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Auxiliary material to reproduce to the results of the "How COVID-19 affected GHG emissions of ferries in Europe" manuscript

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DOI:10.3390 DOI

Ubuntu macOs Windows

Conda jupyter python R

How COVID-19 affected GHG emissions of ferries in Europe

✉️ G. Mannarini1,* ✉️ M.L. Salinas1 ✉️ L. Carelli1 ✉️ A. Fassò2

Table of Contents


About [to ToC]

This repository contains auxiliary material useful to replicate the results of the "How COVID-19 affected GHG emissions of ferries in Europe" , which has been published in Sustainability as part of the Special Issue Statistics and Econometrics of Environment and Climate Change, and is available online at this link. Please cite this code, the data and the paper according to your needs. A BibTex template can be found in the References section of the readme.

The table below describes the content of the repository.

filename description
README.md this file
notebook.ipynb jupyter notebook that reproduces the paper results performing a 10-fold cross-validation on the same models
cv_routines.py core cross-validation python code
su-venv.yml conda virtual-env to be imported in order to run the provided notebook
LICENSE BSD 2-Clause License

Usage [to ToC]

  1. install Anaconda

  2. import conda virtual environment from sustainability-venv.yml with

# WAITING TIME ~ 10min
conda env create -f su-venv.yml
  1. launch and run the provided notebook inside su-venv environment with
conda activate su-venv  
jupyter-notebook

References [to ToC]

DOI:10.3390 DOI

Please, when using this code and the data available on Zenodo, cite the references listed below according to your needs:

@dataset{mannarini_gianandrea_2022_6473158,
  author       = {Mannarini, Gianandrea and
                  Salinas, Mario and
                  Carelli, Lorenzo and
                  Fassò, Alessandro},
  title        = {COVID-CO2-ferries},
  month        = {April},
  year         = {2022},
  note         = {(c) Fondazione CMCC, 2022  ERDF through Italy-Croatia Interreg Programme: 10043587 (GUTTA)},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.6473158},
  url          = {https://doi.org/10.5281/zenodo.6473158}
}



@article{su14095287,
  author         = {Mannarini, Gianandrea and Salinas, Mario Leonardo and Carelli, Lorenzo and Fassò, Alessandro},
  title          = {How COVID-19 Affected GHG Emissions of Ferries in Europe},
  journal        = {Sustainability},
  volume         = {14},
  year           = {2022},
  number         = {9},
  article-number = {5287},
  note           = {(c) Fondazione CMCC, 2022  ERDF through Italy-Croatia Interreg Programme: 10043587 (GUTTA)}
  url            = {https://www.mdpi.com/2071-1050/14/9/5287},
  issn           = {2071-1050},
  doi            = {10.3390/su14095287}
}


Copyright (c) Fondazione CMCC, 2022

ERDF through Italy-Croatia Interreg Programme: 10043587 (GUTTA)


1 CMCC Foundation

2 Università degli studi di Bergamo

* Author to whom correspondence should be addressed.

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Auxiliary material to reproduce to the results of the "How COVID-19 affected GHG emissions of ferries in Europe" manuscript

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