ClimSim
An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators.
Science Score: 46.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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✓Academic publication links
Links to: arxiv.org -
✓Committers with academic emails
11 of 17 committers (64.7%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (10.7%) to scientific vocabulary
Keywords from Contributors
climate-model
interactive
finite-volume
projection
embedded
genomics
observability
particles
autograding
hacking
Last synced: 7 months ago
·
JSON representation
Repository
An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators.
Basic Info
- Host: GitHub
- Owner: leap-stc
- License: apache-2.0
- Language: Jupyter Notebook
- Default Branch: main
- Homepage: https://leap-stc.github.io/ClimSim/
- Size: 146 MB
Statistics
- Stars: 156
- Watchers: 7
- Forks: 49
- Open Issues: 26
- Releases: 0
Created almost 3 years ago
· Last pushed about 1 year ago
Metadata Files
Readme
License
README.md
ClimSim: An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators
ClimSim is the largest-ever dataset designed for hybrid ML-physics research. It comprises multi-scale climate simulations, developed by a consortium of climate scientists and ML researchers. It consists of 5.7 billion pairs of multivariate input and output vectors that isolate the influence of locally-nested, high-resolution, high-fidelity physics on a host climate simulators macro-scale physical state. The dataset is global in coverage, spans multiple years at high sampling frequency, and is designed such that resulting emulators are compatible with downstream coupling into operational climate simulators. We implement a range of deterministic and stochastic regression baselines to highlight the ML challenges and their scoring.
Getting Started
Models and Evaluation
Demo Notebooks
- Multi-Layer Perceptron (MLP) Example
- Convolutional Neural Network (CNN) Example
- Water Conservation Example
Online Testing
Project Structure
References
Legal
ClimSim uses the Apache 2.0 license for code found on the associated GitHub repo and the Creative Commons Attribution 4.0 license for data hosted on HuggingFace. The LICENSE file for the repo can be found in the top-level directory.
Owner
- Name: LEAP
- Login: leap-stc
- Kind: organization
- Location: United States of America
- Repositories: 2
- Profile: https://github.com/leap-stc
Learning the Earth with AI and Physics
GitHub Events
Total
- Issues event: 2
- Watch event: 17
- Member event: 1
- Issue comment event: 4
