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The publicly available open GreenDB is a product-by-product sustainability database. It contains product attributes, e.g., name, description, color, etc. and, on the other hand, information about the products' sustainability. Moreover, the sustainability information is transparently evaluated so that it is possible to rank products depending on their sustainability.

\n\n

Landing Page: https://green-db.calgo-lab.de
\nSource Code: https://github.com/calgo-lab/green-db 

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Further Notes

\n\n

For usability, we export two datatypes:

\n\n
    \n\t
  1. CSV
    2. \n\t
  2. Parquet (using pyarrow python package)
    3. \n
\n\n

Be careful with the columns' data types when using the CSV files! Use for example:

\n\n
from ast import literal_eval\nfrom datetime import datetime\n\nimport pandas as pd\n\nproducts = pd.read_csv(\"products.csv\", converters={\"timestamp\": datetime.fromisoformat, \"image_urls\": literal_eval, \"sustainability_labels\": literal_eval}).convert_dtypes()\nsustainability_labels = pd.read_csv(\"sustainability_labels.csv\", converters={\"timestamp\": datetime.fromisoformat}).convert_dtypes()
\n\n

 

", "languages": [ { "id": "deu", "title": { "en": "German" } } ], "publication_date": "2023-07-01", "publisher": "Zenodo", "references": [ { "reference": "J\u00e4ger, S., Greene, J., Jakob, M., Korenke, R., Santarius, T., & Biessmann, F. (2022). GreenDB: Toward a Product-by-Product Sustainability Database. ArXiv, abs/2205.02908." }, { "reference": "Flick, A., J\u00e4ger, S., Garcia, J.A., Driesch, K.V., Brendel, K., & Biessmann, F. (2022). GreenDB - A Dataset and Benchmark for Extraction of Sustainability Information of Consumer Goods. ArXiv, abs/2207.10733." } ], "resource_type": { "id": "dataset", "title": { "de": "Datensatz", "en": "Dataset" } }, "subjects": [ { "subject": "sustainable products" }, { "subject": "product dataset" }, { "subject": "product information extraction" }, { "subject": "e-commerce" } ], "title": "GreenDB: A Product-by-Product Sustainability Database", "version": "0.2.7" }, "parent": { "access": { "owned_by": { "user": "298948" }, "settings": { "accept_conditions_text": "

For research purposes only.

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