GrainLearning

GrainLearning: A Bayesian uncertainty quantification toolbox for discrete and continuum numerical models of granular materials - Published in JOSS (2024)

https://github.com/grainlearning/grainlearning

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

bayesian-inference low-discrepancy-sequences mixture-models parameter-identification sequential-monte-carlo uncertainty-quantification

Scientific Fields

Political Science Social Sciences - 100% confidence
Sociology Social Sciences - 93% confidence
Artificial Intelligence and Machine Learning Computer Science - 93% confidence
Last synced: 4 months ago · JSON representation ·

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
Statistics
  • Stars: 10
  • Watchers: 1
  • Forks: 1
  • Open Issues: 17
  • Releases: 5
Topics
bayesian-inference low-discrepancy-sequences mixture-models parameter-identification sequential-monte-carlo uncertainty-quantification
Created almost 4 years ago · Last pushed 8 months ago
Metadata Files
Readme Changelog Contributing License Code of conduct Citation Zenodo

README.dev.md

Installation of grainlearning

Install grainlearning with the posibility to build documentation and check tests.

Using poetry

  1. Install poetry following these instructions.
  2. Clone the repository: git clone git@github.com:GrainLearning/grainLearning.git
  3. Go to the source code directory: cd grainLearning
  4. Activate the virtual environment: poetry shell
  5. Install GrainLearning and its dependencies: poetry install --all-extras
  6. Run all self-tests of GrainLearning with pytest: poetry run pytest -v

Using pip

  1. Clone the repository: git clone git@github.com:GrainLearning/grainLearning.git
  2. Go to the source code directory: cd grainLearning
  3. We advise to use a python environment using pyenv or conda.
  4. Install GrainLearning and its dependencies: pip install .[docs,rnn,dev,tutorials], if you are using an zsh shell you should run pip 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:

  1. preparation
  2. making a release on PyPI
  3. making a release on GitHub

(1/3) Preparation

  1. Update the (don't forget to update links at bottom of page)
  2. Verify that the information in CITATION.cff is correct, and that .zenodo.json contains equivalent data
  3. Update the version in different places (Non -exhaustive check-list) :
  4. CITATION.cff
  5. docs/source/conf.py
  6. pyproject.toml
  7. README.md
  8. 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

  1. You need to be in the same poetry shell used to install grainlearning, or repeat the process to install using poetry and doc extras: poetry install -E docs or poetry install --extras "docs". Alternatively you can install via pip: pip install .[docs]

In Ubuntu and MacOS:

  1. cd docs
  2. poetry 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.

  1. You must have had installed grainlearning with dev dependencies either
    a). poetry install -E dev or b). pip install .[dev].
  2. 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 prospector or b). prospector
  3. Also check the imports: isort --check-only grainlearning --diff

Owner

  • Name: GrainLearning
  • Login: GrainLearning
  • Kind: organization

JOSS Publication

GrainLearning: A Bayesian uncertainty quantification toolbox for discrete and continuum numerical models of granular materials
Published
May 02, 2024
Volume 9, Issue 97, Page 6338
Authors
Hongyang Cheng ORCID
Soil Micro Mechanics (SMM), Faculty of Engineering Technology, MESA+, University of Twente, Enschede, The Netherlands
Luisa Orozco ORCID
Netherlands eScience center, Amsterdam, The Netherlands
Retief Lubbe
Soil Micro Mechanics (SMM), Faculty of Engineering Technology, MESA+, University of Twente, Enschede, The Netherlands
Aron Jansen ORCID
Netherlands eScience center, Amsterdam, The Netherlands
Philipp Hartmann ORCID
University of Newcastle, Callaghan, NSW, Australia
Klaus Thoeni ORCID
University of Newcastle, Callaghan, NSW, Australia
Editor
Patrick Diehl ORCID
Tags
Bayesian inference Calibration Discrete element method Granular materials Uncertainty Quantification Multi-particle simulation

Citation (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

All Time
  • Total Commits: 584
  • Total Committers: 10
  • Avg Commits per committer: 58.4
  • Development Distribution Score (DDS): 0.604
Past Year
  • Commits: 31
  • Committers: 2
  • Avg Commits per committer: 15.5
  • Development Distribution Score (DDS): 0.032
Top Committers
Name Email 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
enhancement (8) documentation (3) bug (2) help wanted (2) question (1)
Pull Request Labels
enhancement (2)

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

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 22 Last month
Rankings
Dependent packages count: 10.1%
Dependent repos count: 21.5%
Stargazers count: 21.6%
Forks count: 22.6%
Average: 26.5%
Downloads: 56.4%
Maintainers (1)
Last synced: 4 months ago

