dan-boat / pyesd Goto Github PK

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.

Home Page: https://dan-boat.github.io/PyESD/

License: MIT License

Python 97.91% Makefile 0.59% Shell 1.49%

deep-learning downscaling ensemble-machine-learning machine-learning precipitation sckit-learn tensorflow2

pyesd's Introduction

Hi 👋, I am Boateng Daniel

A PhD Student | Scientific Software developer | full-stack engineer | Data Scientist

Research: Climate-tectonics interactions ⛰️ | Empirical Statistical Climate information Downscaling 🌍| Climate Dynamics | Paleoclimate modeling 🏔️ 🌍

📝 I'm currently developing statistical downscaling model PyESD and pyClimat

📈 I’m currently learning Software engineering, MLDevOps, Deep Learning, fullstack

👯 I’m looking to collaborate on PyESD and pyClimat

💬 Ask me about python, Fortran, Bash, HTML, CSS, Javascript

📫 How to reach me [email protected]

⚡ Fun fact I think I'm nice Guy who loves Science and Tech!

📌 I am also a student trainee @ALX-Africa/Holberton School of programming

Connect with me:

Languages and Tools:

pyesd's People

Contributors

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Forkers

evagith nicolasfauchereau peterhamfelt sreeds82 nilick lyh910926 licongren mateyisi

pyesd's Issues

Cartopy and Modules Error

Hi Thanks for following up on installation.
I'm now, able to install pyESD
yet, the modules aren't imported.
It says "No Module" error even after Cartopy being installed.

I'm assuming this is windows compatible!

No Module error : pyESD

Hi even after installing pyESD, I get a "No Modeule" error.

Below is my environment

(base) C:\Users>conda create -name pyESD
Collecting package metadata (current_repodata.json): done
Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.
Collecting package metadata (repodata.json): done
Solving environment: failed

PackagesNotFoundError: The following packages are not available from current channels:

  - pyesd

Current channels:

  - https://conda.anaconda.org/conda-forge/win-64
  - https://conda.anaconda.org/conda-forge/noarch
  - https://repo.anaconda.com/pkgs/main/win-64
  - https://repo.anaconda.com/pkgs/main/noarch
  - https://repo.anaconda.com/pkgs/r/win-64
  - https://repo.anaconda.com/pkgs/r/noarch
  - https://repo.anaconda.com/pkgs/msys2/win-64
  - https://repo.anaconda.com/pkgs/msys2/noarch

To search for alternate channels that may provide the conda package you're
looking for, navigate to

    https://anaconda.org

and use the search bar at the top of the page.



