ClimSim
An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators.
https://github.com/leap-stc/ClimSim
Category: Climate Change
Sub Category: Climate Data Processing and Analysis
Keywords from Contributors
climate-modeling measur archiving transforms projection observation conversion generic optimize animals
Last synced: about 18 hours ago
JSON representation
Repository metadata
An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators.
- Host: GitHub
- URL: https://github.com/leap-stc/ClimSim
- Owner: leap-stc
- License: apache-2.0
- Created: 2023-06-01T23:12:52.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2025-02-03T20:37:28.000Z (3 months ago)
- Last Synced: 2025-04-25T14:07:54.544Z (3 days ago)
- Language: Jupyter Notebook
- Homepage: https://leap-stc.github.io/ClimSim/
- Size: 146 MB
- Stars: 150
- Watchers: 6
- Forks: 44
- Open Issues: 25
- Releases: 0
-
Metadata Files:
- Readme: README.md
- License: 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 simulator’s 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
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 metadata
- Name: LEAP
- Login: leap-stc
- Email:
- Kind: organization
- Description: Learning the Earth with AI and Physics
- Website:
- Location: United States of America
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/90631797?v=4
- Repositories: 2
- Last ynced at: 2023-03-09T08:25:24.412Z
- Profile URL: https://github.com/leap-stc
GitHub Events
Total
- Issues event: 1
- Watch event: 11
- Member event: 1
- Issue comment event: 4
- Push event: 2
- Pull request review event: 1
- Pull request event: 3
- Fork event: 4
- Create event: 1
Last Year
- Issues event: 1
- Watch event: 11
- Member event: 1
- Issue comment event: 4
- Push event: 2
- Pull request review event: 1
- Pull request event: 3
- Fork event: 4
- Create event: 1
Committers metadata
Last synced: 8 days ago
Total Commits: 324
Total Committers: 17
Avg Commits per committer: 19.059
Development Distribution Score (DDS): 0.818
Commits in past year: 37
Committers in past year: 7
Avg Commits per committer in past year: 5.286
Development Distribution Score (DDS) in past year: 0.757
| 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:
- uci.edu: 2
- r029.ib.bridges2.psc.edu: 1
- r346.ib.bridges2.psc.edu: 1
- dlr.de: 1
- br012.ib.bridges2.psc.edu: 1
- br014.ib.bridges2.psc.edu: 1
- br013.ib.bridges2.psc.edu: 1
- ldeo.columbia.edu: 1
- br011.ib.bridges2.psc.edu: 1
Issue and Pull Request metadata
Last synced: 2 days ago
Total issues: 43
Total pull requests: 73
Average time to close issues: 23 days
Average time to close pull requests: 3 days
Total issue authors: 8
Total pull request authors: 10
Average comments per issue: 1.56
Average comments per pull request: 0.81
Merged pull request: 61
Bot issues: 0
Bot pull requests: 20
Past year issues: 1
Past year pull requests: 7
Past year average time to close issues: N/A
Past year average time to close pull requests: about 8 hours
Past year issue authors: 1
Past year pull request authors: 4
Past year average comments per issue: 2.0
Past year average comments per pull request: 0.43
Past year merged pull request: 5
Past year bot issues: 0
Past year bot pull requests: 1