- Push event: 2
- Pull request review event: 1
- Pull request event: 3
- Fork event: 5
- Create event: 1
Last Year
- Issues event: 2
- Watch event: 17
- Member event: 1
- Issue comment event: 4
- Push event: 2
- Pull request review event: 1
- Pull request event: 3
- Fork event: 5
- Create event: 1
Committers
Last synced: 8 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| Nora Loose | n****e@g****m | 59 |
| Jerry Lin | j****6@b****u | 48 |
| Julius Busecke | j****s@l****u | 43 |
| Savannah Ferretti | s****i@u****u | 34 |
| Jerry Lin | j****6@b****u | 33 |
| Jerry Lin | j****6@b****u | 23 |
| Jerry Lin | j****6@b****u | 16 |
| Charles Stern | 6****n | 13 |
| Jerry Lin | j****5@g****m | 13 |
| jackmiller2003 | m****3@g****m | 9 |
| Zeyuan Hu | 5****u | 8 |
| Sungduk Yu | s****k@u****u | 8 |
| dependabot[bot] | 4****] | 7 |
| GunnarBehrens | g****s@d****e | 4 |
| Jerry Lin | j****6@r****u | 3 |
| Akshay Subramaniam | 6****r | 2 |
| Jerry Lin | j****6@r****u | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 7 months ago
All Time
- Total issues: 38
- Total pull requests: 85
- Average time to close issues: 25 days
- Average time to close pull requests: 4 days
- Total issue authors: 9
- Total pull request authors: 9
- Average comments per issue: 1.63
- Average comments per pull request: 0.75
- Merged pull requests: 71
- Bot issues: 0
- Bot pull requests: 22
Past Year
- Issues: 2
- Pull requests: 4
- Average time to close issues: N/A
- Average time to close pull requests: 30 minutes
- Issue authors: 2
- Pull request authors: 3
- Average comments per issue: 1.0
- Average comments per pull request: 0.75
- Merged pull requests: 2
- Bot issues: 0
- Bot pull requests: 1
Top Authors
Issue Authors
- NoraLoose (10)
- jerrylin96 (10)
- cisaacstern (9)
- sungdukyu (3)
- jbusecke (2)
- aperezvelasco (1)
- peterukk (1)
- jackmiller2003 (1)
- fmfsa (1)
Pull Request Authors
- dependabot[bot] (23)
- jerrylin96 (19)
- jbusecke (16)
- NoraLoose (9)
- zyhu-hu (6)
- sungdukyu (6)
- cisaacstern (4)
- jackmiller2003 (2)
- white-alistair (2)
Top Labels
Issue Labels
documentation (7)
website (5)
enhancement (3)
Pull Request Labels
dependencies (23)
github_actions (23)
Dependencies
baseline_models/HSR/env/requirements.txt
pypi
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baseline_models/cVAE/env/requirements.txt
pypi
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actions
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actions
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- tblib =1.7.0=pyhd8ed1ab_0
- tempest-remap =2.1.1=hfda0864_0