(base) C:\Users\buradagi>pip install pyESD
Defaulting to user installation because normal site-packages is not writeable
Requirement already satisfied: pyESD in c:\users\appdata\roaming\python\python39\site-packages (1.0.1)
Requirement already satisfied: eofs in c:\users\appdata\roaming\python\python39\site-packages (from pyESD) (1.4.0)
Requirement already satisfied: numpy in c:\users\appdata\roaming\python\python39\site-packages (from pyESD) (1.22.4)
Requirement already satisfied: scipy in c:\windows\anaconda3-2021.11\lib\site-packages (from pyESD) (1.7.1)
Requirement already satisfied: pandas in c:\users\appdata\roaming\python\python39\site-packages (from pyESD) (2.0.1)
Requirement already satisfied: sklearn in c:\users\appdata\roaming\python\python39\site-packages (from pyESD) (0.0)
Requirement already satisfied: statsmodels in c:\windows\anaconda3-2021.11\lib\site-packages (from pyESD) (0.12.2)
Requirement already satisfied: xarray in c:\users\appdata\roaming\python\python39\site-packages (from pyESD) (2023.4.2)
Requirement already satisfied: seaborn in c:\windows\anaconda3-2021.11\lib\site-packages (from pyESD) (0.11.2)
Requirement already satisfied: tensorflow in c:\users\appdata\roaming\python\python39\site-packages (from pyESD) (2.12.0)
Requirement already satisfied: scikit-optimize in c:\users\appdata\roaming\python\python39\site-packages (from pyESD) (0.9.0)
Requirement already satisfied: matplotlib in c:\windows\anaconda3-2021.11\lib\site-packages (from pyESD) (3.4.3)
Requirement already satisfied: netCDF4 in c:\users\appdata\roaming\python\python39\site-packages (from pyESD) (1.6.3)
Requirement already satisfied: python-dateutil>=2.7 in c:\windows\anaconda3-2021.11\lib\site-packages (from matplotlib->pyESD) (2.8.2)
Requirement already satisfied: kiwisolver>=1.0.1 in c:\windows\anaconda3-2021.11\lib\site-packages (from matplotlib->pyESD) (1.3.1)
Requirement already satisfied: cycler>=0.10 in c:\windows\anaconda3-2021.11\lib\site-packages (from matplotlib->pyESD) (0.10.0)
Requirement already satisfied: pillow>=6.2.0 in c:\windows\anaconda3-2021.11\lib\site-packages (from matplotlib->pyESD) (8.4.0)
Requirement already satisfied: pyparsing>=2.2.1 in c:\windows\anaconda3-2021.11\lib\site-packages (from matplotlib->pyESD) (3.0.4)
Requirement already satisfied: six in c:\windows\anaconda3-2021.11\lib\site-packages (from cycler>=0.10->matplotlib->pyESD) (1.16.0)
Requirement already satisfied: cftime in c:\users\appdata\roaming\python\python39\site-packages (from netCDF4->pyESD) (1.6.2)
Requirement already satisfied: pytz>=2020.1 in c:\windows\anaconda3-2021.11\lib\site-packages (from pandas->pyESD) (2021.3)
Requirement already satisfied: tzdata>=2022.1 in c:\users\appdata\roaming\python\python39\site-packages (from pandas->pyESD) (2023.3)
Requirement already satisfied: pyaml>=16.9 in c:\users\appdata\roaming\python\python39\site-packages (from scikit-optimize->pyESD) (23.5.9)
Requirement already satisfied: joblib>=0.11 in c:\windows\anaconda3-2021.11\lib\site-packages (from scikit-optimize->pyESD) (1.1.0)
Requirement already satisfied: scikit-learn>=0.20.0 in c:\windows\anaconda3-2021.11\lib\site-packages (from scikit-optimize->pyESD) (0.24.2)
Requirement already satisfied: PyYAML in c:\windows\anaconda3-2021.11\lib\site-packages (from pyaml>=16.9->scikit-optimize->pyESD) (6.0)
Requirement already satisfied: threadpoolctl>=2.0.0 in c:\windows\anaconda3-2021.11\lib\site-packages (from scikit-learn>=0.20.0->scikit-optimize->pyESD) (2.2.0)
Requirement already satisfied: patsy>=0.5 in c:\windows\anaconda3-2021.11\lib\site-packages (from statsmodels->pyESD) (0.5.2)
Requirement already satisfied: tensorflow-intel==2.12.0 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow->pyESD) (2.12.0)
Requirement already satisfied: packaging in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (23.1)
Requirement already satisfied: jax>=0.3.15 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (0.4.10)
Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in c:\users\buradagi\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (4.23.2)
Requirement already satisfied: keras<2.13,>=2.12.0 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (2.12.0)
Requirement already satisfied: wrapt<1.15,>=1.11.0 in c:\windows\anaconda3-2021.11\lib\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (1.12.1)
Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\users\buradagi\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (0.31.0)
Requirement already satisfied: h5py>=2.9.0 in c:\windows\anaconda3-2021.11\lib\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (3.2.1)
Requirement already satisfied: absl-py>=1.0.0 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (1.4.0)
Requirement already satisfied: libclang>=13.0.0 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (16.0.0)
Requirement already satisfied: flatbuffers>=2.0 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (23.5.26)
Requirement already satisfied: setuptools in c:\windows\anaconda3-2021.11\lib\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (58.0.4)
Requirement already satisfied: tensorflow-estimator<2.13,>=2.12.0 in c:\users\buradagi\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (2.12.0)
Requirement already satisfied: typing-extensions>=3.6.6 in c:\windows\anaconda3-2021.11\lib\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (3.10.0.2)
Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (1.54.2)
Requirement already satisfied: astunparse>=1.6.0 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (1.6.3)
Requirement already satisfied: opt-einsum>=2.3.2 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (3.3.0)
Requirement already satisfied: google-pasta>=0.1.1 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (0.2.0)
Requirement already satisfied: gast<=0.4.0,>=0.2.1 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (0.4.0)
Requirement already satisfied: tensorboard<2.13,>=2.12 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (2.12.3)
Requirement already satisfied: termcolor>=1.1.0 in c:\users\appdata\roaming\python\python39\site-packages (from tensorflow-intel==2.12.0->tensorflow->pyESD) (2.3.0)
Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\windows\anaconda3-2021.11\lib\site-packages (from astunparse>=1.6.0->tensorflow-intel==2.12.0->tensorflow->pyESD) (0.37.0)
Requirement already satisfied: ml-dtypes>=0.1.0 in c:\users\appdata\roaming\python\python39\site-packages (from jax>=0.3.15->tensorflow-intel==2.12.0->tensorflow->pyESD) (0.1.0)
Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in c:\users\appdata\roaming\python\python39\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (0.7.0)
Requirement already satisfied: requests<3,>=2.21.0 in c:\windows\anaconda3-2021.11\lib\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (2.26.0)
Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in c:\users\appdata\roaming\python\python39\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (1.0.0)
Requirement already satisfied: werkzeug>=1.0.1 in c:\windows\anaconda3-2021.11\lib\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (2.0.2)
Requirement already satisfied: markdown>=2.6.8 in c:\users\appdata\roaming\python\python39\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (3.4.3)
Requirement already satisfied: google-auth<3,>=1.6.3 in c:\users\appdata\roaming\python\python39\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (2.19.0)
Requirement already satisfied: rsa<5,>=3.1.4 in c:\users\appdata\roaming\python\python39\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (4.9)
Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\users\appdata\roaming\python\python39\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (5.3.0)
Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\users\appdata\roaming\python\python39\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (0.3.0)
Requirement already satisfied: urllib3<2.0 in c:\windows\anaconda3-2021.11\lib\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (1.26.7)
Requirement already satisfied: requests-oauthlib>=0.7.0 in c:\users\appdata\roaming\python\python39\site-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (1.3.1)
Requirement already satisfied: importlib-metadata>=4.4 in c:\windows\anaconda3-2021.11\lib\site-packages (from markdown>=2.6.8->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (4.8.1)
Requirement already satisfied: zipp>=0.5 in c:\windows\anaconda3-2021.11\lib\site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (3.6.0)
Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in c:\users\appdata\roaming\python\python39\site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (0.5.0)
Requirement already satisfied: idna<4,>=2.5 in c:\windows\anaconda3-2021.11\lib\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (3.2)
Requirement already satisfied: charset-normalizer~=2.0.0 in c:\windows\anaconda3-2021.11\lib\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (2.0.4)
Requirement already satisfied: certifi>=2017.4.17 in c:\windows\anaconda3-2021.11\lib\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (2021.10.8)
Requirement already satisfied: oauthlib>=3.0.0 in c:\users\appdata\roaming\python\python39\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow->pyESD) (3.2.2)

Tried in spyder as well.
Doesn't work there too.

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