.1
- geeadd ==0.5.6
- geemap ==0.17.1
- geetools ==0.6.14
- geeup ==0.5.8
- geoalchemy2 ==0.12.5
- geocoder ==1.38.1
- geocube ==0.3.2
- geographiclib ==1.52
- geojson ==2.5.0
- geomet ==0.3.0
- geopandas ==0.11.1
- geopy ==2.2.0
- geoviews ==1.9.5
- gevent ==21.12.0
- giddy ==2.3.3
- gin-config ==0.5.0
- giotto-ph ==0.2.2
- giotto-tda ==0.6.0
- gitdb ==4.0.9
- gitpython ==3.1.27
- glue-core ==1.5.0
- glue-vispy-viewers ==1.0.5
- glueviz ==1.2.0
- gmpy2 ==2.1.2
- gnuplot-kernel ==0.4.1
- google-api-core ==2.8.2
- google-api-python-client ==1.12.11
- google-auth ==2.12.0
- google-auth-httplib2 ==0.1.0
- google-auth-oauthlib ==0.4.6
- google-cloud-bigquery ==3.3.3
- google-cloud-bigquery-storage ==2.16.1
- google-cloud-core ==2.3.2
- google-cloud-storage ==2.5.0
- google-crc32c ==1.5.0
- google-pasta ==0.2.0
- google-resumable-media ==2.4.0
- googleapis-common-protos ==1.56.4
- gpy ==1.10.0
- grainlearning ==2.0.1
- graphviz ==0.8.4
- greenlet ==1.1.3
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- gssapi ==1.8.1
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- holidays ==0.16
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- hsluv ==5.0.3
- html2text ==2020.1.16
- httpcore ==0.15.0
- httplib2 ==0.20.4
- httplib2shim ==0.0.3
- httpx ==0.23.0
- huggingface-hub ==0.10.0
- humanfriendly ==10.0
- hvplot ==0.8.1
- hyperlink ==21.0.0
- idna ==3.4
- igraph ==0.9.9
- ilua ==0.2.1
- image-classifiers ==1.0.0
- imageio ==2.22.1
- imageio-ffmpeg ==0.4.7
- imagesize ==1.4.1
- imgaug ==0.4.0
- importlib-metadata ==4.13.0
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- incremental ==21.3.0
- inequality ==1.0.0
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- install ==1.3.5
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- ipyfastscape ==0.2.0
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- jupyterlab-language-pack-cs-cz ==3.4.post4
- jupyterlab-language-pack-da-dk ==3.4.post4
- jupyterlab-language-pack-de-de ==3.4.post4
- jupyterlab-language-pack-el-gr ==3.4.post4
- jupyterlab-language-pack-es-es ==3.4.post4
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- jupyterlab-language-pack-fi-fi ==3.4.post4
- jupyterlab-language-pack-fr-fr ==3.4.post4
- jupyterlab-language-pack-he-il ==3.4.post4
- jupyterlab-language-pack-hu-hu ==3.4.post4
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- jupyterlab-language-pack-it-it ==3.4.post4
- jupyterlab-language-pack-ja-jp ==3.4.post4
- jupyterlab-language-pack-ko-kr ==3.4.post4
- jupyterlab-language-pack-lt-lt ==3.4.post4
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- jupyterlab-language-pack-no-no ==3.4.post4
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- jupyterlab-language-pack-ro-ro ==3.4.post4
- jupyterlab-language-pack-ru-ru ==3.4.post4
- jupyterlab-language-pack-tr-tr ==3.4.post4
- jupyterlab-language-pack-uk-ua ==3.4.post4
- jupyterlab-language-pack-vi-vn ==3.4.post4
- jupyterlab-language-pack-zh-cn ==3.4.post4
- jupyterlab-language-pack-zh-tw ==3.4.post4
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- python-dateutil ==2.8.2
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- python-geotiepoints ==1.4.1
- python-json-logger ==2.0.4