- tenacity =8.2.2=pyhd8ed1ab_0
- tensorboard =2.12.3=pypi_0
- tensorboard-data-server =0.7.0=pypi_0
- tensorflow =2.12.0=pypi_0
- tensorflow-estimator =2.12.0=pypi_0
- tensorflow-io-gcs-filesystem =0.32.0=pypi_0
- termcolor =2.3.0=pypi_0
- terminado =0.15.0=py39hf3d152e_0
- threadpoolctl =3.1.0=pyh8a188c0_0
- tinycss2 =1.1.1=pyhd8ed1ab_0
- tk =8.6.12=h27826a3_0
- toolz =0.12.0=pyhd8ed1ab_0
- tornado =6.2=py39hb9d737c_0
- tqdm =4.64.1=pyhd8ed1ab_0
- traitlets =5.3.0=pyhd8ed1ab_0
- typing-extensions =4.3.0=hd8ed1ab_0
- typing_extensions =4.3.0=pyha770c72_0
- tzdata =2022c=h191b570_0
- udunits2 =2.2.28=hc3e0081_0
- unicodedata2 =14.0.0=py39hb9d737c_1
- urllib3 =1.26.11=pyhd8ed1ab_0
- wcwidth =0.2.5=pyh9f0ad1d_2
- webencodings =0.5.1=py_1
- websocket-client =1.4.0=pyhd8ed1ab_0
- werkzeug =2.3.6=pypi_0
- wheel =0.37.1=pyhd8ed1ab_0
- widgetsnbextension =4.0.2=pyhd8ed1ab_0
- wrapt =1.14.1=pypi_0
- xarray =2022.10.0=pyhd8ed1ab_0
- xorg-kbproto =1.0.7=h7f98852_1002
- xorg-libice =1.0.10=h7f98852_0
- xorg-libsm =1.2.3=hd9c2040_1000
- xorg-libx11 =1.7.2=h7f98852_0
- xorg-libxau =1.0.9=h7f98852_0
- xorg-libxdmcp =1.1.3=h7f98852_0
- xorg-libxext =1.3.4=h7f98852_1
- xorg-libxrender =0.9.10=h7f98852_1003
- xorg-renderproto =0.11.1=h7f98852_1002
- xorg-xextproto =7.3.0=h7f98852_1002
- xorg-xproto =7.0.31=h7f98852_1007
- xz =5.2.6=h166bdaf_0
- yaml =0.2.5=h7f98852_2
- yarl =1.8.2=py39hb9d737c_0
- zeromq =4.3.4=h9c3ff4c_1
- zict =2.2.0=pyhd8ed1ab_0
- zipp =3.8.1=pyhd8ed1ab_0
- zlib =1.2.12=h166bdaf_2
- zstd =1.5.2=h6239696_4
preprocessing/requirements-lock.txt
pypi
- absl-py =1.4.0=pypi_0
- aiohttp =3.8.3=py39hb9d737c_1
- aiosignal =1.3.1=pyhd8ed1ab_0
- alsa-lib =1.2.6.1=h7f98852_0
- anyio =3.6.1=pyhd8ed1ab_1
- argon2-cffi =21.3.0=pyhd8ed1ab_0
- argon2-cffi-bindings =21.2.0=py39hb9d737c_2
- asttokens =2.0.8=pyhd8ed1ab_0
- astunparse =1.6.3=pypi_0
- async-timeout =4.0.2=pyhd8ed1ab_0
- atk-1.0 =2.36.0=h3371d22_4
- attrs =22.1.0=pyh71513ae_1
- babel =2.10.3=pyhd8ed1ab_0
- backcall =0.2.0=pyh9f0ad1d_0
- backports =1.0=py_2
- backports.functools_lru_cache =1.6.4=pyhd8ed1ab_0
- beautifulsoup4 =4.11.1=pyha770c72_0
- bleach =5.0.1=pyhd8ed1ab_0
- blinker =1.5=pyhd8ed1ab_0
- bokeh =2.4.3=pyhd8ed1ab_3
- bottleneck =1.3.4=py39hd257fcd_1
- brotli =1.0.9=h166bdaf_7
- brotli-bin =1.0.9=h166bdaf_7
- brotlipy =0.7.0=py39hb9d737c_1004
- bzip2 =1.0.8=h7f98852_4
- c-ares =1.18.1=h7f98852_0
- ca-certificates =2023.5.7=hbcca054_0
- cached-property =1.5.2=hd8ed1ab_1
- cached_property =1.5.2=pyha770c72_1
- cachetools =5.3.0=pyhd8ed1ab_0