Dependencies

pyproject.toml pypi
  • numpy ^1.23.2
  • python >=3.8,<3.11
  • scipy ^1.9.1
  • sklearn ^0.0
.github/workflows/Linter.yml actions
  • actions/cache v3 composite
  • actions/checkout v3 composite
  • actions/setup-python v3 composite
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  • actions/setup-python v3 composite
.github/workflows/release.yml actions
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  • actions/checkout v3 composite
  • actions/checkout v2 composite
  • actions/download-artifact v3 composite
  • actions/setup-python v3 composite
  • actions/upload-artifact v3 composite
  • pypa/gh-action-pypi-publish v1.4.2 composite
  • zenodraft/action 0.10.0 composite
.github/workflows/sonarcloud.yml actions
  • SonarSource/sonarcloud-github-action master composite
  • actions/cache v3 composite
  • actions/checkout v3 composite
  • actions/setup-python v3 composite
grainlearning/rnn/trained_models/rnn_triaxial_drained/requirements.txt pypi
  • absl-py ==1.2.0
  • access ==1.1.8
  • affine ==2.3.1
  • aiobotocore ==2.4.0
  • aiohttp ==3.8.3
  • aioitertools ==0.11.0
  • aiosignal ==1.2.0
  • alabaster ==0.7.12
  • albumentations ==1.3.0
  • alembic ==1.8.1
  • altair ==4.2.0
  • ann-visualizer ==2.5
  • ansi2html ==1.8.0
  • ansiwrap ==0.8.4
  • antlr4-python3-runtime ==4.7.2
  • anyio ==3.6.1
  • anyqt ==0.2.0
  • appdirs ==1.4.4
  • arcgis ==2.0.1
  • argon2-cffi ==21.3.0
  • argon2-cffi-bindings ==21.2.0
  • asciitree ==0.3.3
  • ase ==3.22.1
  • astor ==0.8.1
  • astrodendro ==0.2.0
  • astroid ==2.12.10
  • 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
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  • beautifulsoup4 ==4.11.1
  • beniget ==0.4.1
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  • blessings ==1.7
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  • 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
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  • google-api-core ==2.8.2
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  • google-auth-httplib2 ==0.1.0
  • google-auth-oauthlib ==0.4.6
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  • 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
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  • 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
  • intake-excel ==0.1.4
  • intake-geopandas ==0.4.0
  • intake-stac ==0.4.0
  • intake-xarray ==0.6.1
  • interpret ==0.2.7
  • interpret-core ==0.2.7
  • ipydatagrid ==1.1.12
  • ipydatawidgets ==4.3.2
  • ipyevents ==2.0.1
  • ipyfastscape ==0.2.0
  • ipyfilechooser ==0.6.0
  • ipygany ==0.5.0
  • ipykernel ==6.16.0
  • ipyleaflet ==0.17.1
  • ipympl ==0.9.2
  • ipyplot ==1.1.1
  • ipysheet ==0.5.0
  • ipyspin ==0.1.6
  • ipython ==8.5.0
  • ipython-autotime ==0.3.1
  • ipython-genutils ==0.2.0
  • ipython-sql ==0.4.1
  • ipytree ==0.2.2
  • ipyurl ==0.1.3
  • ipywidgets ==7.7.2
  • iris_Sample-data ==2.4.0
  • isodate ==0.6.1
  • isort ==5.10.1
  • itsdangerous ==2.1.2
  • jaraco.classes ==3.2.3
  • jax ==0.3.16
  • jaxlib ==0.3.15
  • jdcal ==1.4.1
  • jedi ==0.17.2
  • jeepney ==0.8.0
  • jinja2 ==3.1.2
  • jmespath ==0.10.0
  • joblib ==1.2.0
  • json2html ==1.3.0
  • json5 ==0.9.10
  • jsonlines ==1.2.0
  • jsonpatch ==1.32
  • jsonpath-ng ==1.5.3
  • jsonpointer ==2.3
  • jsonschema ==3.2.0
  • jupyter ==1.0.0
  • jupyter-archive ==3.3.1
  • jupyter-bokeh ==3.0.4
  • jupyter-book ==0.13.1
  • jupyter-c-kernel ==1.2.2
  • jupyter-cache ==0.4.3
  • jupyter-client ==6.1.12
  • jupyter-console ==6.4.4
  • jupyter-core ==4.11.1
  • jupyter-dash ==0.4.2
  • jupyter-lsp ==1.5.1
  • jupyter-packaging ==0.12.3
  • jupyter-server ==1.19.1
  • jupyter-server-mathjax ==0.2.6
  • jupyter-server-proxy ==3.2.2
  • jupyter-sphinx ==0.3.2
  • jupyter-telemetry ==0.1.0
  • jupyter-tensorboard ==0.2.0
  • jupyter-ui-poll ==0.2.1
  • jupyterhub ==1.5.0
  • jupyterlab ==3.4.8
  • jupyterlab-drawio ==0.9.0
  • jupyterlab-geojson ==3.2.0
  • jupyterlab-git ==0.39.3
  • jupyterlab-language-pack-ca-es ==3.4.post4
  • 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
  • jupyterlab-language-pack-et-ee ==3.4.post4
  • 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
  • jupyterlab-proxy-gui ==0.1.12
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-server ==2.15.2
  • jupyterlab-spellchecker ==0.7.2
  • jupyterlab-spreadsheet-editor ==0.6.1
  • jupyterlab-tensorboard ==0.3.0
  • jupyterlab-widgets ==1.1.1
  • jupytext ==1.14.1
  • kaggle ==1.5.12
  • kaldi-io ==0.9.4
  • kaleido ==0.2.1
  • keras ==2.9.0
  • keras-applications ==1.0.8
  • keras-preprocessing ==1.1.2
  • 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
  • lazy-object-proxy ==1.7.1
  • leafmap ==0.10.5
  • legendgram ==0.0.3
  • lerc ==0.1.0
  • libclang ==14.0.6
  • libpysal ==4.6.2
  • librosa ==0.9.2
  • libtiff ==0.4.2
  • lime ==0.2.0.1
  • line-profiler ==4.0.2
  • linkify-it-py ==1.0.3
  • livelossplot ==0.5.5
  • llvmlite ==0.39.1
  • locket ==1.0.0
  • lockfile ==0.12.2
  • logzero ==1.7.0
  • lunarcalendar ==0.0.9
  • lxml ==4.9.1
  • mako ==1.2.3
  • mapclassify ==2.4.3
  • mapgenerator ==1.0.5
  • mariadb-kernel ==0.2.0
  • markdown ==3.4.1
  • markdown-it-py ==1.1.0
  • markupsafe ==2.1.1
  • marshmallow ==3.18.0
  • matlab-kernel ==0.17.1
  • matlabengineforpython ==R2021a
  • matplotlib ==3.6.0
  • matplotlib-inline ==0.1.6
  • mccabe ==0.6.1
  • mdit-py-plugins ==0.2.8
  • memory-profiler ==0.61.0
  • mercantile ==1.2.1
  • merf ==1.0
  • metakernel ==0.28.2
  • metpy ==1.3.1
  • mgwr ==2.1.2
  • mintpy ==1.4.1
  • mistune ==0.8.4
  • mlflow ==1.29.0
  • mock ==4.0.3
  • momepy ==0.5.4
  • more-itertools ==8.14.0
  • morecantile ==3.1.2
  • mpi4py ==3.1.3
  • mpl-scatter-density ==0.7
  • mplleaflet ==0.0.5
  • mpmath ==1.2.1
  • msal ==1.19.0
  • msal-extensions ==1.0.0
  • msgpack ==1.0.4
  • multidict ==6.0.2
  • multipledispatch ==0.6.0
  • multiprocess ==0.70.13
  • munch ==2.5.0
  • murmurhash ==1.0.8
  • mxnet-cu116 ==1.9.1
  • mycli ==1.26.1
  • myproxyclient ==2.1.0