- python-jsonrpc-server ==0.4.0
- python-language-server ==0.36.2
- python-louvain ==0.16
- python-slugify ==6.1.2
- python-snappy ==0.6.1
- python-speech-features ==0.6
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- pythran ==0.12.0
- pythreejs ==2.4.1
- pytoolconfig ==1.2.2
- pytools ==2022.1.12
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- pytz ==2022.4
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- pytzdata ==2020.1
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- pyyaml ==5.4.1
- pyzmq ==24.0.1
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- quilt3 ==5.0.0
- radio-beam ==0.3.4
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- rbf ==2022.6.12
- rdflib ==6.2.0
- rechunker ==0.5.0
- redis ==4.3.4
- regex ==2022.9.13
- requests ==2.28.1
- requests-cache ==0.9.7
- requests-futures ==1.0.0
- requests-gssapi ==1.2.3
- requests-ntlm ==1.1.0
- requests-oauthlib ==1.3.1
- requests-toolbelt ==0.9.1
- resampy ==0.4.2
- retrying ==1.3.3
- rfc3986 ==1.5.0
- rio-cogeo ==3.4.1
- rioxarray ==0.12.2
- rope ==1.3.0
- rpy2 ==3.5.4
- rsa ==4.9
- rtree ==1.0.0
- ruamel.yaml ==0.17.21
- ruamel.yaml.clib ==0.2.6
- rvlib ==0.0.6
- s3fs ==2022.8.2
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- seawater ==3.3.4
- secretstorage ==3.3.3
- segmentation-models ==1.0.1
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- segregation ==2.3.1
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- sentencepiece ==0.1.97
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- sentry-sdk ==1.9.10
- seqeval ==1.2.2
- serverfiles ==0.3.1
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- six ==1.16.0
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- sphinxcontrib-devhelp ==1.0.2
- sphinxcontrib-htmlhelp ==2.0.0
- sphinxcontrib-jsmath ==1.0.1
- sphinxcontrib-qthelp ==1.0.3
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- tables ==3.6.1
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- tensorflow-graphics ==2021.12.3
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- tensorflow-io-gcs-filesystem ==0.27.0
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- tensorflow-text ==2.9.0
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- tobler ==0.9.0
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- torchgeo ==0.3.1
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- torchmetrics ==0.9.3
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- vincent ==0.4.4
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- google-cloud-bigquery ==3.3.3
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- google-cloud-core ==2.3.2
- google-cloud-storage ==2.5.0
- google-crc32c ==1.5.0
- google-pasta ==0.2.0
- google-resumable-media ==2.4.0
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- jupyterlab-language-pack-ko-kr ==3.4.post4
- jupyterlab-language-pack-lt-lt ==3.4.post4
- jupyterlab-language-pack-nl-nl ==3.4.post4
- jupyterlab-language-pack-no-no ==3.4.post4
- jupyterlab-language-pack-pl-pl ==3.4.post4
- jupyterlab-language-pack-pt-br ==3.4.post4
- jupyterlab-language-pack-ro-ro ==3.4.post4
- jupyterlab-language-pack-ru-ru ==3.4.post4
- jupyterlab-language-pack-tr-tr ==3.4.post4
- jupyterlab-language-pack-uk-ua ==3.4.post4