- cairo =1.16.0=ha12eb4b_1010
- cartopy =0.21.1=py39h4bd5d67_1
- certifi =2023.5.7=pyhd8ed1ab_0
- cffi =1.15.1=py39he91dace_0
- cftime =1.6.1=py39hd257fcd_0
- charset-normalizer =2.1.1=pyhd8ed1ab_0
- click =8.1.3=py39hf3d152e_0
- cloudpickle =2.1.0=pyhd8ed1ab_0
- colorama =0.4.5=pyhd8ed1ab_0
- cryptography =37.0.1=py39h9ce1e76_0
- curl =7.83.1=h7bff187_0
- cycler =0.11.0=pyhd8ed1ab_0
- cytoolz =0.12.0=py39hb9d737c_0
- dask =2022.6.1=pyhd8ed1ab_0
- dask-core =2022.6.1=pyhd8ed1ab_0
- dbus =1.13.6=h5008d03_3
- debugpy =1.6.3=py39h5a03fae_0
- decorator =5.1.1=pyhd8ed1ab_0
- defusedxml =0.7.1=pyhd8ed1ab_0
- distributed =2022.6.1=pyhd8ed1ab_0
- entrypoints =0.4=pyhd8ed1ab_0
- esmf =8.2.0=nompi_h61edca3_0
- executing =1.0.0=pyhd8ed1ab_0
- expat =2.4.8=h27087fc_0
- flatbuffers =23.5.26=pypi_0
- flit-core =3.7.1=pyhd8ed1ab_0
- font-ttf-dejavu-sans-mono =2.37=hab24e00_0
- font-ttf-inconsolata =3.000=h77eed37_0
- font-ttf-source-code-pro =2.038=h77eed37_0
- font-ttf-ubuntu =0.83=hab24e00_0
- fontconfig =2.14.0=h8e229c2_0
- fonts-conda-ecosystem =1=0
- fonts-conda-forge =1=0
- fonttools =4.37.1=py39hb9d737c_0
- freetype =2.12.1=hca18f0e_0
- fribidi =1.0.10=h36c2ea0_0
- frozenlist =1.3.3=py39hb9d737c_0
- fsspec =2022.7.1=pyhd8ed1ab_0
- gast =0.4.0=pypi_0
- gcsfs =2022.7.1=pyhd8ed1ab_0
- gdk-pixbuf =2.42.8=hff1cb4f_0
- geos =3.11.2=hcb278e6_0
- gettext =0.19.8.1=h73d1719_1008
- giflib =5.2.1=h36c2ea0_2
- glib =2.72.1=h6239696_0
- glib-tools =2.72.1=h6239696_0
- google-api-core =2.11.0=pyhd8ed1ab_0
- google-auth =2.16.0=pyh1a96a4e_1
- google-auth-oauthlib =1.0.0=pyhd8ed1ab_0
- google-cloud-core =2.3.2=pyhd8ed1ab_0
- google-cloud-storage =2.7.0=pyh1a96a4e_0
- google-crc32c =1.1.2=py39h8db88ab_4
- google-pasta =0.2.0=pypi_0
- google-resumable-media =2.4.1=pyhd8ed1ab_0
- googleapis-common-protos =1.57.1=pyhd8ed1ab_0
- graphite2 =1.3.13=h58526e2_1001
- graphviz =3.0.0=h5abf519_1
- grpc-cpp =1.48.1=h05bd8bd_1
- grpcio =1.54.2=pypi_0
- gsl =2.7=he838d99_0
- gst-plugins-base =1.20.3=hf6a322e_0
- gstreamer =1.20.3=hd4edc92_0
- gtk2 =2.24.33=h90689f9_2
- gts =0.7.6=h64030ff_2
- h5py =3.7.0=nompi_py39h63b1161_100
- harfbuzz =4.2.0=h40b6f09_0
- hdf4 =4.2.15=h9772cbc_4
- hdf5 =1.12.1=nompi_h2386368_104
- heapdict =1.0.1=py_0
- icu =69.1=h9c3ff4c_0
- idna =3.3=pyhd8ed1ab_0
- importlib-metadata =4.11.4=py39hf3d152e_0
- importlib_metadata =4.11.4=hd8ed1ab_0
- importlib_resources =5.9.0=pyhd8ed1ab_0
- ipykernel =6.15.2=pyh210e3f2_0
- ipython =8.4.0=pyh41d4057_1
- ipython_genutils =0.2.0=py_1
- ipywidgets =8.0.1=pyhd8ed1ab_0
- jax =0.3.25=pyhd8ed1ab_0
