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ClimSim

An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators.
https://github.com/leap-stc/ClimSim

Last synced: about 3 hours ago
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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 (11 months ago)
Default Branch: main
Last Pushed: 2024-04-22T18:03:35.000Z (19 days ago)
Last Synced: 2024-05-08T06:06:33.747Z (3 days ago)
Language: Jupyter Notebook
Homepage: https://leap-stc.github.io/ClimSim/
Size: 146 MB
Stars: 106
Watchers: 5
Forks: 35
Open Issues: 24
Metadata Files:
- Readme: README.md
- License: LICENSE

README

        [![Dataset: E3SM-MMF High-Resolution Real Geography](https://img.shields.io/badge/Dataset-%20High%20Resolution%20Real%20Geography-yellow?logo=🤗&style=flat-square)](https://huggingface.co/datasets/LEAP/ClimSim_high-res)

[![Dataset: E3SM-MMF Low-Resolution Real Geography](https://img.shields.io/badge/Dataset-%20Low%20Resolution%20Real%20Geography-yellow?logo=🤗&style=flat-square)](https://huggingface.co/datasets/LEAP/ClimSim_low-res)

[![Dataset: E3SM-MMF Low-Resolution Aquaplanet](https://img.shields.io/badge/Dataset-%20Low%20Resolution%20Aquaplanet-yellow?logo=🤗&style=flat-square)](https://huggingface.co/datasets/LEAP/ClimSim_low-res_aqua-planet)

# 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. 

![fig_1](figures/fig_1.png)

## Getting Started

* [Quickstart](https://leap-stc.github.io/ClimSim/quickstart.html)

* [Dataset Information](https://leap-stc.github.io/ClimSim/dataset.html)

* [Code Installation](https://leap-stc.github.io/ClimSim/installation.html)

## Models and Evaluation

* [Baseline Models](https://leap-stc.github.io/ClimSim/models.html)

* [Evaluation](https://leap-stc.github.io/ClimSim/evaluating.html)

## Demo Notebooks

* [Multi-Layer Perceptron (MLP) Example](https://leap-stc.github.io/ClimSim/demo_notebooks/mlp_example.html)

* [Convolutional Neural Network (CNN) Example](https://leap-stc.github.io/ClimSim/demo_notebooks/cnn_example.html)

* [Water Conservation Example](https://leap-stc.github.io/ClimSim/demo_notebooks/water_conservation.html)

 

## Project Structure

[![Code Repository](https://img.shields.io/badge/-Code%20Repository-181717?logo=github&style=for-the-badge)](https://github.com/leap-stc/ClimSim/tree/main)

* [GitHub Repository Structure](./ARCHITECTURE.md)

## References

* [ClimSim paper](https://arxiv.org/abs/2306.08754)

* [Recorded NeurIPS 2023 talk](https://www.youtube.com/watch?v=Wa1HXB_chYg)

[![YouTube video](https://img.youtube.com/vi/Wa1HXB_chYg/0.jpg)](https://www.youtube.com/watch?v=Wa1HXB_chYg)

* [Contributor Guide](https://leap-stc.github.io/ClimSim/CONTRIBUTING.html)

## 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](https://github.com/leap-stc/ClimSim/blob/main/LICENSE) 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: 60
Watch event: 100
Delete event: 11
Issue comment event: 108
Push event: 268
Pull request review event: 24
Pull request review comment event: 17
Pull request event: 103
Fork event: 31
Create event: 31

Last Year

Create event: 31
Delete event: 11
Fork event: 31
Issue comment event: 108
Issues event: 60
Pull request event: 103
Pull request review comment event: 17
Pull request review event: 24
Push event: 268
Watch event: 100

Committers metadata

Last synced: 1 day ago

Total Commits: 311
Total Committers: 16
Avg Commits per committer: 19.438
Development Distribution Score (DDS): 0.81

Commits in past year: 311
Committers in past year: 16
Avg Commits per committer in past year: 19.438
Development Distribution Score (DDS) in past year: 0.81

Name	Email	Commits
Nora Loose	n**e@g**m	59
Jerry Lin	j**6@b**u	48
Julius Busecke	j**s@l**u	41
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
Jerry Lin	j**5@g**m	13
Charles Stern	6****n	13
jackmiller2003	m**3@g**m	9
Sungduk Yu	s**k@u**u	7
dependabot[bot]	4****]	6
GunnarBehrens	g**s@d**e	4
Jerry Lin	j**6@r**u	3
sungdukyu	s**u@y**u	1
Jerry Lin	j**6@r**u	1

Committer domains:

Issue and Pull Request metadata

Last synced: 1 day ago

Total issues: 42
Total pull requests: 66
Average time to close issues: 7 days
Average time to close pull requests: 2 days
Total issue authors: 7
Total pull request authors: 8
Average comments per issue: 1.4
Average comments per pull request: 0.85
Merged pull request: 55
Bot issues: 0
Bot pull requests: 19

Past year issues: 42
Past year pull requests: 66
Past year average time to close issues: 7 days
Past year average time to close pull requests: 2 days
Past year issue authors: 7
Past year pull request authors: 8
Past year average comments per issue: 1.4
Past year average comments per pull request: 0.85
Past year merged pull request: 55
Past year bot issues: 0
Past year bot pull requests: 19

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Dependencies

baseline_models/HSR/env/requirements.txt pypi

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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

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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

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: 7.640123172695363