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@@ -37,7 +37,7 @@ Subset of images processed from Cuthill, et. al. dataset available at [doi:10.50
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  ### Dataset Summary
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- ![Distribution Summary](https://huggingface.co/datasets/imageomics/Curated_GoldStandard_Hoyal_Cuthill/blob/main/Curated_GS_Cuthill_Distribution_Snapshot.png)
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  <!---
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  This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).
@@ -185,6 +185,7 @@ Cuthill, et. al. [doi:10.5061/dryad.2hp1978](https://doi.org/10.5061/dryad.2hp19
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  #### Initial Data Collection and Normalization
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  [More Information Needed]
 
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  #### Who are the source language producers?
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  ### Citation Information
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- [More Information Needed]
 
 
 
 
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  ### Contributions
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- [More Information Needed]
 
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  ### Dataset Summary
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+ ![Distribution Summary](https://huggingface.co/datasets/imageomics/Curated_GoldStandard_Hoyal_Cuthill/raw/main/Curated_GS_Cuthill_Distribution_Snapshot.png)
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  <!---
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  This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).
 
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  #### Initial Data Collection and Normalization
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  [More Information Needed]
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+ Photographers: Robyn Crowther and Sophie Ledger, Natural History Museum, London.
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  #### Who are the source language producers?
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  ### Citation Information
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+ Krzysztof Kozak, Christopher Lawrence, James Mallet, Owen McMillan, David Carlyn, Mohannad Elhamod. (2023), "Curated_GoldStandard_Hoyal_Cuthill", https://huggingface.co/datasets/imageomics/Curated_GoldStandard_Hoyal_Cuthill.
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+ Please also cite the original dataset from which this was adapted and its accompanying paper:
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+ * Hoyal Cuthill, Jennifer F. et al. (2019), Data from: Deep learning on butterfly phenotypes tests evolution’s oldest mathematical model, Dryad, Dataset, https://doi.org/10.5061/dryad.2hp1978.
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+ * Hoyal Cuthill, Jennifer F. et al. (2019), Deep learning on butterfly phenotypes tests evolution’s oldest mathematical model, Science Advances, Article-journal, https://doi.org/10.1126/sciadv.aaw4967
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  ### Contributions
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+ The [Imageomics Institute](https://imageomics.org) is funded by the US National Science Foundation's Harnessing the Data Revolution (HDR) Institute program under [Award #2118240](https://www.nsf.gov/awardsearch/showAward?AWD_ID=2118240) (Imageomics: A New Frontier of Biological Information Powered by Knowledge-Guided Machine Learning).