  • mypy-extensions ==0.4.3
  • myst-nb ==0.13.2
  • myst-parser ==0.15.2
  • natsort ==8.2.0
  • nbclassic ==0.3.7
  • nbclient ==0.5.13
  • nbconvert ==6.5.4
  • nbdime ==3.1.1
  • nbformat ==5.6.1
  • nbgitpuller ==1.1.0
  • nbsphinx ==0.8.9
  • nbstripout ==0.6.1
  • nc-time-axis ==1.4.1
  • nest-asyncio ==1.5.6
  • nested-lookup ==0.2.25
  • netcdf4 ==1.6.2
  • networkit ==10.0
  • networkx ==2.8.7
  • nose ==1.3.7
  • notebook ==6.4.12
  • notebook-shim ==0.1.0
  • ntlm-auth ==1.5.0
  • numba ==0.56.2
  • numbagg ==0.2.1
  • numcodecs ==0.10.2
  • numexpr ==2.8.3
  • numpy ==1.23.5
  • nvidia-ml-py3 ==7.352.0
  • oauth2client ==4.1.3
  • oauthlib ==3.2.1
  • octave-kernel ==0.34.2
  • odc-algo ==0.2.2
  • odc-geo ==0.3.0
  • odc-stac ==0.3.2
  • odc-ui ==0.2.0a3
  • omegaconf ==2.2.3
  • onnx ==1.12.0
  • onnx-tf ==1.10.0
  • onnxconverter-common ==1.12.2
  • onnxmltools ==1.11.1
  • onnxruntime ==1.12.1
  • opencv-contrib-python ==4.6.0
  • opencv-contrib-python-headless ==4.6.0
  • opencv-python ==4.6.0
  • opencv-python-headless ==4.6.0
  • openexr ==1.3.9
  • openpyxl ==3.0.10
  • opentsne ==0.6.2
  • opt-einsum ==3.3.0
  • optax ==0.1.3
  • optuna ==3.0.2
  • orange-canvas-core ==0.1.27
  • orange-widget-base ==4.18.0
  • orange3 ==3.33.0
  • osmnet ==0.1.6
  • osmnx ==1.2.2
  • osmpythontools ==0.3.5
  • osmxtract ==0.0.1
  • owslib ==0.27.2
  • packaging ==21.3
  • palettable ==3.3.0
  • pamela ==1.0.0
  • pandana ==0.6.1
  • pandas ==1.4.4
  • pandocfilters ==1.5.0
  • panel ==0.13.1
  • papermill ==2.4.0
  • param ==1.12.2
  • paramz ==0.9.5
  • parcels ==2.3.2
  • parso ==0.7.1
  • partd ==1.3.0
  • pathlib ==1.0.1
  • pathtools ==0.1.2
  • pathy ==0.6.2
  • patsy ==0.5.2
  • pbr ==5.10.0
  • pcse ==5.5.3
  • pexpect ==4.8.0
  • phonet ==0.3.7
  • pickleshare ==0.7.5
  • pillow ==9.2.0
  • pims ==0.6.1
  • pint ==0.18
  • pip ==22.2.2
  • pipdeptree ==2.3.1
  • pkgconfig ==1.5.5
  • pkgutil-resolve-name ==1.3.10
  • planetary-computer ==0.4.7
  • platformdirs ==2.5.2
  • plotly ==5.9.0
  • pluggy ==1.0.0
  • ply ==3.11
  • pmdarima ==2.0.2
  • pointpats ==2.2.0
  • pooch ==1.6.0
  • portalocker ==2.5.1
  • preshed ==3.0.7
  • pretrainedmodels ==0.7.4
  • prettytable ==0.7.2
  • progressbar2 ==4.2.0
  • prometheus-client ==0.14.1
  • prometheus-flask-exporter ==0.20.3
  • promise ==2.3
  • prompt-toolkit ==3.0.31
  • prophet ==1.1.1
  • proto-plus ==1.22.1
  • protobuf ==3.19.6
  • prov ==2.0.0
  • psutil ==5.9.2
  • psy-maps ==1.4.2
  • psy-reg ==1.4.0
  • psy-simple ==1.4.1
  • psycopg2 ==2.9.3
  • psyplot ==1.4.3
  • ptvsd ==4.3.2
  • ptyprocess ==0.7.0
  • pulp ==2.6.0
  • pure-eval ==0.2.2
  • pvextractor ==0.2
  • py ==1.11.0
  • py-cpuinfo ==8.0.0
  • py2vega ==0.6.1
  • py6s ==1.9.2
  • pyaes ==1.6.1
  • pyaps3 ==0.3.1
  • pyarrow ==9.0.0
  • pyasn1 ==0.4.8
  • pyasn1-modules ==0.2.8
  • pyavm ==0.9.5
  • pybind11 ==2.10.0
  • pybind11-global ==2.10.0
  • pybtex ==0.24.0
  • pybtex-docutils ==1.0.2
  • pycairo ==1.21.0
  • pycocotools ==2.0.5
  • pycodestyle ==2.6.0
  • pycolmap ==0.4.0
  • pycosat ==0.6.3
  • pycparser ==2.21
  • pycrs ==1.0.2
  • pyct ==0.4.8
  • pycuda ==2022.1
  • pydantic ==1.9.2
  • pydap ==3.2.2
  • pydata-sphinx-theme ==0.8.1
  • pydeprecate ==0.3.2
  • pydocstyle ==6.1.1
  • pydot ==1.4.2
  • pydrive ==1.3.1
  • pyepsg ==0.4.0
  • pyerfa ==2.0.0.1
  • pyflagser ==0.4.5
  • pyflakes ==2.2.0
  • pygac ==1.4.0
  • pygeos ==0.13
  • pygments ==2.13.0
  • pygmt ==0.7.0
  • pygraphviz ==1.10
  • pygrib ==2.1.4
  • pyhdf ==0.10.5
  • pyjwt ==2.5.0
  • pykdtree ==1.3.5
  • pykml ==0.2.0
  • pylint ==2.15.3
  • pymbolic ==2022.1
  • pymeeus ==0.5.11
  • pymysql ==1.0.2
  • pyninjotiff ==0.3.0
  • pyopencl ==2022.2.3
  • pyopengl ==3.1.6
  • pyopenssl ==22.0.0
  • pyorbital ==1.7.3
  • pyparsing ==3.0.9
  • pyperclip ==1.8.2
  • pyproj ==3.4.0
  • pyqt-builder ==1.10.3
  • pyqt5 ==5.15.2
  • pyqt5-sip ==12.9.0
  • pyqtgraph ==0.13.1
  • pyqtwebengine ==5.15.2
  • pyresample ==1.25.1
  • pyrsistent ==0.18.1
  • pysal ==2.7.0
  • pyshp ==2.3.1
  • pysocks ==1.7.1
  • pysolar ==0.10
  • pyspectral ==0.11.0
  • pysptk ==0.1.21
  • pystac ==1.6.1
  • pystac-client ==0.5.1
  • pytest ==7.1.3
  • python-box ==6.0.2
  • python-certifi-win32 ==1.6.1
  • python-dateutil ==2.8.2
  • python-dotenv ==0.21.0
  • 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
  • python-utils ==3.4.5
  • pythran ==0.12.0
  • pythreejs ==2.4.1
  • pytoolconfig ==1.2.2
  • pytools ==2022.1.12
  • pytorch-lightning ==1.7.7
  • pytroll-schedule ==0.6.0
  • pytz ==2022.4
  • pytz-deprecation-shim ==0.1.0.post0
  • pytzdata ==2020.1
  • pyugrid ==0.3.1
  • pyviz-comms ==2.2.1
  • pywavelets ==1.4.1
  • pyyaml ==5.4.1
  • pyzmq ==24.0.1
  • qasync ==0.23.0
  • qscintilla ==2.11.6
  • qtconsole ==5.3.2
  • qtpy ==2.2.1
  • quantecon ==0.5.3
  • qudida ==0.0.4
  • querystring-parser ==1.2.4
  • quilt3 ==5.0.0
  • radio-beam ==0.3.4
  • rasterio ==1.3.2
  • rasterstats ==0.17.0
  • ratelim ==0.1.6
  • 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
  • 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
grainlearning/rnn/trained_models/rnn_triaxial_drained+e0/requirements.txt pypi
  • absl-py ==1.2.0
  • access ==1.1.8
  • affine ==2.3.1
  • aiobotocore ==2.4.0
  • aiohttp ==3.8.3
  • aioitertools ==0.11.0
  • aiosignal ==1.2.0
  • alabaster ==0.7.12
  • albumentations ==1.3.0
  • alembic ==1.8.1
  • altair ==4.2.0
  • ann-visualizer ==2.5
  • ansi2html ==1.8.0
  • ansiwrap ==0.8.4
  • antlr4-python3-runtime ==4.7.2
  • anyio ==3.6.1
  • anyqt ==0.2.0
  • appdirs ==1.4.4
  • arcgis ==2.0.1
  • argon2-cffi ==21.3.0
  • argon2-cffi-bindings ==21.2.0
  • asciitree ==0.3.3
  • ase ==3.22.1
  • astor ==0.8.1
  • astrodendro ==0.2.0
  • astroid ==2.12.10
  • 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
  • cf-units ==3.0.1
  • cffi ==1.15.1
  • cfgrib ==0.9.10.1
  • cftime ==1.5.1.1
  • 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
  • docutils ==0.17.1
  • 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