Top Issue Authors
- cisaacstern (12)
- NoraLoose (11)
- jerrylin96 (11)
- sungdukyu (3)
- jbusecke (3)
- aperezvelasco (1)
- peterukk (1)
- jackmiller2003 (1)
Top Pull Request Authors
- dependabot[bot] (20)
- jbusecke (15)
- jerrylin96 (14)
- NoraLoose (9)
- sungdukyu (5)
- cisaacstern (4)
- zyhu-hu (3)
- GunnarBehrens (1)
- white-alistair (1)
- jackmiller2003 (1)
Top Issue Labels
- documentation (7)
- website (5)
- enhancement (4)
Top Pull Request Labels
- dependencies (20)
- github_actions (20)
Dependencies
baseline_models/HSR/env/requirements.txt
pypi
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- tensorflow_addons ==0.20.0
- torch ==2.0.1
- xarray ==2023.5.0
baseline_models/cVAE/env/requirements.txt
pypi
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.github/workflows/publish-website.yml
actions
.github/workflows/test-data-utils.yaml
actions
- actions/checkout v3 composite
- actions/setup-python v3 composite
- codecov/codecov-action v2 composite
evaluation/requirements-lock.txt
pypi
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- 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
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
- abseil-cpp 20211102.0
- absl-py 1.3.0
- aiohttp 3.8.3
- aiosignal 1.2.0
- anyio 3.5.0
- appdirs 1.4.4
- argon2-cffi 21.3.0
- argon2-cffi-bindings 21.2.0
- asttokens 2.0.5
- astunparse 1.6.3
- async-timeout 4.0.2
- attrs 22.1.0
- backcall 0.2.0
- beautifulsoup4 4.11.1
- blas 1.0
- bleach 4.1.0
- blessings 1.7
- blinker 1.4
- blosc 1.21.3
- bokeh 3.0.3
- bottleneck 1.3.5
- brotli 1.0.9
- brotli-bin 1.0.9
- brotlipy 0.7.0
- brunsli 0.1
- bzip2 1.0.8
- c-ares 1.18.1
- ca-certificates 2022.12.7
- cachetools 4.2.2
- certifi 2022.12.7
- cffi 1.15.1
- cfitsio 3.470
- charls 2.2.0
- charset-normalizer 2.0.4
- click 8.0.4
- cloudpickle 2.0.0
- comm 0.1.2
- conda-pack 0.6.0
- contourpy 1.0.5
- cryptography 38.0.4
- cuda-nvcc 12.0.140
- cudatoolkit 11.3.1
- cudnn 8.2.1
- cupti 11.3.1
- cycler 0.11.0
- cython 0.29.33
- cytoolz 0.12.0
- daal4py 2021.6.0
- dal 2021.6.0
- dask-core 2022.7.0
- dbus 1.13.18
- debugpy 1.5.1
- decorator 5.1.1
- defusedxml 0.7.1
- dill 0.3.6
- dm-tree 0.1.7
- entrypoints 0.4
- etils 1.0.0
- executing 0.8.3
- expat 2.4.9
- fftw 3.3.9
- flatbuffers 2.0.0
- flit-core 3.6.0
- fontconfig 2.14.1
- fonttools 4.25.0
- freetype 2.12.1
- frozenlist 1.3.3
- fsspec 2022.11.0
- gast 0.4.0
- giflib 5.2.1
- glib 2.69.1
- google-auth 2.6.0
- google-auth-oauthlib 0.4.4
- google-pasta 0.2.0
- googleapis-common-protos 1.57.1
- gpustat 0.6.0
- grpc-cpp 1.46.1
- grpcio 1.42.0
- gst-plugins-base 1.14.0
- gstreamer 1.14.0
- h5py 3.7.0
- hdf5 1.10.6
- icu 58.2
- idna 3.4
- imagecodecs 2021.8.26
- imageio 2.19.3
- importlib-metadata 4.11.3
- importlib_metadata 4.11.3
- importlib_resources 5.2.0
- intel-openmp 2021.4.0
- ipykernel 6.19.2
- ipython 8.10.0
- ipython_genutils 0.2.0
- jedi 0.18.1
- jinja2 3.1.2
- joblib 1.1.1
- jpeg 9e
- jsonschema 4.17.3
- jupyter_client 7.4.9
- jupyter_core 5.2.0
- jupyter_server 1.23.4
- jupyterlab_pygments 0.1.2
- jxrlib 1.1
- keras 2.10.0
- keras-preprocessing 1.1.2
- kiwisolver 1.4.4
- krb5 1.19.4
- lcms2 2.12
- ld_impl_linux-64 2.38
- lerc 3.0
- libaec 1.0.4
- libbrotlicommon 1.0.9
