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GitHub / Dan-Boat / PyESD
Python Package for Empirical Statistical Downscaling. pyESD is under active development and all colaborators are welcomed. The purpose of the package is to downscale any climate variables e.g. precipitation and temperature using predictors from reanalysis datasets (eg. ERA5) to point scale. pyESD adopts many ML and AL as the transfer function.
JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Dan-Boat%2FPyESD
Stars: 36
Forks: 8
Open Issues: 0
License: mit
Language: Python
Repo Size: 68.4 MB
Dependencies:
407
Created: over 2 years ago
Updated: 2 months ago
Last pushed: 3 months ago
Last synced: about 1 month ago
Commit Stats
Commits: 163
Authors: 2
Mean commits per author: 81.5
Development Distribution Score: 0.067
More commit stats: https://commits.ecosyste.ms/hosts/GitHub/repositories/Dan-Boat/PyESD
Topics: deep-learning, downscaling, ensemble-machine-learning, machine-learning, precipitation, sckit-learn, tensorflow2
Files
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Dependencies
setup.py
pypi
requirements.txt
pypi
- Keras-Preprocessing >=1.1.2
- cftime >=1.6.0
- eofs >=1.4.0
- geopandas ==0.12.1
- keras >=2.8.0
- numpy >=1.19.5
- pandas >=1.3.4
- scikit-image >=0.18.3
- scikit-learn >=1.1.1
- scikit-learn-intelex >=2021.20210714.120553
- scikit-optimize >=0.9.0
- scipy >=1.7.1
- seaborn >=0.11.2
- setuptools >=67.6.0
- tensorflow >=2.8.0
- twine >=4.0.2
- xarray >=2022.3.0
- xgboost >=1.5.2
requirements_dev.txt
pypi
- Sphinx * development
- Sphinx-rtd-theme * development
- bump2version * development
- coverage * development
- flake8 * development
- grip * development
- h5netcdf * development
- importlib-metadata >=4.4 development
- matplotlib * development
- netCDF4 * development
- packaging >=21.3 development
- pip * development
- pydocstyle * development
- pytest * development
- pytest-cov * development
- pytest-runner * development
- setuptools * development
- tox * development
- twine * development
- watchdog * development
- wheel * development
environment.yml
conda
- _ipyw_jlab_nb_ext_conf ==0.1.0
- alabaster ==0.7.12
- anaconda-client ==1.9.0
- anaconda-project ==0.10.1
- anyio ==2.2.0
- appdirs ==1.4.4
- argh ==0.26.2
- argon2-cffi ==20.1.0
- arrow ==0.13.1
- asn1crypto ==1.4.0
- astroid ==2.6.6
- astropy ==4.3.1
- async_generator ==1.10
- atomicwrites ==1.4.0
- attrs ==21.2.0
- autopep8 ==1.5.7
- babel ==2.9.1
- backcall ==0.2.0
- backports ==1.0
- backports.functools_lru_cache ==1.6.4
- backports.shutil_get_terminal_size ==1.0.0
- backports.tempfile ==1.0
- backports.weakref ==1.0.post1
- bcrypt ==3.2.0
- beautifulsoup4 ==4.10.0
- binaryornot ==0.4.4
- bitarray ==2.3.0
- bkcharts ==0.2
- black ==19.10b0
- blas ==1.0
- bleach ==4.0.0
- blosc ==1.21.0
- bokeh ==2.4.1
- boto ==2.49.0
- bottleneck ==1.3.2
- brotli ==1.0.9
- brotlipy ==0.7.0
- bzip2 ==1.0.8
- ca-certificates
- cached-property ==1.5.2
- cartopy
- certifi
- cffi ==1.14.6
- cfitsio ==3.470
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- charls ==2.2.0
- charset-normalizer ==2.0.4
- click ==8.0.3
- cloudpickle ==2.0.0
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- cython ==0.29.24
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- dal ==2021.3.0
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- dask-core ==2021.10.0
- dataclasses ==0.8
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- decorator ==5.1.0
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- distributed ==2021.10.0
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- flake8 ==3.9.2
- flask ==1.1.2
- fonttools ==4.25.0
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- fsspec ==2021.10.1
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- get_terminal_size ==1.0.0
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- giflib ==5.2.1
- glob2 ==0.7
- greenlet ==1.1.1