  • erddapy ==1.2.1
  • esda ==2.4.3
  • esgf-pyclient ==0.3.1
  • esmf-regrid ==0.5.0
  • esmpy ==8.3.1
  • esmvalcore ==2.6.0
  • esmvaltool ==2.6.0
  • 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
  • intake-excel ==0.1.4
  • intake-geopandas ==0.4.0
  • intake-stac ==0.4.0
  • intake-xarray ==0.6.1
  • interpret ==0.2.7
  • interpret-core ==0.2.7
  • ipydatagrid ==1.1.12
  • ipydatawidgets ==4.3.2
  • ipyevents ==2.0.1
  • ipyfastscape ==0.2.0
  • ipyfilechooser ==0.6.0
  • ipygany ==0.5.0
  • ipykernel ==6.16.0
  • ipyleaflet ==0.17.1
  • ipympl ==0.9.2
  • ipyplot ==1.1.1
  • ipysheet ==0.5.0
  • ipyspin ==0.1.6
  • ipython ==8.5.0
  • ipython-autotime ==0.3.1
  • ipython-genutils ==0.2.0
  • ipython-sql ==0.4.1
  • ipytree ==0.2.2
  • ipyurl ==0.1.3
  • ipywidgets ==7.7.2
  • iris_Sample-data ==2.4.0
  • isodate ==0.6.1
  • isort ==5.10.1
  • itsdangerous ==2.1.2
  • jaraco.classes ==3.2.3
  • jax ==0.3.16
  • jaxlib ==0.3.15
  • jdcal ==1.4.1
  • jedi ==0.17.2
  • jeepney ==0.8.0
  • jinja2 ==3.1.2
  • jmespath ==0.10.0
  • joblib ==1.2.0
  • json2html ==1.3.0
  • json5 ==0.9.10
  • jsonlines ==1.2.0
  • jsonpatch ==1.32
  • jsonpath-ng ==1.5.3
  • jsonpointer ==2.3
  • jsonschema ==3.2.0
  • jupyter ==1.0.0
  • jupyter-archive ==3.3.1
  • jupyter-bokeh ==3.0.4
  • jupyter-book ==0.13.1
  • jupyter-c-kernel ==1.2.2
  • jupyter-cache ==0.4.3
  • jupyter-client ==6.1.12
  • jupyter-console ==6.4.4
  • jupyter-core ==4.11.1
  • jupyter-dash ==0.4.2
  • jupyter-lsp ==1.5.1
  • jupyter-packaging ==0.12.3
  • jupyter-server ==1.19.1
  • jupyter-server-mathjax ==0.2.6
  • jupyter-server-proxy ==3.2.2
  • jupyter-sphinx ==0.3.2
  • jupyter-telemetry ==0.1.0
  • jupyter-tensorboard ==0.2.0
  • jupyter-ui-poll ==0.2.1
  • jupyterhub ==1.5.0
  • jupyterlab ==3.4.8
  • jupyterlab-drawio ==0.9.0
  • jupyterlab-geojson ==3.2.0
  • jupyterlab-git ==0.39.3
  • jupyterlab-language-pack-ca-es ==3.4.post4
  • 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
  • jupyterlab-language-pack-et-ee ==3.4.post4
  • 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
  • jupyterlab-proxy-gui ==0.1.12
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-server ==2.15.2
  • jupyterlab-spellchecker ==0.7.2
  • jupyterlab-spreadsheet-editor ==0.6.1
  • jupyterlab-tensorboard ==0.3.0
  • jupyterlab-widgets ==1.1.1
  • jupytext ==1.14.1
  • kaggle ==1.5.12
  • kaldi-io ==0.9.4
  • kaleido ==0.2.1
  • keras ==2.9.0
  • keras-applications ==1.0.8
  • keras-preprocessing ==1.1.2
  • 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
  • lazy-object-proxy ==1.7.1
  • leafmap ==0.10.5
  • legendgram ==0.0.3
  • lerc ==0.1.0
  • libclang ==14.0.6
  • libpysal ==4.6.2
  • librosa ==0.9.2
  • libtiff ==0.4.2
  • lime ==0.2.0.1
  • line-profiler ==4.0.2
  • linkify-it-py ==1.0.3
  • livelossplot ==0.5.5
  • llvmlite ==0.39.1
  • locket ==1.0.0
  • lockfile ==0.12.2
  • logzero ==1.7.0
  • lunarcalendar ==0.0.9
  • lxml ==4.9.1
  • mako ==1.2.3
  • mapclassify ==2.4.3
  • mapgenerator ==1.0.5
  • mariadb-kernel ==0.2.0
  • markdown ==3.4.1
  • markdown-it-py ==1.1.0
  • markupsafe ==2.1.1
  • marshmallow ==3.18.0
  • matlab-kernel ==0.17.1
  • matlabengineforpython ==R2021a
  • matplotlib ==3.6.0
  • matplotlib-inline ==0.1.6
  • mccabe ==0.6.1
  • mdit-py-plugins ==0.2.8
  • memory-profiler ==0.61.0
  • mercantile ==1.2.1
  • merf ==1.0
  • metakernel ==0.28.2
  • metpy ==1.3.1
  • mgwr ==2.1.2
  • mintpy ==1.4.1
  • mistune ==0.8.4
  • mlflow ==1.29.0
  • mock ==4.0.3
  • momepy ==0.5.4
  • more-itertools ==8.14.0
  • morecantile ==3.1.2
  • mpi4py ==3.1.3
  • mpl-scatter-density ==0.7
  • mplleaflet ==0.0.5
  • mpmath ==1.2.1
  • msal ==1.19.0
  • msal-extensions ==1.0.0
  • msgpack ==1.0.4
  • multidict ==6.0.2
  • multipledispatch ==0.6.0
  • multiprocess ==0.70.13
  • munch ==2.5.0
  • murmurhash ==1.0.8
  • mxnet-cu116 ==1.9.1
  • mycli ==1.26.1
  • myproxyclient ==2.1.0
  • mypy-extensions ==0.4.3
  • myst-nb ==0.13.2
  • myst-parser ==0.15.2
  • natsort ==8.2.0
  • nbclassic ==0.3.7
  • nbclient ==0.5.13
  • nbconvert ==6.5.4
  • nbdime ==3.1.1
  • nbformat ==5.6.1
  • nbgitpuller ==1.1.0
  • nbsphinx ==0.8.9
  • nbstripout ==0.6.1
  • nc-time-axis ==1.4.1
  • nest-asyncio ==1.5.6
  • nested-lookup ==0.2.25
  • netcdf4 ==1.6.2
  • networkit ==10.0
  • networkx ==2.8.7
  • nose ==1.3.7
  • notebook ==6.4.12
  • notebook-shim ==0.1.0
  • ntlm-auth ==1.5.0
  • numba ==0.56.2
  • numbagg ==0.2.1
  • numcodecs ==0.10.2
  • numexpr ==2.8.3
  • numpy ==1.23.5
  • nvidia-ml-py3 ==7.352.0
  • oauth2client ==4.1.3
  • oauthlib ==3.2.1
  • octave-kernel ==0.34.2
  • odc-algo ==0.2.2
  • odc-geo ==0.3.0
  • odc-stac ==0.3.2
  • odc-ui ==0.2.0a3
  • omegaconf ==2.2.3
  • onnx ==1.12.0
  • onnx-tf ==1.10.0
  • onnxconverter-common ==1.12.2
  • onnxmltools ==1.11.1
  • onnxruntime ==1.12.1
  • opencv-contrib-python ==4.6.0
  • opencv-contrib-python-headless ==4.6.0
  • opencv-python ==4.6.0
  • opencv-python-headless ==4.6.0
  • openexr ==1.3.9
  • openpyxl ==3.0.10
  • opentsne ==0.6.2
  • opt-einsum ==3.3.0
  • optax ==0.1.3
  • optuna ==3.0.2
  • orange-canvas-core ==0.1.27
  • orange-widget-base ==4.18.0
  • orange3 ==3.33.0
  • osmnet ==0.1.6
  • osmnx ==1.2.2
  • osmpythontools ==0.3.5
  • osmxtract ==0.0.1
  • owslib ==0.27.2
  • packaging ==21.3
  • palettable ==3.3.0
  • pamela ==1.0.0
  • pandana ==0.6.1
  • pandas ==1.4.4
  • pandocfilters ==1.5.0
  • panel ==0.13.1
  • papermill ==2.4.0
  • param ==1.12.2
  • paramz ==0.9.5
  • parcels ==2.3.2
  • parso ==0.7.1
  • partd ==1.3.0
  • pathlib ==1.0.1
  • pathtools ==0.1.2
  • pathy ==0.6.2
  • patsy ==0.5.2
  • pbr ==5.10.0
  • pcse ==5.5.3
  • pexpect ==4.8.0
  • phonet ==0.3.7
  • pickleshare ==0.7.5
  • pillow ==9.2.0
  • pims ==0.6.1
  • pint ==0.18
  • pip ==22.2.2
  • pipdeptree ==2.3.1
  • pkgconfig ==1.5.5
  • pkgutil-resolve-name ==1.3.10
  • planetary-computer ==0.4.7
  • platformdirs ==2.5.2
  • plotly ==5.9.0
  • pluggy ==1.0.0
  • ply ==3.11
  • pmdarima ==2.0.2
  • pointpats ==2.2.0
  • pooch ==1.6.0