- jaxlib =0.3.25=py39h6a678d5_1
- jedi =0.18.1=pyhd8ed1ab_2
- jinja2 =3.1.2=pyhd8ed1ab_1
- joblib =1.1.0=pyhd8ed1ab_0
- jpeg =9e=h166bdaf_2
- json5 =0.9.5=pyh9f0ad1d_0
- jsonschema =4.14.0=pyhd8ed1ab_0
- jupyter =1.0.0=py39h06a4308_7
- jupyter_client =7.3.5=pyhd8ed1ab_0
- jupyter_console =6.4.4=pyhd8ed1ab_0
- jupyter_core =4.11.1=py39hf3d152e_0
- jupyter_server =1.18.1=pyhd8ed1ab_0
- jupyterlab =3.4.5=pyhd8ed1ab_0
- jupyterlab_pygments =0.2.2=pyhd8ed1ab_0
- jupyterlab_server =2.15.1=pyhd8ed1ab_0
- jupyterlab_widgets =3.0.2=pyhd8ed1ab_0
- keras =2.12.0=pypi_0
- keyutils =1.6.1=h166bdaf_0
- kiwisolver =1.4.4=py39hf939315_0
- krb5 =1.19.3=h3790be6_0
- lcms2 =2.12=hddcbb42_0
- ld_impl_linux-64 =2.36.1=hea4e1c9_2
- lerc =4.0.0=h27087fc_0
- libabseil =20220623.0=cxx17_h05df665_6
- libblas =3.9.0=16_linux64_openblas
- libbrotlicommon =1.0.9=h166bdaf_7
- libbrotlidec =1.0.9=h166bdaf_7
- libbrotlienc =1.0.9=h166bdaf_7
- libcblas =3.9.0=16_linux64_openblas
- libclang =16.0.0=pypi_0
- libcrc32c =1.1.2=h9c3ff4c_0
- libcurl =7.83.1=h7bff187_0
- libdeflate =1.13=h166bdaf_0
- libedit =3.1.20191231=he28a2e2_2
- libev =4.33=h516909a_1
- libevent =2.1.10=h9b69904_4
- libffi =3.4.2=h7f98852_5
- libgcc-ng =12.1.0=h8d9b700_16
- libgd =2.3.3=h283352f_2
- libgfortran-ng =12.1.0=h69a702a_16
- libgfortran5 =12.1.0=hdcd56e2_16
- libglib =2.72.1=h2d90d5f_0
- libgomp =12.1.0=h8d9b700_16
- libiconv =1.16=h516909a_0
- liblapack =3.9.0=16_linux64_openblas
- libllvm13 =13.0.1=hf817b99_2
- libnetcdf =4.8.1=nompi_h329d8a1_102
- libnghttp2 =1.47.0=hdcd2b5c_1
- libnsl =2.0.0=h7f98852_0
- libogg =1.3.4=h7f98852_1
- libopenblas =0.3.21=pthreads_h78a6416_2
- libopus =1.3.1=h7f98852_1
- libpng =1.6.37=h753d276_4
- libpq =14.5=hd77ab85_0
- libprotobuf =3.21.7=h6239696_0
- librsvg =2.52.5=h0a9e6e8_3
- libsodium =1.0.18=h36c2ea0_1
- libsqlite =3.39.2=h753d276_1
- libssh2 =1.10.0=haa6b8db_3
- libstdcxx-ng =12.1.0=ha89aaad_16
- libtiff =4.4.0=h0e0dad5_3
- libtool =2.4.6=h9c3ff4c_1008
- libuuid =2.32.1=h7f98852_1000
- libvorbis =1.3.7=h9c3ff4c_0
- libwebp =1.2.4=h522a892_0
- libwebp-base =1.2.4=h166bdaf_0
- libxcb =1.13=h7f98852_1004
- libxkbcommon =1.0.3=he3ba5ed_0
- libxml2 =2.9.12=h885dcf4_1
- libxslt =1.1.33=h0ef7038_3
- libzip =1.9.2=hc869a4a_1
- libzlib =1.2.12=h166bdaf_2
- locket =1.0.0=pyhd8ed1ab_0
- lxml =4.8.0=py39hb9d737c_2
- lz4 =4.0.0=py39h029007f_2
- lz4-c =1.9.3=h9c3ff4c_1
- markdown =3.4.3=pypi_0
- markupsafe =2.1.1=py39hb9d737c_1
- matplotlib =3.5.2=py39h06a4308_0
- matplotlib-base =3.5.2=py39h700656a_1
- matplotlib-inline =0.1.6=pyhd8ed1ab_0
