metadata

task_categories:
  - text-classification
language:
  - en
tags:
  - climate
  - finance
  - banking
  - EU
pretty_name: climateBUG-Data
size_categories:
  - 1M<n<10M
license: cc-by-nc-nd-4.0
dataset_info:
  features:
    - name: statement
      dtype: string
    - name: year
      dtype: int64
    - name: label
      dtype:
        class_label:
          names:
            '0': non-climate
            '1': climate
    - name: manual
      dtype: bool
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/climatebug-data-train.parquet
      - split: test
        path: data/climatebug-data-test.parquet
  - config_name: main
    data_files: data/climatebug-data.parquet
extra_gated_prompt: >-
  Welcome to the access request form for climateBUG-Data. This dataset is
  available under the CC BY-NC-ND 4.0 license with the additional condition that
  the dataset cannot be reshared in any form.

  Interested in commercial licensing? Let us know here. We're open to explore
  how our dataset can support your projects.
extra_gated_fields:
  Name: text
  Email: text
  Affiliation: text
  Purpose of Use: text
  I acknowledge the non-commercial use terms of this dataset, unless a commercial license is granted: checkbox
extra_gated_heading: Access Request for climateBUG-Data
extra_gated_button_content: Request Access

climateBUG-Data

Overview

climateBUG-Data is a part of the climateBUG framework. It focuses on analyzing climate-related discussions in EU banks' reporting using computational linguistics.

Key Features

Dataset Composition: The dataset includes over 1.07 million annotated statements from EU banks' annual and sustainability reports, covering the years 2015 to 2020. It provides an analysis of climate change and finance topics discussed in the European banking sector during this period.
Integration with climateBUG Framework: Designed to be utilized with the climateBUG framework's deep learning model and analytical tools.

Access and Usage

Models, dataset and tools are available at the climateBUG project page.
Suitable for researchers and professionals in finance, sustainability, and climate policy.

Licensing and Availability

Non-Commercial Research

License: The climateBUG-Data, including its models and tools, is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0).
Additional Restriction: Redistribution or sharing of the dataset in any form is not permitted. This additional restriction complements the standard CC BY-NC-ND 4.0 license terms.
License Details: Please review the CC BY-NC-ND 4.0 license for complete terms, keeping in mind our specific no-resharing clause.

Commercial Use

Open to Collaboration: We welcome interest from commercial entities and are open to exploring how the climateBUG-Data can contribute to your projects and initiatives.
Tailored Licensing Arrangements: Understanding that commercial needs can vary, we are ready to discuss customized licensing arrangements that align with your specific requirements.
Contact Us: To discuss potential collaborations and commercial licensing options, please reach out to us at [email protected].

Citation

Please cite this dataset as follows:

Yu, Y., Scheidegger, S., Elliott, J., & Löfgren, Å. (2024). climateBUG: A data-driven framework for analyzing bank reporting through a climate lens. Expert Systems With Applications, 239, 122162.

@article{yu2024climatebug,
title = {climateBUG : A data-driven framework for analyzing bank reporting through a climate lens},
journal = {Expert Systems with Applications},
volume = {239},
pages = {122162},
year = {2024},
author = {Yinan Yu and Samuel Scheidegger and Jasmine Elliott and Åsa Löfgren}
}

Support and Contact

For support, additional information, or inquiries, please reach out through [email protected] or visit the climateBUG project page.