  • portalocker ==2.5.1
  • preshed ==3.0.7
  • pretrainedmodels ==0.7.4
  • prettytable ==0.7.2
  • progressbar2 ==4.2.0
  • prometheus-client ==0.14.1
  • prometheus-flask-exporter ==0.20.3
  • promise ==2.3
  • prompt-toolkit ==3.0.31
  • prophet ==1.1.1
  • proto-plus ==1.22.1
  • protobuf ==3.19.6
  • prov ==2.0.0
  • psutil ==5.9.2
  • psy-maps ==1.4.2
  • psy-reg ==1.4.0
  • psy-simple ==1.4.1
  • psycopg2 ==2.9.3
  • psyplot ==1.4.3
  • ptvsd ==4.3.2
  • ptyprocess ==0.7.0
  • pulp ==2.6.0
  • pure-eval ==0.2.2
  • pvextractor ==0.2
  • py ==1.11.0
  • py-cpuinfo ==8.0.0
  • py2vega ==0.6.1
  • py6s ==1.9.2
  • pyaes ==1.6.1
  • pyaps3 ==0.3.1
  • pyarrow ==9.0.0
  • pyasn1 ==0.4.8
  • pyasn1-modules ==0.2.8
  • pyavm ==0.9.5
  • pybind11 ==2.10.0
  • pybind11-global ==2.10.0
  • pybtex ==0.24.0
  • pybtex-docutils ==1.0.2
  • pycairo ==1.21.0
  • pycocotools ==2.0.5
  • pycodestyle ==2.6.0
  • pycolmap ==0.4.0
  • pycosat ==0.6.3
  • pycparser ==2.21
  • pycrs ==1.0.2
  • pyct ==0.4.8
  • pycuda ==2022.1
  • pydantic ==1.9.2
  • pydap ==3.2.2
  • pydata-sphinx-theme ==0.8.1
  • pydeprecate ==0.3.2
  • pydocstyle ==6.1.1
  • pydot ==1.4.2
  • pydrive ==1.3.1
  • pyepsg ==0.4.0
  • pyerfa ==2.0.0.1
  • pyflagser ==0.4.5
  • pyflakes ==2.2.0
  • pygac ==1.4.0
  • pygeos ==0.13
  • pygments ==2.13.0
  • pygmt ==0.7.0
  • pygraphviz ==1.10
  • pygrib ==2.1.4
  • pyhdf ==0.10.5
  • pyjwt ==2.5.0
  • pykdtree ==1.3.5
  • pykml ==0.2.0
  • pylint ==2.15.3
  • pymbolic ==2022.1
  • pymeeus ==0.5.11
  • pymysql ==1.0.2
  • pyninjotiff ==0.3.0
  • pyopencl ==2022.2.3
  • pyopengl ==3.1.6
  • pyopenssl ==22.0.0
  • pyorbital ==1.7.3
  • pyparsing ==3.0.9
  • pyperclip ==1.8.2
  • pyproj ==3.4.0
  • pyqt-builder ==1.10.3
  • pyqt5 ==5.15.2
  • pyqt5-sip ==12.9.0
  • pyqtgraph ==0.13.1
  • pyqtwebengine ==5.15.2
  • pyresample ==1.25.1
  • pyrsistent ==0.18.1
  • pysal ==2.7.0
  • pyshp ==2.3.1
  • pysocks ==1.7.1
  • pysolar ==0.10
  • pyspectral ==0.11.0
  • pysptk ==0.1.21
  • pystac ==1.6.1
  • pystac-client ==0.5.1
  • pytest ==7.1.3
  • python-box ==6.0.2
  • python-certifi-win32 ==1.6.1
  • python-dateutil ==2.8.2
  • python-dotenv ==0.21.0
  • 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
  • python-utils ==3.4.5
  • pythran ==0.12.0
  • pythreejs ==2.4.1
  • pytoolconfig ==1.2.2
  • pytools ==2022.1.12
  • pytorch-lightning ==1.7.7
  • pytroll-schedule ==0.6.0
  • pytz ==2022.4
  • pytz-deprecation-shim ==0.1.0.post0
  • pytzdata ==2020.1
  • pyugrid ==0.3.1
  • pyviz-comms ==2.2.1
  • pywavelets ==1.4.1
  • pyyaml ==5.4.1
  • pyzmq ==24.0.1
  • qasync ==0.23.0
  • qscintilla ==2.11.6
  • qtconsole ==5.3.2
  • qtpy ==2.2.1
  • quantecon ==0.5.3
  • qudida ==0.0.4
  • querystring-parser ==1.2.4
  • quilt3 ==5.0.0
  • radio-beam ==0.3.4
  • rasterio ==1.3.2
  • rasterstats ==0.17.0
  • ratelim ==0.1.6
  • 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
  • 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
grainlearning/rnn/trained_models/rnn_triaxial_undrained/requirements.txt pypi
  • absl-py ==1.2.0
  • access ==1.1.8
  • affine ==2.3.1
  • aiobotocore ==2.4.0
  • aiohttp ==3.8.3
  • aioitertools ==0.11.0
  • aiosignal ==1.2.0
  • alabaster ==0.7.12
  • albumentations ==1.3.0
  • alembic ==1.8.1
  • altair ==4.2.0
  • ann-visualizer ==2.5
  • ansi2html ==1.8.0
  • ansiwrap ==0.8.4
  • antlr4-python3-runtime ==4.9.3
  • anyio ==3.6.1
  • anyqt ==0.2.0
  • appdirs ==1.4.4
  • arcgis ==2.0.1
  • argon2-cffi ==21.3.0
  • argon2-cffi-bindings ==21.2.0
  • asciitree ==0.3.3
  • ase ==3.22.1
  • astor ==0.8.1
  • astrodendro ==0.2.0
  • astroid ==2.12.10
  • astropy ==4.0.6
  • 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
  • cdo ==1.5.7
  • cdsapi ==0.5.1
  • cerberus ==1.3.4
  • certifi ==2022.9.24
  • certipy ==0.1.3
  • cf-units ==3.1.1
  • cffi ==1.15.1
  • cfgrib ==0.9.10.1
  • cftime ==1.6.2
  • 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
  • docutils ==0.17.1
  • 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
  • erddapy ==1.2.1
  • esda ==2.4.3
  • esmf-regrid ==0.5.0
  • et-xmlfile ==1.1.0
  • etils ==0.8.0
  • everett ==3.0.0
  • 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
  • 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
  • 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
  • graphsurgeon ==0.4.6
  • graphviz ==0.8.4
  • greenlet ==1.1.3
  • grpcio ==1.49.1
  • grpcio-status ==1.48.2
  • gssapi ==1.8.1
  • gsw ==3.3.1
  • 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
  • intake-excel ==0.1.4
  • intake-geopandas ==0.4.0
  • intake-stac ==0.4.0
  • intake-xarray ==0.6.1
  • interpret ==0.2.7
  • interpret-core ==0.2.7
  • ipydatagrid ==1.1.12
  • ipydatawidgets ==4.3.2
  • ipyevents ==2.0.1
  • ipyfastscape ==0.2.0
  • ipyfilechooser ==0.6.0
  • ipygany ==0.5.0
  • ipykernel ==6.16.0
  • ipyleaflet ==0.17.1
  • ipympl ==0.9.2
  • ipyplot ==1.1.1
  • ipysheet ==0.5.0
  • ipyspin ==0.1.6
  • ipython ==8.5.0
  • ipython-autotime ==0.3.1
  • ipython-genutils ==0.2.0
  • ipython-sql ==0.4.1
  • ipytree ==0.2.2
  • ipyurl ==0.1.3
  • ipywidgets ==7.7.2
  • iris_Sample-data ==2.4.0
  • isodate ==0.6.1
  • isort ==5.10.1
  • itsdangerous ==2.1.2
  • jaraco.classes ==3.2.3
  • jax ==0.3.16
  • jaxlib ==0.3.14
  • jdcal ==1.4.1
  • jedi ==0.17.2
  • jeepney ==0.8.0
  • jinja2 ==3.1.2
  • jmespath ==0.10.0
  • joblib ==1.2.0
  • json2html ==1.3.0
  • json5 ==0.9.10
  • jsonlines ==1.2.0
  • jsonpatch ==1.32
  • jsonpath-ng ==1.5.3
  • jsonpointer ==2.3
  • jsonschema ==3.2.0
  • jupyter ==1.0.0
  • jupyter-archive ==3.3.1
  • jupyter-bokeh ==3.0.4
  • jupyter-book ==0.13.1
  • jupyter-c-kernel ==1.2.2
  • jupyter-cache ==0.4.3
  • jupyter-client ==6.1.12
  • jupyter-console ==6.4.4
  • jupyter-core ==4.11.1
  • jupyter-dash ==0.4.2
  • jupyter-lsp ==1.5.1
  • jupyter-packaging ==0.12.3
  • jupyter-server ==1.19.1
  • jupyter-server-mathjax ==0.2.6
  • jupyter-server-proxy ==3.2.2
  • jupyter-sphinx ==0.3.2
  • jupyter-telemetry ==0.1.0
  • jupyter-tensorboard ==0.2.0