- mistune =2.0.4=pyhd8ed1ab_0
- msgpack-python =1.0.4=py39hf939315_0
- multidict =6.0.4=py39h72bdee0_0
- munkres =1.1.4=pyh9f0ad1d_0
- mysql-common =8.0.30=haf5c9bc_1
- mysql-libs =8.0.30=h28c427c_1
- nbclassic =0.4.3=pyhd8ed1ab_0
- nbclient =0.6.7=pyhd8ed1ab_0
- nbconvert =7.0.0=pyhd8ed1ab_0
- nbconvert-core =7.0.0=pyhd8ed1ab_0
- nbconvert-pandoc =7.0.0=pyhd8ed1ab_0
- nbformat =5.4.0=pyhd8ed1ab_0
- nco =5.1.0=hdef2bbc_0
- ncurses =6.3=h27087fc_1
- nest-asyncio =1.5.5=pyhd8ed1ab_0
- netcdf-fortran =4.5.4=nompi_h2b6e579_100
- netcdf4 =1.6.0=nompi_py39hf5a3a3f_100
- notebook =6.4.12=pyha770c72_0
- notebook-shim =0.1.0=pyhd8ed1ab_0
- nspr =4.32=h9c3ff4c_1
- nss =3.78=h2350873_0
- numpy =1.23.4=py39h3d75532_1
- oauthlib =3.2.2=pyhd8ed1ab_0
- openjpeg =2.5.0=h7d73246_1
- openssl =1.1.1u=hd590300_0
- opt_einsum =3.3.0=pyhd8ed1ab_1
- packaging =21.3=pyhd8ed1ab_0
- pandas =1.4.3=py39h1832856_0
- pandoc =2.19.2=ha770c72_0
- pandocfilters =1.5.0=pyhd8ed1ab_0
- pango =1.50.7=hbd2fdc8_0
- parso =0.8.3=pyhd8ed1ab_0
- partd =1.3.0=pyhd8ed1ab_0
- patsy =0.5.3=pyhd8ed1ab_0
- pcre =8.45=h9c3ff4c_0
- pexpect =4.8.0=pyh9f0ad1d_2
- pickleshare =0.7.5=py_1003
- pillow =9.2.0=py39hd5dbb17_2
- pip =22.2.2=pyhd8ed1ab_0
- pixman =0.40.0=h36c2ea0_0
- pkgutil-resolve-name =1.3.10=pyhd8ed1ab_0
- plotly =5.13.1=pyhd8ed1ab_0
- proj =9.0.1=h93bde94_1
- prometheus_client =0.14.1=pyhd8ed1ab_0
- prompt-toolkit =3.0.30=pyha770c72_0
- prompt_toolkit =3.0.30=hd8ed1ab_0
- protobuf =4.21.7=py39h5a03fae_0
- psutil =5.9.1=py39hb9d737c_0
- pthread-stubs =0.4=h36c2ea0_1001
- ptyprocess =0.7.0=pyhd3deb0d_0
- pure_eval =0.2.2=pyhd8ed1ab_0
- pyasn1 =0.4.8=py_0
- pyasn1-modules =0.2.7=py_0
- pycparser =2.21=pyhd8ed1ab_0
- pygments =2.13.0=pyhd8ed1ab_0
- pyjwt =2.6.0=pyhd8ed1ab_0
- pyopenssl =22.0.0=pyhd8ed1ab_0
- pyparsing =3.0.9=pyhd8ed1ab_0
- pyproj =3.3.1=py39hdcf6798_1
- pyqt =5.12.3=py39h03dd644_4
- pyqt5-sip =4.19.18=pypi_0
- pyqtchart =5.12=pypi_0
- pyqtwebengine =5.12.1=pypi_0
- pyrsistent =0.18.1=py39hb9d737c_1
- pyshp =2.3.1=pyhd8ed1ab_0
- pysocks =1.7.1=pyha2e5f31_6
- python =3.9.13=h9a8a25e_0_cpython
- python-dateutil =2.8.2=pyhd8ed1ab_0
- python-fastjsonschema =2.16.1=pyhd8ed1ab_0
- python-graphviz =0.20.1=pyh22cad53_0
- python_abi =3.9=2_cp39
- pytz =2022.2.1=pyhd8ed1ab_0
- pyu2f =0.1.5=pyhd8ed1ab_0
- pyyaml =6.0=py39hb9d737c_4
- pyzmq =23.2.1=py39headdf64_0
- qt =5.12.9=h1304e3e_6
- qtconsole =5.3.2=pyhd8ed1ab_0
- qtconsole-base =5.3.2=pyha770c72_0
- qtpy =2.2.0=pyhd8ed1ab_0
- re2 =2022.06.01=h27087fc_1
- readline =8.1.2=h0f457ee_0
- requests =2.28.1=pyhd8ed1ab_0