- libbrotlidec 1.0.9
- libbrotlienc 1.0.9
- libcurl 7.87.0
- libdeflate 1.8
- libedit 3.1.20221030
- libev 4.33
- libevent 2.1.12
- libffi 3.4.2
- libgcc-ng 11.2.0
- libgfortran-ng 11.2.0
- libgfortran5 11.2.0
- libgomp 11.2.0
- libllvm10 10.0.1
- libllvm11 11.1.0
- libnghttp2 1.46.0
- libpng 1.6.37
- libpq 12.9
- libprotobuf 3.20.3
- libsodium 1.0.18
- libssh2 1.10.0
- libstdcxx-ng 11.2.0
- libtiff 4.5.0
- libuuid 1.41.5
- libwebp 1.2.4
- libwebp-base 1.2.4
- libxcb 1.15
- libxkbcommon 1.0.1
- libxml2 2.9.14
- libxslt 1.1.35
- libzopfli 1.0.3
- llvmlite 0.39.1
- locket 1.0.0
- lxml 4.9.1
- lz4-c 1.9.4
- markdown 3.4.1
- markupsafe 2.1.1
- matplotlib 3.6.2
- matplotlib-base 3.6.2
- matplotlib-inline 0.1.6
- mistune 0.8.4
- mkl 2021.4.0
- mkl-service 2.4.0
- mkl_fft 1.3.1
- mkl_random 1.2.2
- mpi 1.0
- mpich 3.3.2
- multidict 6.0.2
- munkres 1.1.4
- nbclassic 0.5.2
- nbclient 0.5.13
- nbconvert 6.5.4
- nbformat 5.7.0
- ncurses 6.4
- nest-asyncio 1.5.6
- networkx 2.8.4
- nltk 3.7
- notebook 6.5.2
- notebook-shim 0.2.2
- nspr 4.33
- nss 3.74
- numba 0.56.4
- numexpr 2.8.4
- numpy 1.23.5
- numpy-base 1.23.5
- nvidia-ml 7.352.0
- oauthlib 3.2.1
- openjpeg 2.4.0
- openssl 1.1.1t
- opt_einsum 3.3.0
- packaging 22.0
- pandas 1.5.2
- pandocfilters 1.5.0
- parso 0.8.3
- partd 1.2.0
- pcre 8.45
- pexpect 4.8.0
- pickleshare 0.7.5
- pillow 9.3.0
- pip 22.3.1
- pkgutil-resolve-name 1.3.10
- platformdirs 2.5.2
- ply 3.11
- pooch 1.4.0
- prometheus_client 0.14.1
- promise 2.3
- prompt-toolkit 3.0.36
- psutil 5.9.0
- ptyprocess 0.7.0
- pure_eval 0.2.2
- pyasn1 0.4.8
- pyasn1-modules 0.2.8
- pycparser 2.21
- pygments 2.11.2
- pyjwt 2.4.0
- pyopenssl 22.0.0
- pyparsing 3.0.9
- pyqt 5.15.7
- pyqt5-sip 12.11.0
- pyrsistent 0.18.0
- pysocks 1.7.1
- python 3.8.16
- python-dateutil 2.8.2
- python-fastjsonschema 2.16.2
- python-flatbuffers 2.0
- python_abi 3.8
- pytz 2022.7
- pywavelets 1.4.1
- pyyaml 6.0
- pyzmq 23.2.0
- qt-main 5.15.2
- qt-webengine 5.15.9
- qtwebkit 5.212
- re2 2022.04.01
- readline 8.2
- regex 2022.7.9
- requests 2.28.1
- requests-oauthlib 1.3.0
- rsa 4.7.2
- scikit-image 0.19.3
- scikit-learn 1.0.2
- scikit-learn-intelex 2021.6.0
- scipy 1.10.0
- send2trash 1.8.0
- setuptools 65.6.3
- sip 6.6.2
- six 1.16.0
- snappy 1.1.9
- sniffio 1.2.0
- soupsieve 2.3.2.post1
- sqlite 3.40.1
- stack_data 0.2.0
- tbb 2021.7.0
- tensorboard 2.10.0
- tensorboard-data-server 0.6.1
- tensorboard-plugin-wit 1.8.1
- tensorflow 2.10.0
- tensorflow-base 2.10.0
- tensorflow-datasets 4.8.2
- tensorflow-estimator 2.10.0
- tensorflow-metadata 1.12.0
- termcolor 2.1.0
- terminado 0.17.1
- threadpoolctl 2.2.0
- tifffile 2021.7.2
- tinycss2 1.2.1
- tk 8.6.12
- toml 0.10.2
- toolz 0.12.0
- tornado 6.2
- tqdm 4.64.1
- traitlets 5.7.1
- typing-extensions 4.4.0
- typing_extensions 4.4.0
- urllib3 1.26.14
- wcwidth 0.2.5
- webencodings 0.5.1
- websocket-client 0.58.0
- werkzeug 2.2.2
- wheel 0.38.4
- wrapt 1.14.1
- xyzservices 2022.9.0
- xz 5.2.10
- yaml 0.2.5
- yarl 1.8.1
- zeromq 4.3.4
- zfp 0.5.5
- zipp 3.11.0
- zlib 1.2.13
- zstd 1.5.2
website/environment.yml
conda
- jupyter-book
baseline_models/MLP/env/environment.yml
pypi
- tensorflow-addons ==0.19.0
- typeguard ==3.0.2
Score: 7.997999317979731