  • jupyter-ui-poll ==0.2.1
  • jupyterhub ==1.5.0
  • jupyterlab ==3.4.8
  • jupyterlab-drawio ==0.9.0
  • jupyterlab-geojson ==3.2.0
  • jupyterlab-git ==0.39.3
  • jupyterlab-language-pack-ca-es ==3.4.post4
  • 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
  • jupyterlab-language-pack-et-ee ==3.4.post4
  • 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
  • jupyterlab-proxy-gui ==0.1.12
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-server ==2.15.2
  • jupyterlab-spellchecker ==0.7.2
  • jupyterlab-spreadsheet-editor ==0.6.1
  • jupyterlab-tensorboard ==0.3.0
  • jupyterlab-widgets ==1.1.1
  • jupytext ==1.14.1
  • kaggle ==1.5.12
  • kaldi-io ==0.9.4
  • kaleido ==0.2.1
  • keras ==2.9.0
  • keras-applications ==1.0.8
  • keras-preprocessing ==1.1.2
  • 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
  • lazy-object-proxy ==1.7.1
  • leafmap ==0.10.5
  • legendgram ==0.0.3
  • lerc ==0.1.0
  • libclang ==14.0.6
  • libpysal ==4.6.2
  • librosa ==0.9.2
  • libtiff ==0.4.2
  • lime ==0.2.0.1
  • line-profiler ==4.0.1
  • linkify-it-py ==1.0.3
  • livelossplot ==0.5.5
  • llvmlite ==0.39.1
  • locket ==1.0.0
  • lockfile ==0.12.2
  • logzero ==1.7.0
  • lunarcalendar ==0.0.9
  • lxml ==4.9.1
  • mako ==1.2.3
  • mapclassify ==2.4.3
  • mapgenerator ==1.0.5
  • mariadb-kernel ==0.2.0
  • markdown ==3.4.1
  • markdown-it-py ==1.1.0
  • markupsafe ==2.1.1
  • marshmallow ==3.18.0
  • matplotlib ==3.6.0
  • matplotlib-inline ==0.1.6
  • mccabe ==0.6.1
  • mdit-py-plugins ==0.2.8
  • memory-profiler ==0.61.0
  • mercantile ==1.2.1
  • metakernel ==0.28.2
  • metpy ==1.3.1
  • mgwr ==2.1.2
  • mintpy ==1.4.1
  • mistune ==0.8.4
  • mlflow ==1.29.0
  • mock ==4.0.3
  • momepy ==0.5.4
  • more-itertools ==8.14.0
  • morecantile ==3.1.2
  • mpi4py ==3.1.3
  • mpl-scatter-density ==0.7
  • mplleaflet ==0.0.5
  • mpmath ==1.2.1
  • msal ==1.19.0
  • msal-extensions ==1.0.0
  • msgpack ==1.0.4
  • multidict ==6.0.2
  • multipledispatch ==0.6.0
  • multiprocess ==0.70.13
  • munch ==2.5.0
  • murmurhash ==1.0.8
  • mxnet ==1.9.1
  • mycli ==1.26.1
  • mypy-extensions ==0.4.3
  • myst-nb ==0.13.2
  • myst-parser ==0.15.2
  • natsort ==8.2.0
  • nbclassic ==0.3.7
  • nbclient ==0.5.13
  • nbconvert ==6.5.4
  • nbdime ==3.1.1
  • nbformat ==5.6.1
  • nbgitpuller ==1.1.0
  • nbsphinx ==0.8.9
  • nbstripout ==0.6.1
  • nc-time-axis ==1.4.1
  • nest-asyncio ==1.5.6
  • netcdf4 ==1.6.0
  • networkit ==10.0
  • networkx ==2.8.7
  • nose ==1.3.7
  • notebook ==6.4.12
  • notebook-shim ==0.1.0
  • ntlm-auth ==1.5.0
  • numba ==0.56.2
  • numbagg ==0.2.1
  • numcodecs ==0.10.2
  • numexpr ==2.8.3
  • numpy ==1.24.1
  • nvidia-ml-py3 ==7.352.0
  • oauth2client ==4.1.3
  • oauthlib ==3.2.1
  • octave-kernel ==0.34.2
  • odc-algo ==0.2.2
  • odc-geo ==0.3.0
  • odc-stac ==0.3.2
  • odc-ui ==0.2.0a3
  • omegaconf ==2.2.3
  • onnx ==1.12.0
  • onnx-tf ==1.10.0
  • onnxconverter-common ==1.12.2
  • onnxmltools ==1.11.1
  • onnxruntime ==1.12.1
  • onnxruntime-gpu ==1.12.1
  • opencv-contrib-python ==4.6.0
  • opencv-contrib-python-headless ==4.6.0
  • opencv-python ==4.6.0
  • opencv-python-headless ==4.6.0
  • openexr ==1.3.9
  • openpyxl ==3.0.10
  • opentsne ==0.6.2
  • opt-einsum ==3.3.0
  • optax ==0.1.3
  • optuna ==3.0.2
  • orange-canvas-core ==0.1.27
  • orange-widget-base ==4.18.0
  • orange3 ==3.33.0
  • osmnet ==0.1.6
  • osmnx ==1.2.2
  • osmpythontools ==0.3.5
  • osmxtract ==0.0.1
  • owslib ==0.27.2
  • packaging ==21.3
  • palettable ==3.3.0
  • pamela ==1.0.0
  • pandana ==0.6.1
  • pandas ==1.4.4
  • pandocfilters ==1.5.0
  • panel ==0.13.1
  • papermill ==2.4.0
  • param ==1.12.2
  • paramz ==0.9.5
  • parcels ==2.3.2
  • parso ==0.7.1
  • partd ==1.3.0
  • pathlib ==1.0.1
  • pathtools ==0.1.2
  • pathy ==0.6.2
  • patsy ==0.5.2
  • pbr ==5.10.0
  • pcse ==5.5.3
  • pexpect ==4.8.0
  • phonet ==0.3.7
  • pickleshare ==0.7.5
  • pillow ==9.2.0
  • pims ==0.6.1
  • pint ==0.18
  • pip ==22.2.2
  • pipdeptree ==2.3.1
  • pkgconfig ==1.5.5
  • pkgutil-resolve-name ==1.3.10
  • planetary-computer ==0.4.7
  • platformdirs ==2.5.2
  • plotly ==5.9.0
  • pluggy ==1.0.0
  • ply ==3.11
  • pmdarima ==2.0.1
  • pointpats ==2.2.0
  • pooch ==1.6.0
  • portalocker ==2.5.1
  • preshed ==3.0.7
  • pretrainedmodels ==0.7.4
  • prettytable ==0.7.2
  • progressbar2 ==4.2.0
  • prometheus-client ==0.14.1
  • prometheus-flask-exporter ==0.20.3
  • promise ==2.3
  • prompt-toolkit ==3.0.31
  • prophet ==1.1.1
  • proto-plus ==1.22.1
  • protobuf ==3.19.6
  • psutil ==5.9.2
  • psy-maps ==1.4.2
  • psy-reg ==1.4.0
  • psy-simple ==1.4.1
  • psycopg2 ==2.9.3
  • psyplot ==1.4.3
  • ptvsd ==4.3.2
  • ptyprocess ==0.7.0
  • pulp ==2.6.0
  • pure-eval ==0.2.2
  • pvextractor ==0.2
  • py ==1.11.0
  • py-cpuinfo ==8.0.0
  • py2vega ==0.6.1
  • py6s ==1.9.2
  • pyaes ==1.6.1
  • pyaps3 ==0.3.1
  • pyarrow ==9.0.0
  • pyasn1 ==0.4.8
  • pyasn1-modules ==0.2.8
  • pyavm ==0.9.5
  • pybind11 ==2.10.0
  • pybind11-global ==2.10.0
  • pybtex ==0.24.0
  • pybtex-docutils ==1.0.2
  • pycairo ==1.21.0
  • pycocotools ==2.0.5
  • pycodestyle ==2.6.0
  • pycolmap ==0.4.0
  • pycosat ==0.6.3
  • pycparser ==2.21
  • pycrs ==1.0.2
  • pyct ==0.4.8
  • pycuda ==2022.1
  • pydantic ==1.9.2
  • pydap ==3.2.2
  • pydata-sphinx-theme ==0.8.1
  • pydeprecate ==0.3.2
  • pydocstyle ==6.1.1
  • pydot ==1.4.2
  • pydrive ==1.3.1
  • pyepsg ==0.4.0
  • pyerfa ==2.0.0.1
  • pyflakes ==2.2.0
  • pygac ==1.4.0
  • pygeos ==0.13
  • pygments ==2.13.0
  • pygmt ==0.7.0
  • pygraphviz ==1.10
  • pygrib ==2.1.4
  • pyhdf ==0.10.5
  • pyjwt ==2.5.0
  • pykdtree ==1.3.5
  • pykml ==0.2.0
  • pylint ==2.15.3
  • pymbolic ==2022.1
  • pymeeus ==0.5.11
  • pymysql ==1.0.2
  • pyninjotiff ==0.3.0
  • pyopencl ==2022.2.3
  • pyopengl ==3.1.6
  • pyopenssl ==22.0.0
  • pyorbital ==1.7.3
  • pyparsing ==3.0.9
  • pyperclip ==1.8.2
  • pyproj ==3.4.0
  • pyqt-builder ==1.10.3
  • pyqt5 ==5.15.2
  • pyqt5-sip ==12.9.0
  • pyqtgraph ==0.13.1
  • pyqtwebengine ==5.15.2
  • pyresample ==1.25.1