- jupyterlab-language-pack-vi-vn ==3.4.post4
- jupyterlab-language-pack-zh-cn ==3.4.post4
- jupyterlab-language-pack-zh-tw ==3.4.post4
- jupyterlab-lsp ==3.10.2
- jupyterlab-proxy-gui ==0.1.12
- jupyterlab-pygments ==0.2.2
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- keras-tqdm ==2.0.1
- keyring ==23.9.3
- keyrings.alt ==4.2.0
- kiwisolver ==1.4.4
- korean-lunar-calendar ==0.3.1
- kornia ==0.6.7
- langcodes ==3.3.0
- lark-parser ==0.12.0
- laspy ==1.7.1
- latexcodec ==2.0.1
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- libpysal ==4.6.2
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- locket ==1.0.0
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- mccabe ==0.6.1
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- networkx ==2.8.7
- nose ==1.3.7
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- numbagg ==0.2.1
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- nvidia-ml-py3 ==7.352.0
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- octave-kernel ==0.34.2
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- odc-geo ==0.3.0
- odc-stac ==0.3.2
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- omegaconf ==2.2.3
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- onnxmltools ==1.11.1
- onnxruntime ==1.12.1
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- opencv-python-headless ==4.6.0
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- pandas ==1.4.4
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- papermill ==2.4.0
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- colorcet ==3.0.1
- coloredlogs ==15.0.1
- colorlog ==6.7.0
- colour ==0.1.5
- comet-ml ==3.31.15
- commonmark ==0.9.1
- confection ==0.0.2
- config ==0.5.1
- configargparse ==1.5.3
- configobj ==5.0.6
- constantly ==15.1.0
- contextily ==1.2.0
- contourpy ==1.0.5
- convertdate ==2.4.0
- crick ==0.0.3
- cryptography ==36.0.2
- cupy ==10.6.0
- cvxopt ==1.3.0
- cycler ==0.11.0
- cymem ==2.0.6
- cython ==0.29.32
- cytoolz ==0.12.0
- dash ==2.6.2
- dash-core-components ==2.0.0
- dash-cytoscape ==0.3.0
- dash-html-components ==2.0.0
- dash-table ==5.0.0
- dask ==2022.9.2
- dask-gateway ==2022.6.1
- dask-geopandas ==0.2.0
- dask-glm ==0.2.0
- dask-image ==2022.9.0
- dask-jobqueue ==0.8.0
- dask-labextension ==5.3.0
- dask-ml ==2022.5.27
- databricks-cli ==0.17.3
- datacube ==1.8.7
- datashader ==0.14.2
- datashape ==0.5.2
- debugpy ==1.6.3
- decorator ==5.1.1
- deepgeo ==0.1.0
- defusedxml ==0.7.1
- deprecated ==1.2.13
- deprecation ==2.1.0
- descartes ==1.1.0
- dictdiffer ==0.9.0
- dill ==0.3.5.1
- distributed ==2022.9.2
- distro ==1.7.0
- dm-tree ==0.1.7
- docker ==6.0.0
- docker-pycreds ==0.4.0
- docopt ==0.6.2
- docrep ==0.3.2
- docutils ==0.17.1
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- dulwich ==0.20.46
- earthengine-api ==0.1.326
- eccodes ==1.5.0
- eccodes-python ==0.9.9
- echo ==0.7
- ecmwf-api-client ==1.6.3
- ee-extra ==0.0.14
- eemont ==0.3.5
- efficientnet ==1.0.0
- efficientnet-pytorch ==0.7.1
- einops ==0.4.1
- emu86 ==0.1.0
- entrypoints ==0.4
- eodag ==2.5.2
- eodag-cube ==0.2.1
- eodag-sentinelsat ==0.4.1
- eofs ==1.4.0
- ephem ==4.1.3
- erddapy ==1.2.1
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- esgf-pyclient ==0.3.1
