Skip to main content
U.S. flag

An official website of the United States government

This site is currently in beta, and your feedback is helping shape its ongoing development.

Data and Images from: Numerical Signature Dataset of Thoracic and Elytral Fragments from Curculionidae and Tenebrionidae Beetles for AI-Based Species Identification

Published by Agricultural Research Service | Department of Agriculture | Metadata Last Checked: January 27, 2026 | Last Modified: 2025-12-19
This dataset presents curated and annotated 256×256 pixel image fragments of thoracic and elytral regions from six economically significant species within the beetle families Curculionidae and Tenebrionidae. These anatomical fragments were extracted from high-resolution trap images to support numerical signature generation for species-level classification. The dataset enables researchers to develop and validate image-based machine learning pipelines for pest identification in stored product environments. All samples are standardized and include metadata indicating species, anatomical region, and imaging parameters. This work contributes to advancing computational entomology, post-harvest pest management, and real-time automated monitoring systems.Insect pest detection in post-harvest storage environments is crucial for mitigating economic losses and ensuring food security. Traditional identification approaches are labor-intensive and rely on full-body morphological features. This dataset introduces a fragment-based classification framework using annotated thoracic and elytral sections of stored-product beetles. Species included are:Sitophilus zeamaisSitophilus oryzaeSitophilus granariusTribolium castaneumLatheticus oryzaeTribolium confusumFolder abbreviations for the insects are Sitophilus zeamais (mw); Sitophilus oryzae (rw); Sitophilus granarius (ww); Tribolium castaneum (tc); Latheticus oryzae (lo); and Tribolium confusum (tco).Key numerical signature descriptors were computed for each fragment:Skewness – Asymmetry of pixel intensity distributionKurtosis – Sharpness of contour distributionsEntropy – Texture complexityStandard Deviation – Pixel intensity variation