  • pyrsistent ==0.18.1
  • pysal ==2.7.0
  • pyshp ==2.3.1
  • pysocks ==1.7.1
  • pysolar ==0.10
  • pyspectral ==0.11.0
  • pysptk ==0.1.21
  • pystac ==1.6.1
  • pystac-client ==0.5.1
  • pytest ==7.1.3
  • python-box ==6.0.2
  • python-certifi-win32 ==1.6.1
  • python-dateutil ==2.8.2
  • python-dotenv ==0.21.0
  • 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
  • python-utils ==3.4.5
  • pythran ==0.12.0
  • pythreejs ==2.4.1
  • pytoolconfig ==1.2.2
  • pytools ==2022.1.12
  • pytorch-lightning ==1.7.7
  • pytroll-schedule ==0.6.0
  • pytz ==2022.4
  • pytz-deprecation-shim ==0.1.0.post0
  • pytzdata ==2020.1
  • pyugrid ==0.3.1
  • pyviz-comms ==2.2.1
  • pywavelets ==1.4.1
  • pyyaml ==5.4.1
  • pyzmq ==24.0.1
  • qasync ==0.23.0
  • qscintilla ==2.11.6
  • qtconsole ==5.3.2
  • qtpy ==2.2.1
  • quantecon ==0.5.3
  • qudida ==0.0.4
  • querystring-parser ==1.2.4
  • quilt3 ==5.0.0
  • radio-beam ==0.3.4
  • rasterio ==1.3.2
  • rasterstats ==0.17.0
  • ratelim ==0.1.6
  • 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-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
  • 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 ==1.2.0
  • scipy ==1.10.0
  • scitools-iris ==3.3.1
  • 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 ==65.4.1
  • 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 ==6.2.10
  • 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 ==0.1.1
  • 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 ==0.26.0
  • tensorflow-metadata ==1.10.0
  • tensorflow-model-optimization ==0.7.3
  • tensorflow-text ==2.9.0
  • tensorrt ==8.4.1.5
  • 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
  • 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
  • uff ==0.6.9
  • ujson ==5.5.0
  • urbanaccess ==0.2.2
  • uritemplate ==3.0.1
  • 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
  • wandb ==0.13.7
  • 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
  • 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
  • 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
  • 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
grainlearning/rnn/trained_models/rnn_triaxial_undrained+e0/requirements.txt pypi
  • absl-py ==1.2.0
  • access ==1.1.8
  • affine ==2.3.1
  • aiobotocore ==2.4.0
  • aiohttp ==3.8.3
  • aioitertools ==0.11.0
  • aiosignal ==1.2.0
  • alabaster ==0.7.12
  • albumentations ==1.3.0
  • alembic ==1.8.1
  • altair ==4.2.0
  • ann-visualizer ==2.5
  • ansi2html ==1.8.0
  • ansiwrap ==0.8.4
  • antlr4-python3-runtime ==4.7.2
  • anyio ==3.6.1
  • anyqt ==0.2.0
  • appdirs ==1.4.4
  • arcgis ==2.0.1
  • argon2-cffi ==21.3.0
  • argon2-cffi-bindings ==21.2.0
  • asciitree ==0.3.3
  • ase ==3.22.1
  • astor ==0.8.1
  • astrodendro ==0.2.0
  • astroid ==2.12.10
  • 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
  • cf-units ==3.0.1
  • cffi ==1.15.1
  • cfgrib ==0.9.10.1
  • cftime ==1.5.1.1
  • 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
  • docutils ==0.17.1
  • 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
  • erddapy ==1.2.1
  • esda ==2.4.3
  • esgf-pyclient ==0.3.1
  • esmf-regrid ==0.5.0
  • esmpy ==8.3.1
  • esmvalcore ==2.6.0
  • esmvaltool ==2.6.0
  • 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
  • intake-excel ==0.1.4
  • intake-geopandas ==0.4.0
  • intake-stac ==0.4.0
  • intake-xarray ==0.6.1
  • interpret ==0.2.7
  • interpret-core ==0.2.7
  • ipydatagrid ==1.1.12
  • ipydatawidgets ==4.3.2
  • ipyevents ==2.0.1
  • ipyfastscape ==0.2.0
  • ipyfilechooser ==0.6.0
  • ipygany ==0.5.0
  • ipykernel ==6.16.0
  • ipyleaflet ==0.17.1
  • ipympl ==0.9.2
  • ipyplot ==1.1.1
  • ipysheet ==0.5.0
  • ipyspin ==0.1.6
  • ipython ==8.5.0
  • ipython-autotime ==0.3.1
  • ipython-genutils ==0.2.0
  • ipython-sql ==0.4.1
  • ipytree ==0.2.2
  • ipyurl ==0.1.3
  • ipywidgets ==7.7.2
  • iris_Sample-data ==2.4.0
  • isodate ==0.6.1
  • isort ==5.10.1
  • itsdangerous ==2.1.2
  • jaraco.classes ==3.2.3
  • jax ==0.3.16
  • jaxlib ==0.3.15
  • jdcal ==1.4.1
  • jedi ==0.17.2
  • jeepney ==0.8.0
  • jinja2 ==3.1.2
  • jmespath ==0.10.0
  • joblib ==1.2.0
  • json2html ==1.3.0
  • json5 ==0.9.10
  • jsonlines ==1.2.0
  • jsonpatch ==1.32
  • jsonpath-ng ==1.5.3
  • jsonpointer ==2.3
  • jsonschema ==3.2.0
  • jupyter ==1.0.0
  • jupyter-archive ==3.3.1
  • jupyter-bokeh ==3.0.4
  • jupyter-book ==0.13.1
  • jupyter-c-kernel ==1.2.2
  • jupyter-cache ==0.4.3
  • jupyter-client ==6.1.12
  • jupyter-console ==6.4.4
  • jupyter-core ==4.11.1
  • jupyter-dash ==0.4.2
  • jupyter-lsp ==1.5.1
  • jupyter-packaging ==0.12.3
  • jupyter-server ==1.19.1
  • jupyter-server-mathjax ==0.2.6
  • jupyter-server-proxy ==3.2.2
  • jupyter-sphinx ==0.3.2
  • jupyter-telemetry ==0.1.0
  • jupyter-tensorboard ==0.2.0
  • jupyter-ui-poll ==0.2.1
  • jupyterhub ==1.5.0
  • jupyterlab ==3.4.8
  • jupyterlab-drawio ==0.9.0
  • jupyterlab-geojson ==3.2.0
  • jupyterlab-git ==0.39.3
  • jupyterlab-language-pack-ca-es ==3.4.post4
  • 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
  • jupyterlab-language-pack-et-ee ==3.4.post4
  • 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
  • jupyterlab-proxy-gui ==0.1.12
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-server ==2.15.2
  • jupyterlab-spellchecker ==0.7.2
  • jupyterlab-spreadsheet-editor ==0.6.1
  • jupyterlab-tensorboard ==0.3.0
  • jupyterlab-widgets ==1.1.1
  • jupytext ==1.14.1
  • kaggle ==1.5.12
  • kaldi-io ==0.9.4
  • kaleido ==0.2.1
  • keras ==2.9.0
  • keras-applications ==1.0.8
  • keras-preprocessing ==1.1.2
  • 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
  • lazy-object-proxy ==1.7.1
  • leafmap ==0.10.5
  • legendgram ==0.0.3
  • lerc ==0.1.0
  • libclang ==14.0.6
  • libpysal ==4.6.2
  • librosa ==0.9.2
  • libtiff ==0.4.2
  • lime ==0.2.0.1
  • line-profiler ==4.0.2
  • linkify-it-py ==1.0.3
  • livelossplot ==0.5.5
  • llvmlite ==0.39.1
  • locket ==1.0.0
  • lockfile ==0.12.2
  • logzero ==1.7.0
  • lunarcalendar ==0.0.9
  • lxml ==4.9.1
  • mako ==1.2.3