- h5py ==3.2.1
- hdf5 ==1.10.6
- heapdict ==1.0.1
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- icc_rt ==2019.0.0
- icu ==58.2
- idna ==3.2
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- imageio ==2.9.0
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- importlib-metadata ==4.8.1
- importlib_metadata ==4.8.1
- inflection ==0.5.1
- iniconfig ==1.1.1
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- isort ==5.9.3
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- jpeg ==9d
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- m2w64-gmp ==6.1.0
- m2w64-libwinpthread-git ==5.0.0.4634.697f757
- m2w64-toolchain
- markupsafe ==1.1.1
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- matplotlib-base ==3.4.3
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- menuinst ==1.4.18
- mistune ==0.8.4
- mkl ==2021.4.0
- mkl-service ==2.4.0
- mkl_fft ==1.3.1
- mkl_random ==1.2.2
- mock ==4.0.3
- more-itertools ==8.10.0
- mpmath ==1.2.1
- msgpack-python ==1.0.2
- msys2-conda-epoch ==20160418
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- munkres ==1.1.4
- mypy_extensions ==0.4.3
- navigator-updater ==0.2.1
- nbclassic ==0.2.6
- nbclient ==0.5.3
- nbconvert ==6.1.0
- nbformat ==5.1.3
- nest-asyncio ==1.5.1
- networkx ==2.6.3
- nltk ==3.6.5
- nose ==1.3.7
- notebook ==6.4.5
- numba ==0.54.1
- numexpr ==2.7.3
- numpy ==1.20.3
- numpydoc
- olefile ==0.46
- openjpeg ==2.4.0
- openpyxl ==3.0.9
- openssl
- packaging ==21.0
- pandas ==1.3.4
- pandocfilters ==1.4.3
- paramiko ==2.7.2
- parso ==0.8.2
- partd ==1.2.0
- path ==16.0.0
- path.py ==12.5.0
- pathlib2 ==2.3.6
- pathspec ==0.7.0
- patsy ==0.5.2
- pep8 ==1.7.1
- pexpect ==4.8.0
- pickleshare ==0.7.5
- pillow ==8.4.0
- pip ==21.2.4
- pkginfo ==1.7.1
- pluggy ==0.13.1
- ply ==3.11
- poyo ==0.5.0
- prometheus_client ==0.11.0
- prompt-toolkit ==3.0.20
- prompt_toolkit ==3.0.20
- psutil ==5.8.0
- ptyprocess ==0.7.0
- py ==1.10.0
- py-lief ==0.10.1
- pycodestyle ==2.7.0
- pycosat ==0.6.3
- pycparser ==2.20
- pycurl ==7.44.1
- pydocstyle ==6.1.1
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- pylint ==2.9.6
- pyls-spyder ==0.4.0
- pynacl ==1.4.0
- pyodbc ==4.0.31
- pyopenssl ==21.0.0
- pyparsing ==3.0.4
- pyqt ==5.9.2
- pyreadline ==2.1
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- pytables ==3.6.1
- pytest ==6.2.4
- python ==3.9.7
- python-dateutil ==2.8.2
- python-libarchive-c ==2.9
- python-lsp-black ==1.0.0
- python-lsp-jsonrpc ==1.0.0
- python-lsp-server ==1.2.4
- python-slugify ==5.0.2
- pytz ==2021.3
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- pywin32 ==228
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- pywinpty ==0.5.7
- pyyaml ==6.0
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- qdarkstyle ==3.0.2
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- qtconsole ==5.1.1
- qtpy ==1.10.0
- regex ==2021.8.3
- requests ==2.26.0
- rope ==0.19.0
- rtree ==0.9.7
- ruamel_yaml ==0.15.100
- scikit-image ==0.18.3
- scikit-learn ==0.24.2
- scikit-learn-intelex
- scipy ==1.7.1
- seaborn ==0.11.2
- send2trash ==1.8.0
- setuptools ==58.0.4
- simplegeneric ==0.8.1
- singledispatch ==3.7.0
- sip ==4.19.13
- six ==1.16.0
- snappy ==1.1.8
- sniffio ==1.2.0
- snowballstemmer ==2.1.0
- sortedcollections ==2.1.0
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- soupsieve ==2.2.1
- sphinx ==4.2.0
- sphinxcontrib ==1.0
- sphinxcontrib-applehelp ==1.0.2
- 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
- sphinxcontrib-websupport ==1.2.4
- spyder
- spyder-kernels ==2.1.3
- sqlalchemy ==1.4.22
- sqlite ==3.36.0
- statsmodels ==0.12.2
- sympy ==1.9
- tbb ==2021.4.0
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- tblib ==1.7.0
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- testpath ==0.5.0
- text-unidecode ==1.3
- textdistance ==4.2.1
- threadpoolctl ==2.2.0
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