How COVID-19 affected GHG emissions of ferries in Europe

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

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Table of Contents

• About

• Usage

• References

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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

3. launch and run the provided notebook inside su-venv environment with

conda activate su-venv  
jupyter-notebook

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References [to ToC]

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}
}

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Copyright (c) Fondazione CMCC, 2022

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

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¹ CMCC Foundation

² Università degli studi di Bergamo

^* Author to whom correspondence should be addressed.