  • mapclassify ==2.4.3
  • mapgenerator ==1.0.5
  • mariadb-kernel ==0.2.0
  • markdown ==3.4.1
  • markdown-it-py ==1.1.0
  • markupsafe ==2.1.1
  • marshmallow ==3.18.0
  • matlab-kernel ==0.17.1
  • matlabengineforpython ==R2021a
  • matplotlib ==3.6.0
  • matplotlib-inline ==0.1.6
  • mccabe ==0.6.1
  • mdit-py-plugins ==0.2.8
  • memory-profiler ==0.61.0
  • mercantile ==1.2.1
  • merf ==1.0
  • metakernel ==0.28.2
  • metpy ==1.3.1
  • mgwr ==2.1.2
  • mintpy ==1.4.1
  • mistune ==0.8.4
  • mlflow ==1.29.0
  • mock ==4.0.3
  • momepy ==0.5.4
  • more-itertools ==8.14.0
  • morecantile ==3.1.2
  • mpi4py ==3.1.3
  • mpl-scatter-density ==0.7
  • mplleaflet ==0.0.5
  • mpmath ==1.2.1
  • msal ==1.19.0
  • msal-extensions ==1.0.0
  • msgpack ==1.0.4
  • multidict ==6.0.2
  • multipledispatch ==0.6.0
  • multiprocess ==0.70.13
  • munch ==2.5.0
  • murmurhash ==1.0.8
  • mxnet-cu116 ==1.9.1
  • mycli ==1.26.1
  • myproxyclient ==2.1.0
  • mypy-extensions ==0.4.3
  • myst-nb ==0.13.2
  • myst-parser ==0.15.2
  • natsort ==8.2.0
  • nbclassic ==0.3.7
  • nbclient ==0.5.13
  • nbconvert ==6.5.4
  • nbdime ==3.1.1
  • nbformat ==5.6.1
  • nbgitpuller ==1.1.0
  • nbsphinx ==0.8.9
  • nbstripout ==0.6.1
  • nc-time-axis ==1.4.1
  • nest-asyncio ==1.5.6
  • nested-lookup ==0.2.25
  • netcdf4 ==1.6.2
  • networkit ==10.0
  • networkx ==2.8.7
  • nose ==1.3.7
  • notebook ==6.4.12
  • notebook-shim ==0.1.0
  • ntlm-auth ==1.5.0
  • numba ==0.56.2
  • numbagg ==0.2.1
  • numcodecs ==0.10.2
  • numexpr ==2.8.3
  • numpy ==1.23.5
  • nvidia-ml-py3 ==7.352.0
  • oauth2client ==4.1.3
  • oauthlib ==3.2.1
  • octave-kernel ==0.34.2
  • odc-algo ==0.2.2
  • odc-geo ==0.3.0
  • odc-stac ==0.3.2
  • odc-ui ==0.2.0a3
  • omegaconf ==2.2.3
  • onnx ==1.12.0
  • onnx-tf ==1.10.0
  • onnxconverter-common ==1.12.2
  • onnxmltools ==1.11.1
  • onnxruntime ==1.12.1
  • opencv-contrib-python ==4.6.0
  • opencv-contrib-python-headless ==4.6.0
  • opencv-python ==4.6.0
  • opencv-python-headless ==4.6.0
  • openexr ==1.3.9
  • openpyxl ==3.0.10
  • opentsne ==0.6.2
  • opt-einsum ==3.3.0
  • optax ==0.1.3
  • optuna ==3.0.2
  • orange-canvas-core ==0.1.27
  • orange-widget-base ==4.18.0
  • orange3 ==3.33.0
  • osmnet ==0.1.6
  • osmnx ==1.2.2
  • osmpythontools ==0.3.5
  • osmxtract ==0.0.1
  • owslib ==0.27.2
  • packaging ==21.3
  • palettable ==3.3.0
  • pamela ==1.0.0
  • pandana ==0.6.1
  • pandas ==1.4.4
  • pandocfilters ==1.5.0
  • panel ==0.13.1
  • papermill ==2.4.0
  • param ==1.12.2
  • paramz ==0.9.5
  • parcels ==2.3.2
  • parso ==0.7.1
  • partd ==1.3.0
  • pathlib ==1.0.1
  • pathtools ==0.1.2
  • pathy ==0.6.2
  • patsy ==0.5.2
  • pbr ==5.10.0
  • pcse ==5.5.3
  • pexpect ==4.8.0
  • phonet ==0.3.7
  • pickleshare ==0.7.5
  • pillow ==9.2.0
  • pims ==0.6.1
  • pint ==0.18
  • pip ==22.2.2
  • pipdeptree ==2.3.1
  • pkgconfig ==1.5.5
  • pkgutil-resolve-name ==1.3.10
  • planetary-computer ==0.4.7
  • platformdirs ==2.5.2
  • plotly ==5.9.0
  • pluggy ==1.0.0
  • ply ==3.11
  • pmdarima ==2.0.2
  • pointpats ==2.2.0
  • pooch ==1.6.0
  • portalocker ==2.5.1
  • preshed ==3.0.7
  • pretrainedmodels ==0.7.4
  • prettytable ==0.7.2
  • progressbar2 ==4.2.0
  • prometheus-client ==0.14.1
  • prometheus-flask-exporter ==0.20.3
  • promise ==2.3
  • prompt-toolkit ==3.0.31
  • prophet ==1.1.1
  • proto-plus ==1.22.1
  • protobuf ==3.19.6
  • prov ==2.0.0
  • psutil ==5.9.2
  • psy-maps ==1.4.2
  • psy-reg ==1.4.0
  • psy-simple ==1.4.1
  • psycopg2 ==2.9.3
  • psyplot ==1.4.3
  • ptvsd ==4.3.2
  • ptyprocess ==0.7.0
  • pulp ==2.6.0
  • pure-eval ==0.2.2
  • pvextractor ==0.2
  • py ==1.11.0
  • py-cpuinfo ==8.0.0
  • py2vega ==0.6.1
  • py6s ==1.9.2
  • pyaes ==1.6.1
  • pyaps3 ==0.3.1
  • pyarrow ==9.0.0
  • pyasn1 ==0.4.8
  • pyasn1-modules ==0.2.8
  • pyavm ==0.9.5
  • pybind11 ==2.10.0
  • pybind11-global ==2.10.0
  • pybtex ==0.24.0
  • pybtex-docutils ==1.0.2
  • pycairo ==1.21.0
  • pycocotools ==2.0.5
  • pycodestyle ==2.6.0
  • pycolmap ==0.4.0
  • pycosat ==0.6.3
  • pycparser ==2.21
  • pycrs ==1.0.2
  • pyct ==0.4.8
  • pycuda ==2022.1
  • pydantic ==1.9.2
  • pydap ==3.2.2
  • pydata-sphinx-theme ==0.8.1
  • pydeprecate ==0.3.2
  • pydocstyle ==6.1.1
  • pydot ==1.4.2
  • pydrive ==1.3.1
  • pyepsg ==0.4.0
  • pyerfa ==2.0.0.1
  • pyflagser ==0.4.5
  • pyflakes ==2.2.0
  • pygac ==1.4.0
  • pygeos ==0.13
  • pygments ==2.13.0
  • pygmt ==0.7.0
  • pygraphviz ==1.10
  • pygrib ==2.1.4
  • pyhdf ==0.10.5
  • pyjwt ==2.5.0
  • pykdtree ==1.3.5
  • pykml ==0.2.0
  • pylint ==2.15.3
  • pymbolic ==2022.1
  • pymeeus ==0.5.11
  • pymysql ==1.0.2
  • pyninjotiff ==0.3.0
  • pyopencl ==2022.2.3
  • pyopengl ==3.1.6
  • pyopenssl ==22.0.0
  • pyorbital ==1.7.3
  • pyparsing ==3.0.9
  • pyperclip ==1.8.2
  • pyproj ==3.4.0
  • pyqt-builder ==1.10.3
  • pyqt5 ==5.15.2
  • pyqt5-sip ==12.9.0
  • pyqtgraph ==0.13.1
  • pyqtwebengine ==5.15.2
  • pyresample ==1.25.1
  • pyrsistent ==0.18.1
  • pysal ==2.7.0
  • pyshp ==2.3.1
  • pysocks ==1.7.1
  • pysolar ==0.10
  • pyspectral ==0.11.0
  • pysptk ==0.1.21
  • pystac ==1.6.1
  • pystac-client ==0.5.1
  • pytest ==7.1.3
  • python-box ==6.0.2
  • python-certifi-win32 ==1.6.1
  • python-dateutil ==2.8.2
  • python-dotenv ==0.21.0
  • 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
  • python-utils ==3.4.5
  • pythran ==0.12.0
  • pythreejs ==2.4.1
  • pytoolconfig ==1.2.2
  • pytools ==2022.1.12
  • pytorch-lightning ==1.7.7
  • pytroll-schedule ==0.6.0
  • pytz ==2022.4
  • pytz-deprecation-shim ==0.1.0.post0
  • pytzdata ==2020.1
  • pyugrid ==0.3.1
  • pyviz-comms ==2.2.1
  • pywavelets ==1.4.1
  • pyyaml ==5.4.1
  • pyzmq ==24.0.1
  • qasync ==0.23.0
  • qscintilla ==2.11.6
  • qtconsole ==5.3.2
  • qtpy ==2.2.1
  • quantecon ==0.5.3
  • qudida ==0.0.4
  • querystring-parser ==1.2.4
  • quilt3 ==5.0.0
  • radio-beam ==0.3.4
  • rasterio ==1.3.2
  • rasterstats ==0.17.0
  • ratelim ==0.1.6
  • 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
  • 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