Find Related Datasets

Click any tag below to search for similar datasets

Complete Metadata
@type dcat:Dataset
accessLevel public
accrualPeriodicity irregular
bureauCode 
                                            [
  "005:18"
]
contactPoint 
                                            {
  "fn": "Gerken, Alison R.",
  "hasEmail": "mailto:alison.gerken@usda.gov"
}
description <p dir="ltr">This dataset presents curated and annotated 256×256 pixel image fragments of thoracic and elytral regions from six economically significant species within the beetle families Curculionidae and Tenebrionidae. These anatomical fragments were extracted from high-resolution trap images to support numerical signature generation for species-level classification. The dataset enables researchers to develop and validate image-based machine learning pipelines for pest identification in stored product environments. All samples are standardized and include metadata indicating species, anatomical region, and imaging parameters. This work contributes to advancing computational entomology, post-harvest pest management, and real-time automated monitoring systems.</p><p dir="ltr">Insect pest detection in post-harvest storage environments is crucial for mitigating economic losses and ensuring food security. Traditional identification approaches are labor-intensive and rely on full-body morphological features. This dataset introduces a fragment-based classification framework using annotated thoracic and elytral sections of stored-product beetles. Species included are:</p><ul><li><i>Sitophilus zeamais</i></li><li><i>Sitophilus oryzae</i></li><li><i>Sitophilus granarius</i></li><li><i>Tribolium castaneum</i></li><li><i>Latheticus oryzae</i></li><li><i>Tribolium confusum</i></li></ul><p dir="ltr">Folder abbreviations for the insects are <i>Sitophilus zeamais</i> (mw); <i>Sitophilus oryzae</i> (rw); <i>Sitophilus granarius</i> (ww); <i>Tribolium castaneum</i> (tc); <i>Latheticus oryzae</i> (lo); and <i>Tribolium confusum</i> (tco).</p><p dir="ltr">Key numerical signature descriptors were computed for each fragment:</p><ul><li><b>Skewness</b> – Asymmetry of pixel intensity distribution</li><li><b>Kurtosis</b> – Sharpness of contour distributions</li><li><b>Entropy</b> – Texture complexity</li><li><b>Standard Deviation</b> – Pixel intensity variation</li></ul><p></p>
distribution 
                                            [
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540653"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540656"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540659"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540662"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540665"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540668"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540671"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540674"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540677"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540680"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540683"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540686"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540689"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540692"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540695"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540698"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540701"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540704"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540707"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540710"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540713"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540716"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540719"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540722"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540725"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540728"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540731"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540734"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540737"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540740"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540743"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540746"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540749"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540752"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540755"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540758"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540761"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540764"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540767"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540770"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540779"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540782"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540785"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540788"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540791"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540794"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540797"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540800"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540803"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540806"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540809"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540812"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540818"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540824"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540830"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540833"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540836"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540839"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540842"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540845"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540848"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540851"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540863"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540866"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540872"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540875"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540878"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540884"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540887"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540890"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540893"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540896"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540899"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540902"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540905"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540908"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540911"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540914"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540917"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540920"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540923"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540926"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540929"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540932"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540935"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540938"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540941"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540950"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540953"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540956"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540959"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540962"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540965"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540968"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540971"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540974"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540977"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540980"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540983"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540986"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540989"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540992"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540995"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54540998"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541001"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541004"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541007"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541010"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541013"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541016"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541019"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541022"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541025"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541028"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541031"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541034"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541037"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541040"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541043"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541046"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541049"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541052"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541055"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541058"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541061"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541064"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541067"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541070"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541073"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541076"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541079"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541082"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541085"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541088"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541097"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541100"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541103"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541106"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541109"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541112"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541115"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541118"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541121"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541124"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541127"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541130"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541133"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541136"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541142"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541145"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541148"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541151"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541154"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541157"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541160"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541163"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541166"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541169"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541172"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541175"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541178"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541181"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541184"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541187"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541190"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541193"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541196"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541199"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541202"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541205"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541208"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541211"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541214"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541217"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541220"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541223"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541226"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541229"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541232"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541235"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541238"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541241"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541244"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541247"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541250"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541253"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541256"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541259"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541262"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541265"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541268"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541271"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541274"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541277"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541280"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541283"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541286"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541289"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541292"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541295"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541298"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541301"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541304"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541307"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541310"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541313"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541316"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541319"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541322"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541325"
  },
  {
    "@type": "dcat:Distribution",
    "title": "11.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541328"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541331"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541334"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541337"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541340"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541343"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541346"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541349"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541352"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541355"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541358"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541361"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541364"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541367"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541370"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541373"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541376"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541379"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541382"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541385"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541388"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541391"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541394"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541397"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541400"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541403"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541406"
  },
  {
    "@type": "dcat:Distribution",
    "title": "fragment_metadata_tenebrionidae.csv",
    "format": "csv",
    "mediaType": "text/csv",
    "downloadURL": "https://ndownloader.figshare.com/files/54541409"
  },
  {
    "@type": "dcat:Distribution",
    "title": "fragment_metadata_curculionidae.csv",
    "format": "csv",
    "mediaType": "text/csv",
    "downloadURL": "https://ndownloader.figshare.com/files/54541412"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541415"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Data Descriptor.docx",
    "format": "docx",
    "mediaType": "application/vnd.openxmlformats-officedocument.wordprocessingml.document",
    "downloadURL": "https://ndownloader.figshare.com/files/54541424"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/54541427"
  },
  {
    "@type": "dcat:Distribution",
    "title": "tenebrionidae_signature_metrics.csv",
    "format": "csv",
    "mediaType": "text/csv",
    "downloadURL": "https://ndownloader.figshare.com/files/54647813"
  },
  {
    "@type": "dcat:Distribution",
    "title": "curculionidae_signature_metrics.csv",
    "format": "csv",
    "mediaType": "text/csv",
    "downloadURL": "https://ndownloader.figshare.com/files/54647816"
  }
]
identifier 10.15482/USDA.ADC/29066444.v1
keyword 
                                            [
  "Image identification",
  "computer vision",
  "insect fragment",
  "numerical signature",
  "stored product insects"
]
license https://creativecommons.org/licenses/by-sa/4.0/
modified 2025-12-19
programCode 
                                            [
  "005:040"
]
publisher 
                                            {
  "name": "Agricultural Research Service",
  "@type": "org:Organization"
}
temporal 2025-04-02/2025-04-02
title Data and Images from: Numerical Signature Dataset of Thoracic and Elytral Fragments from Curculionidae and Tenebrionidae Beetles for AI-Based Species Identification

data.gov

An official website of the GSA's Technology Transformation Services

Looking for U.S. government information and services?
Visit USA.gov