- esmf-regrid ==0.5.0
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- esmvalcore ==2.6.0
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- et-xmlfile ==1.1.0
- etils ==0.8.0
- everett ==3.0.0
- exceptiongroup ==1.1.0
- executing ==1.1.0
- extension-helpers ==1.0.0
- fast-histogram ==0.11
- fastai ==1.0.61
- fasteners ==0.18
- fastjsonschema ==2.16.2
- fastprogress ==1.0.3
- fastrlock ==0.8
- fastscape ==0.1.0b0
- fasttext ==0.9.2
- ffmpeg-python ==0.2.0
- filelock ==3.8.0
- findlibs ==0.0.2
- fiona ==1.8.21
- fire ==0.5.0
- flake8 ==3.8.4
- flasgger ==0.9.5
- flask ==2.2.2
- flask-compress ==1.13
- flatbuffers ==1.12
- flax ==0.4.2
- folium ==0.12.1.post1
- fonttools ==4.37.4
- freetype-py ==2.3.0
- frozenlist ==1.3.1
- fsspec ==2022.8.2
- funcargparse ==0.2.5
- future ==0.18.2
- gast ==0.4.0
- gcsfs ==2022.8.2
- gdal ==3.5.0
- gdown ==4.5.1
- geeadd ==0.5.6
- geemap ==0.17.1
- geetools ==0.6.14
- geeup ==0.5.8
- geoalchemy2 ==0.12.5
- geocoder ==1.38.1
- geocube ==0.3.2
- geographiclib ==1.52
- geojson ==2.5.0
- geomet ==0.3.0
- geopandas ==0.11.1
- geopy ==2.2.0
- geoviews ==1.9.5
- gevent ==21.12.0
- giddy ==2.3.3
- gin-config ==0.5.0
- giotto-ph ==0.2.2
- giotto-tda ==0.6.0
- gitdb ==4.0.9
- gitpython ==3.1.27
- glue-core ==1.5.0
- glue-vispy-viewers ==1.0.5
- glueviz ==1.2.0
- gmpy2 ==2.1.2
- gnuplot-kernel ==0.4.1
- google-api-core ==2.8.2
- google-api-python-client ==1.12.11
- google-auth ==2.12.0
- google-auth-httplib2 ==0.1.0
- google-auth-oauthlib ==0.4.6
- google-cloud-bigquery ==3.3.3
- google-cloud-bigquery-storage ==2.16.1
- google-cloud-core ==2.3.2
- google-cloud-storage ==2.5.0
- google-crc32c ==1.5.0
- google-pasta ==0.2.0
- google-resumable-media ==2.4.0
- googleapis-common-protos ==1.56.4
- gpy ==1.10.0
- grainlearning ==2.0.1
- graphviz ==0.8.4
- greenlet ==1.1.3
- grpcio ==1.49.1
- grpcio-status ==1.48.2
- gssapi ==1.8.1
- gsw ==3.4.2
- gunicorn ==20.1.0
- h11 ==0.12.0
- h5netcdf ==1.0.2
- h5py ==3.7.0
- heapdict ==1.0.1
- here-map-widget-for-jupyter ==1.1.3
- hijri-converter ==2.2.4
- hiredis ==2.0.0
- holidays ==0.16
- holoviews ==1.15.0
- horovod ==0.25.0
- hsluv ==5.0.3
- html2text ==2020.1.16
- httpcore ==0.15.0
- httplib2 ==0.20.4
- httplib2shim ==0.0.3
- httpx ==0.23.0
- huggingface-hub ==0.10.0
- humanfriendly ==10.0
- hvplot ==0.8.1
- hyperlink ==21.0.0
- idna ==3.4
- igraph ==0.9.9
- ilua ==0.2.1
- image-classifiers ==1.0.0
- imageio ==2.22.1
- imageio-ffmpeg ==0.4.7
- imagesize ==1.4.1
- imgaug ==0.4.0
- importlib-metadata ==4.13.0
- importlib-resources ==5.9.0
- incremental ==21.3.0
- inequality ==1.0.0
- iniconfig ==1.1.1
- install ==1.3.5
- intake ==0.6.6
- intake-esm ==2022.9.18
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- intake-geopandas ==0.4.0
- intake-stac ==0.4.0
- intake-xarray ==0.6.1
- interpret ==0.2.7
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- ipydatawidgets ==4.3.2
- ipyevents ==2.0.1
- ipyfastscape ==0.2.0
- ipyfilechooser ==0.6.0
- ipygany ==0.5.0
- ipykernel ==6.16.0
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- ipympl ==0.9.2
- ipyplot ==1.1.1
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- ipyspin ==0.1.6