- requests-oauthlib =1.3.1=pyhd8ed1ab_0
- rsa =4.9=pyhd8ed1ab_0
- runipy =0.1.5=py39h06a4308_1
- scikit-learn =1.1.2=py39he5e8d7e_0
- scipy =1.9.0=py39h8ba3f38_0
- seaborn =0.12.1=hd8ed1ab_0
- seaborn-base =0.12.1=pyhd8ed1ab_0
- send2trash =1.8.0=pyhd8ed1ab_0
- setuptools =65.3.0=pyhd8ed1ab_1
- shapely =2.0.1=py39hf1c3bca_1
- six =1.16.0=pyh6c4a22f_0
- sniffio =1.2.0=py39hf3d152e_3
- sortedcontainers =2.4.0=pyhd8ed1ab_0
- soupsieve =2.3.2.post1=pyhd8ed1ab_0
- sqlite =3.39.2=h4ff8645_1
- stack_data =0.5.0=pyhd8ed1ab_0
- statsmodels =0.13.5=py39h2ae25f5_2
- tblib =1.7.0=pyhd8ed1ab_0
- tempest-remap =2.1.1=hfda0864_0
- tenacity =8.2.2=pyhd8ed1ab_0
- tensorboard =2.12.3=pypi_0
- tensorboard-data-server =0.7.0=pypi_0
- tensorflow =2.12.0=pypi_0
- tensorflow-estimator =2.12.0=pypi_0
- tensorflow-io-gcs-filesystem =0.32.0=pypi_0
- termcolor =2.3.0=pypi_0
- terminado =0.15.0=py39hf3d152e_0
- threadpoolctl =3.1.0=pyh8a188c0_0
- tinycss2 =1.1.1=pyhd8ed1ab_0
- tk =8.6.12=h27826a3_0
- toolz =0.12.0=pyhd8ed1ab_0
- tornado =6.2=py39hb9d737c_0
- tqdm =4.64.1=pyhd8ed1ab_0
- traitlets =5.3.0=pyhd8ed1ab_0
- typing-extensions =4.3.0=hd8ed1ab_0
- typing_extensions =4.3.0=pyha770c72_0
- tzdata =2022c=h191b570_0
- udunits2 =2.2.28=hc3e0081_0
- unicodedata2 =14.0.0=py39hb9d737c_1
- urllib3 =1.26.11=pyhd8ed1ab_0
- wcwidth =0.2.5=pyh9f0ad1d_2
- webencodings =0.5.1=py_1
- websocket-client =1.4.0=pyhd8ed1ab_0
- werkzeug =2.3.6=pypi_0
- wheel =0.37.1=pyhd8ed1ab_0
- widgetsnbextension =4.0.2=pyhd8ed1ab_0
- wrapt =1.14.1=pypi_0
- xarray =2022.10.0=pyhd8ed1ab_0
- xorg-kbproto =1.0.7=h7f98852_1002
- xorg-libice =1.0.10=h7f98852_0
- xorg-libsm =1.2.3=hd9c2040_1000
- xorg-libx11 =1.7.2=h7f98852_0
- xorg-libxau =1.0.9=h7f98852_0
- xorg-libxdmcp =1.1.3=h7f98852_0
- xorg-libxext =1.3.4=h7f98852_1
- xorg-libxrender =0.9.10=h7f98852_1003
- xorg-renderproto =0.11.1=h7f98852_1002
- xorg-xextproto =7.3.0=h7f98852_1002
- xorg-xproto =7.0.31=h7f98852_1007
- xz =5.2.6=h166bdaf_0
- yaml =0.2.5=h7f98852_2
- yarl =1.8.2=py39hb9d737c_0
- zeromq =4.3.4=h9c3ff4c_1
- zict =2.2.0=pyhd8ed1ab_0
- zipp =3.8.1=pyhd8ed1ab_0
- zlib =1.2.12=h166bdaf_2
- zstd =1.5.2=h6239696_4
setup.py
pypi
- h5py *
- matplotlib *
- netCDF4 *
- numpy *
- pandas *
- tensorflow *
- tqdm *
- xarray *
baseline_models/ED/env/environment.yml
conda
- _libgcc_mutex 0.1
- _openmp_mutex 5.1
- _tflow_select 2.1.0
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website/environment.yml
conda
- jupyter-book
baseline_models/MLP/env/environment.yml
pypi
- tensorflow-addons ==0.19.0
- typeguard ==3.0.2