cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8386668
title: Clothing Dataset for Second-Hand Fashion

description: Overview

Our dataset is about second-hand fashion making it a valuable resource for researchers, fashion enthusiasts, and data scientists interested in analyzing and understanding the second-hand clothing market. It provides a large collection of clothing items with detailed attributes, allowing for comprehensive analysis of various factors related to second-hand fashion.

 

Dataset Details

- The dataset includes attributes that are unique to second-hand fashion, such as damage, stains, and more. Whenever possible, ISO standards have been followed to define these attributes on a 1-5 scale (ex: `pilling`), ensuring consistency and comparability across the dataset.

- The data has been annotated by a group of expert second-hand sorters at Wargön Innovation AB, ensuring high-quality and accurate attribute information.

- Images are provided for each clothing item, including front and back views, as well as a separate close-up image of the brand. The image resolutions mostly come in two sizes: `1280x720` and `1920x1080`. Please note that some brand images may be missing.

- This dataset represents approximately 10% of the total dataset that will be eventually created for the Vinnova funded project "AI for resource-efficient circular fashion." The project involves collaboration between RISE Research Institutes of Sweden AB and Wargön Innovation AB.

- Some attributes such as `price` should be considered with caution. Many distinct pricing models exist in the second-hand industry: price by weight, price by brand and demand (similar to first-hand fashion), generic pricing at a fixed value (for example, 1 Euro or 10 SEK). Wargön Innovation AB does not set the prices in practice. These prices are suggestive only.

 

Dataset Structure

The annotations are structured in JSON format, with each clothing item represented as a JSON object. Each object contains various attributes, including brand, category, type, size, colors, season, price, and more. 

 

Partners

The data collection for this dataset has been carried out in collaboration with the following partners:

1. RISE Research Institutes of Sweden AB: RISE is a leading research institute dedicated to advancing innovation and sustainability across various sectors, including fashion and textiles.

2. Wargön Innovation AB: Wargön Innovation is an expert in sustainable and circular fashion solutions, contributing valuable insights and expertise to the dataset creation.

 

Contribution

We encourage researchers, data scientists, and fashion enthusiasts to contribute to the dataset by providing additional annotations, images, or insights. Your contributions will help enhance the dataset's comprehensiveness and value, enabling further advancements in AI-driven circular fashion.

 

Citation

Please use the DOI associated with the Zenodo release and look at the sidebar for citation information.

 

License

The Clothing Dataset for Second-Hand Fashion is made available under the CC-BY 4.0 license. Please refer to the LICENSE file for more details.
DOI: 10.15468/dl.7rmjuv
title: Occurrence Download

description: A dataset containing 132471646 species occurrences available in GBIF matching the query:
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 The dataset includes 132471646 records from 3207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022566-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0auy2f
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
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 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020781-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecerjy
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
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 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162870-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh9hnc
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
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 The dataset includes 44 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081175-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scsda7
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
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 The dataset includes 103 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141314-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ray7s2
title: Occurrence Download

description: A dataset containing 959 species occurrences available in GBIF matching the query:
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 The dataset includes 959 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020782-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptazw3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
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DOI: 10.15468/dl.z3zp3r
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
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 The dataset includes 171 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162883-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfwjje
title: Occurrence Download

description: A dataset containing 787 species occurrences available in GBIF matching the query:
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 The dataset includes 787 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020785-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jd5ckv
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
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 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017623-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdz523
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
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 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141315-240321170329656/datasets/export for details.
DOI: 10.15468/dl.7re4bv
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
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 The dataset includes 192 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162882-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5ce3v
title: Occurrence Download

description: A dataset containing 20749 species occurrences available in GBIF matching the query:
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 The dataset includes 20749 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020783-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89xg87
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
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 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081165-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3fgus
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
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 The dataset includes 183 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162894-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vhnfh
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
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 The dataset includes 294 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020783-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uxavs
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
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 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081222-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwpnut
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
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 The dataset includes 398 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323823-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rilgqi
title: Occurrence Download

description: A dataset containing 20749 species occurrences available in GBIF matching the query:
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 The dataset includes 20749 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020784-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cgj4e
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
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 The dataset includes 226 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201837-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chap2r
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
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 The dataset includes 80 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081140-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhdq3u
title: Occurrence Download

description: A dataset containing 2207 species occurrences available in GBIF matching the query:
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 The dataset includes 2207 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020784-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5dpzd
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
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 The dataset includes 81 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081179-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mejsgf
title: Occurrence Download

description: A dataset containing 5225 species occurrences available in GBIF matching the query:
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 The dataset includes 5225 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020784-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvmf6q
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
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 The dataset includes 116 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162854-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94gzm9
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
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 The dataset includes 175 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081194-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mu2dmx
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
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 The dataset includes 183 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162895-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ikhvr0
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
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 The dataset includes 102 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020787-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak9ycn
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
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 The dataset includes 216 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081144-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.au2mgt
title: Occurrence Download

description: A dataset containing 571 species occurrences available in GBIF matching the query:
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 The dataset includes 571 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162904-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccm2wb
title: Occurrence Download

description: A dataset containing 20749 species occurrences available in GBIF matching the query:
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 The dataset includes 20749 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020786-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3ptpt
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
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 The dataset includes 139 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081189-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zyfm6
title: Occurrence Download

description: A dataset containing 473 species occurrences available in GBIF matching the query:
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 The dataset includes 473 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162897-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mlghwh
title: Occurrence Download

description: A dataset containing 47855 species occurrences available in GBIF matching the query:
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 The dataset includes 47855 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020786-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crffu6
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
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 The dataset includes 18 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017665-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.