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- itsdangerous ==2.1.2
- jaraco.classes ==3.2.3
- jax ==0.3.16
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- jsonlines ==1.2.0
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- jupyterlab-language-pack-cs-cz ==3.4.post4
- jupyterlab-language-pack-da-dk ==3.4.post4
- jupyterlab-language-pack-de-de ==3.4.post4
- jupyterlab-language-pack-el-gr ==3.4.post4
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- jupyterlab-language-pack-fi-fi ==3.4.post4
- jupyterlab-language-pack-fr-fr ==3.4.post4
- jupyterlab-language-pack-he-il ==3.4.post4
- jupyterlab-language-pack-hu-hu ==3.4.post4
- jupyterlab-language-pack-hy-am ==3.4.post4
- jupyterlab-language-pack-id-id ==3.4.post4
- jupyterlab-language-pack-it-it ==3.4.post4
- jupyterlab-language-pack-ja-jp ==3.4.post4
- jupyterlab-language-pack-ko-kr ==3.4.post4
- jupyterlab-language-pack-lt-lt ==3.4.post4
- jupyterlab-language-pack-nl-nl ==3.4.post4
- jupyterlab-language-pack-no-no ==3.4.post4
- jupyterlab-language-pack-pl-pl ==3.4.post4
- jupyterlab-language-pack-pt-br ==3.4.post4
- jupyterlab-language-pack-ro-ro ==3.4.post4
- jupyterlab-language-pack-ru-ru ==3.4.post4
- jupyterlab-language-pack-tr-tr ==3.4.post4
- jupyterlab-language-pack-uk-ua ==3.4.post4
- jupyterlab-language-pack-vi-vn ==3.4.post4
- jupyterlab-language-pack-zh-cn ==3.4.post4
- jupyterlab-language-pack-zh-tw ==3.4.post4
- jupyterlab-lsp ==3.10.2
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- rpy2 ==3.5.4
- rsa ==4.9
- rtree ==1.0.0
- ruamel.yaml ==0.17.21
- ruamel.yaml.clib ==0.2.6
- rvlib ==0.0.6
- s3fs ==2022.8.2
- s3transfer ==0.4.2
- sacrebleu ==2.2.1
- salib ==1.4.6
- sankee ==0.2.0
- sat-search ==0.3.0
- sat-stac ==0.4.1
- satpy ==0.25.1
- scikit-build ==0.15.0
- scikit-cuda ==0.5.3
- scikit-image ==0.19.3
- scikit-learn ==1.2.2
- scipy ==1.10.1
- scitools-iris ==3.2.1.post0
- scitools-pyke ==1.1.1
- scooby ==0.6.0
- seaborn ==0.12.0
- seawater ==3.3.4
- secretstorage ==3.3.3
- segmentation-models ==1.0.1
- segmentation-models-pytorch ==0.3.0
- segregation ==2.3.1
- semantic-version ==2.10.0
- send2trash ==1.8.0
- sentencepiece ==0.1.97
- sentinelsat ==1.1.1
- sentry-sdk ==1.9.10
- seqeval ==1.2.2
- serverfiles ==0.3.1
- setproctitle ==1.3.2
- setuptools ==59.8.0
- setuptools-git ==1.2
- setuptools-rust ==1.5.2
- setuptools-scm ==7.0.5
- shap ==0.41.0
- shapely ==1.8.4
- shortuuid ==1.0.9
- simpervisor ==0.4
- simplejson ==3.17.6
- sip ==5.5.0
- six ==1.16.0
- skl2onnx ==1.13
- skope-rules ==1.0.1
- slicer ==0.0.7
- slicerator ==1.1.0
- smart-open ==5.2.1
- smmap ==5.0.0
- sniffio ==1.3.0
- snowballstemmer ==2.2.0
- snuggs ==1.4.7
- sortedcontainers ==2.4.0
- soundfile ==0.11.0
- soupsieve ==2.3.2.post1
- spacy ==3.4.1
- spacy-alignments ==0.8.5
- spacy-legacy ==3.0.10
- spacy-loggers ==1.0.3
- spacy-lookups-data ==1.0.3
- spacy-transformers ==1.1.8
- spaghetti ==1.6.6
- sparqlwrapper ==2.0.0
- sparse ==0.13.0
- spatialpandas ==0.4.4
- spectral-cube ==0.6.0
- spglm ==1.0.8
- sphinx ==4.5.0
- sphinx-book-theme ==0.3.3
- sphinx-comments ==0.0.3
- sphinx-copybutton ==0.5.0
- sphinx-design ==0.1.0
- sphinx-external-toc ==0.2.4
- sphinx-jupyterbook-latex ==0.4.7
