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unlocking-sustainability-compliance-replication-package

Replication Package for Unlocking Sustainability Compliance: Characterizing the EU Taxonomy for Business Process Management

https://github.com/fyndalf/unlocking-sustainability-compliance-replication-package

Science Score: 44.0%

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Repository

Replication Package for Unlocking Sustainability Compliance: Characterizing the EU Taxonomy for Business Process Management

Basic Info
  • Host: GitHub
  • Owner: fyndalf
  • Language: Jupyter Notebook
  • Default Branch: main
  • Homepage:
  • Size: 30.1 MB
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  • Stars: 0
  • Watchers: 1
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Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
Readme Citation

README.md

Replication Package for Unlocking Sustainability Compliance: Characterizing the EU Taxonomy for Business Process Management

This provides a replication package for our study on characterizing the EU taxonomy for sustainable activities regarding its potential to be used for compliance monitoring with conformance checking.

Be advised that the prompt template and raw results speaks of control flow constraints "within" and "between" activities, while we in fact mean activity existence constraints and "traditional "control flow constraints. We found that this produced more plausible results, perhaps due to the symmetry with other constraints that can in fact be "within" and "between" activities.

In the evaluation folder, we provide a dataset in which we evaluate characterizations of constraints for the environmental objectives of water protection, circular economy, pollution prevention, biodiversity protection. Note that we only describe those in which we actually detected problems, meaning that the number of entirely plausible characterizations is higher than those displayed in the evaluation sheet.

Requirements

  • Python 3.12 and pip3
  • A free account with Groq
  • A stable (!) internet connection

Instructions

  • Create an API key at https://groq.com and put it into the .env file at the top level of this repository
  • Install all required dependencies with pip3 install -r requirements.txt
  • For getting the most recent version of the taxonomy, download it from here and put it into the taxonomy folder. We also provide a version from June 20 2024
  • Execute the jupyter notebook classification/constraint_extraction.ipynb step by step, from top to bottom
  • Then, run the figures/visualizations.ipynb for creating the according figures

Sources

All data and taxonomy excerpts provided herein were taken from the following sources:

For generating the prompt template and the pipeline, we adhered to the following guidance:

Owner

  • Name: Finn K
  • Login: fyndalf
  • Kind: user
  • Location: Potsdam
  • Company: TU Munich

Citation (CITATION.cff) 

# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!

cff-version: 1.2.0
title: >-
  Replication Package for "Unlocking Sustainability
  Compliance: Characterizing the EU Taxonomy for Business
  Process Management"
message: >-
  If you use this dataset, please cite it using the metadata
  from this file.
type: dataset
authors:
  - given-names: Finn
    family-names: Klessascheck
    email: finn.klessascheck@tum.de
    affiliation: Technical University of Munich
    orcid: 'https://orcid.org/0000-0001-6961-1828'
repository-code: >-
  https://github.com/fyndalf/unlocking-sustainability-compliance-replication-package
abstract: >-
  This provides a replication package for our study on
  characterizing the EU taxonomy for sustainable activities
  regarding its potential to be used for compliance
  monitoring with conformance checking.
keywords:
  - sustainability
  - conformance checking
  - EU taxonomy
  - business processes

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Dependencies

requirements.txt pypi
  • Pygments ==2.17.2
  • groq ==0.9.0
  • ipycache ==0.1.4
  • ipykernel ==6.29.2
  • ipython ==8.25.0
  • numpy ==1.26.3
  • openpyxl ==3.1.2
  • pandas ==2.2.0
  • pickleshare ==0.7.5
  • plotly ==5.18.0
  • pm4py ==2.7.9.3
  • python-dotenv ==1.0.1
  • regex ==2024.5.15
  • seaborn ==0.13.2
  • tenacity ==8.2.3
  • typing_extensions ==4.9.0