- sphinx-multitoc-numbering ==0.1.3
- sphinx-thebe ==0.1.2
- sphinx-togglebutton ==0.3.2
- sphinxcontrib-applehelp ==1.0.2
- sphinxcontrib-bibtex ==2.5.0
- sphinxcontrib-devhelp ==1.0.2
- sphinxcontrib-htmlhelp ==2.0.0
- sphinxcontrib-jsmath ==1.0.1
- sphinxcontrib-qthelp ==1.0.3
- sphinxcontrib-serializinghtml ==1.1.5
- spint ==1.0.7
- splot ==1.1.5.post1
- spopt ==0.4.1
- spreg ==1.2.4
- spvcm ==0.3.0
- sqlalchemy ==1.4.41
- sqlglot ==6.2.9
- sqlparse ==0.4.3
- srsly ==2.4.4
- ssim ==0.3.0
- stack-data ==0.5.1
- statsmodels ==0.13.2
- stevedore ==4.0.0
- stratify ==0.2.post0
- supermercado ==0.2.0
- sympy ==1.11.1
- tables ==3.6.1
- tabulate ==0.8.10
- tblib ==1.7.0
- tenacity ==8.1.0
- tensorboard ==2.9.1
- tensorboard-data-server ==0.6.1
- tensorboard-plugin-wit ==1.8.1
- tensorboardx ==2.5.1
- tensorflow ==2.9.2
- tensorflow-addons ==0.16.1
- tensorflow-datasets ==4.6.0
- tensorflow-estimator ==2.9.0
- tensorflow-graphics ==2021.12.3
- tensorflow-hub ==0.12.0
- tensorflow-io-gcs-filesystem ==0.27.0
- tensorflow-metadata ==1.10.0
- tensorflow-model-optimization ==0.7.3
- tensorflow-text ==2.9.0
- termcolor ==2.0.1
- terminado ==0.16.0
- text-unidecode ==1.3
- texttable ==1.6.4
- textwrap3 ==0.9.2
- tf-models-official ==2.9.2
- tf-slim ==1.1.0
- tf2onnx ==1.12.1
- thinc ==8.1.2
- threadpoolctl ==3.1.0
- tifffile ==2022.8.12
- timm ==0.4.12
- tinycss2 ==1.1.1
- tobler ==0.9.0
- tokenizers ==0.12.1
- toml ==0.10.2
- tomli ==2.0.1
- tomlkit ==0.11.5
- toolz ==0.12.0
- torch ==1.12.1
- torch-cluster ==1.6.0
- torch-geometric ==2.1.0.post1
- torch-scatter ==2.0.9
- torch-sparse ==0.6.15
- torch-spline-conv ==1.2.1
- torchaudio ==0.12.1
- torchfile ==0.1.0
- torchgeo ==0.3.1
- torchinfo ==1.7.1
- torchmetrics ==0.9.3
- torchnet ==0.0.4
- torchvision ==0.13.1
- tornado ==6.1
- tqdm ==4.64.1
- traitlets ==5.4.0
- traitlets-pcse ==5.0.0.dev0
- traittypes ==0.2.1
- transformers ==4.21.3
- treeinterpreter ==0.2.3
- trimesh ==3.15.3
- trollimage ==1.18.3
- trollsift ==0.4.0
- twisted ==22.8.0
- twitter ==1.19.6
- txzmq ==1.0.0
- typeguard ==2.13.3
- typer ==0.4.2
- types-cryptography ==3.3.23
- typing-extensions ==4.3.0
- tzdata ==2022.4
- tzlocal ==4.2
- uc-micro-py ==1.0.1
- ujson ==5.5.0
- urbanaccess ==0.2.2
- uritemplate ==3.0.1
- url-normalize ==1.4.3
- urllib3 ==1.26.12
- usgs ==0.3.4
- vega-datasets ==0.9.0
- vincent ==0.4.4
- visdom ==0.1.8.9
- vispy ==0.11.0
- voila ==0.3.6
- vtk ==9.2.2
- wandb ==0.13.3
- wasabi ==0.10.1
- wcwidth ==0.2.5
- webencodings ==0.5.1
- webob ==1.8.7
- websocket-client ==1.3.3
- websockets ==10.3
- werkzeug ==2.2.2
- wheel ==0.37.1
- whitebox ==2.1.4
- whiteboxgui ==0.7.0
- whoosh ==2.7.4
- widgetsnbextension ==3.6.1
- wrapt ==1.14.1
- wslink ==1.8.2
- wurlitzer ==3.0.2
- wxpython ==4.2.0
- xarray ==2022.9.0
- xarray-leaflet ==0.1.16
- xarray-simlab ==0.5.0
- xarray-spatial ==0.3.5
- xarrayutils ==1.1.1
- xesmf ==0.3.0
- xgboost ==1.6.1
- xgcm ==0.6.1
- xhistogram ==0.3.2
- xlayers ==0.2.2
- xlrd ==2.0.1
- xlsxwriter ==3.0.3
- xmitgcm ==0.5.2
- xrft ==1.0.0
- xxhash ==3.0.0
- xyzservices ==2022.9.0
- yamale ==4.0.4
- yapf ==0.32.0
- yarl ==1.8.1
- zarr ==2.13.2
- zict ==2.2.0
- zipp ==3.8.1
- zope.event ==4.5.0
- zope.interface ==5.4.0