cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31026388.v1
title: <b>The Effect of Sports Participation on Adolescents' Prosocial Behavior: Testing Mediating Mechanisms Based on TPSR Theory</b>

description: <b>The Effect of Sports Participation on Adolescents' Prosocial Behavior: Testing Mediating Mechanisms Based on TPSR Theory</b>
DOI: 10.5522/04/27303705
title: Pig_Bioengineered_Oesophagus_SN_ST

description: This repository contains the computational environment and code required to reproduce the single-nucleus and spatial transcriptomic analysis in the paper.<br>The key file here is <code>bioeng_oeso_pipeline.tar</code>, which contains the Docker environment used for the analysis. This can be downloaded, extracted, and the analysis pipeline run using the instuctions in the README. All necessary data is included. Results from the run used for the paper are in a directory <code>results</code>, along with the compiled rmarkdown files. The docker image can be loaded with <code>docker load -i bioeng_oeso_docker_5_d386af43e8f4.tar. The rmarkdown code is also included in this repository.</code>The <code>Dockerfile</code> and necessary <code>renv.lock file are in the repository to show how to recreate the docker environment. The docker environment was built with </code>build_docker_image<code>.sh</code><br>Pre-processing commands run on the computing cluster are shown in <code>preprocessing_commands.sh</code>.<br>The figures are associated with files as follows:1f all_sn_before_after_daseq_verdicts_umap.pdf and DimPlot_all_sn_5_clusts.pdf1g all_sn_module_scores.pdf1h all_sn_5_clusts_dot_plot_modules.pdf1i hallmarks_gsea_after_before_all_sn_subset.pdf1j all_sn_after_vs_before_VolPlot_no_shapes.pdf1k pathway_marks_vlnplot_all_sn.pdf<br>3g and 3h sample_celltype_umaps.pdf3i merged_st_clustered_cell_types_overlay.pdf3j merged_st_clustered_cell_types_bar_chart_by_pooled_sample.pdf3k st_samples_connections_chord_diagrams.pdf3l spatial_connections_similarity_heatmap.pdf<br>4d st_norm_markers.pdf and vln_plots_Epithelial_extended.pdf<br>5g st_norm_markers.pdf and vln_plots_Smooth muscle_extended.pdf and vln_plots_Skeletal muscle_extended.pdf<br>ED3a all_sn_clust_clust_*_all_plots.pdfED3b pre_post_by_cluster_barplot.pdfED3c heatmap_plus_dots_all_sn_before_after_marker_sets_genes_module_*.pdfED3d merged_st_sample_by_cluster_bar_chart_by_pooled_sample.pdfED3e inter_cluster_degs_dotplot.pdf<br>ED8b st_norm_markers.pdf<br>
DOI: 10.5522/04/27303705.v1
title: Pig_Bioengineered_Oesophagus_SN_ST

description: This repository contains the computational environment and code required to reproduce the single-nucleus and spatial transcriptomic analysis in the paper.<br>The key file here is <code>bioeng_oeso_pipeline.tar</code>, which contains the Docker environment used for the analysis. This can be downloaded, extracted, and the analysis pipeline run using the instuctions in the README. All necessary data is included. Results from the run used for the paper are in a directory <code>results</code>, along with the compiled rmarkdown files. The docker image can be loaded with <code>docker load -i bioeng_oeso_docker_5_d386af43e8f4.tar. The rmarkdown code is also included in this repository.</code>The <code>Dockerfile</code> and necessary <code>renv.lock file are in the repository to show how to recreate the docker environment. The docker environment was built with </code>build_docker_image<code>.sh</code><br>Pre-processing commands run on the computing cluster are shown in <code>preprocessing_commands.sh</code>.<br>The figures are associated with files as follows:1f all_sn_before_after_daseq_verdicts_umap.pdf and DimPlot_all_sn_5_clusts.pdf1g all_sn_module_scores.pdf1h all_sn_5_clusts_dot_plot_modules.pdf1i hallmarks_gsea_after_before_all_sn_subset.pdf1j all_sn_after_vs_before_VolPlot_no_shapes.pdf1k pathway_marks_vlnplot_all_sn.pdf<br>3g and 3h sample_celltype_umaps.pdf3i merged_st_clustered_cell_types_overlay.pdf3j merged_st_clustered_cell_types_bar_chart_by_pooled_sample.pdf3k st_samples_connections_chord_diagrams.pdf3l spatial_connections_similarity_heatmap.pdf<br>4d st_norm_markers.pdf and vln_plots_Epithelial_extended.pdf<br>5g st_norm_markers.pdf and vln_plots_Smooth muscle_extended.pdf and vln_plots_Skeletal muscle_extended.pdf<br>ED3a all_sn_clust_clust_*_all_plots.pdfED3b pre_post_by_cluster_barplot.pdfED3c heatmap_plus_dots_all_sn_before_after_marker_sets_genes_module_*.pdfED3d merged_st_sample_by_cluster_bar_chart_by_pooled_sample.pdfED3e inter_cluster_degs_dotplot.pdf<br>ED8b st_norm_markers.pdf<br>
DOI: 10.15468/dl.bb6ju6
title: Occurrence Download

description: A dataset containing 2421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bahrain",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scolopacidae",
 "Year 2002-2025"
 ]
}

 The dataset includes 2421 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081287-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymu5jm
title: Occurrence Download

description: A dataset containing 5660 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((6.17085 43.65051,6.17536 43.65051,6.17536 43.6512,6.17085 43.6512,6.17085 43.65051))",
 "Geometry POLYGON((6.17813 43.65207,6.16721 43.62867,6.17969 43.5824,6.2296 43.56715,6.27518 43.58569,6.29909 43.59644,6.28211 43.64808,6.26097 43.65259,6.23047 43.66177,6.20603 43.6616,6.17813 43.65207))"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Plantae, Chordata, Insecta)"
 ]
}

 The dataset includes 5660 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081283-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/75r8h3
title: A new species of Cnemaspis (Squamata: Gekkonidae) from Temburong District, Brunei Darussalam

description: This dataset contains the digitized treatments in Plazi based on the original journal article Kurita, Takaki, Kojima, Yosuke, Nishikawa, Kanto, Grafe, T. Ulmar (2025): A new species of Cnemaspis (Squamata: Gekkonidae) from Temburong District, Brunei Darussalam. Zootaxa 5725 (4): 511-532, DOI: 10.11646/zootaxa.5725.4.4, URL: https://doi.org/10.11646/zootaxa.5725.4.4AbstractA new species of sandstone-dwelling rock gecko of the genus Cnemaspis is described from Bukit Patoi, Temburong District, Brunei Darussalam. This is the first country record for the genus, expanding the known distribution of Bornean Cnemaspis and advancing our understanding of its species diversity. Molecular phylogenetic analyses using mitochondrial and nuclear DNA sequences confirm that the new species, Cnemaspis gituen sp. nov., represents a distinct evolutionary lineage, inferred to be the sister taxon of C. lagang from northeastern Sarawak. Cnemaspis gituen sp. nov. can be morphologically distinguished from all Bornean congeners by a unique combination of characters, most notably the presence of patches of aggregated tubercles on the lower flank associated with brilliant yellow spots in males. It further differs from C. lagang by having prominent trunk tuberculation (versus indistinct) and a suite of colouration differences in males (e.g., dark brown head versus grey). Unlike members of the nigridia species group, it is differentiated by its distinctive flank spots (versus faint vertical lines), fewer paravertebral tubercles (16–20 versus 23–38), and a continuous median row of slightly enlarged, keeled subcaudals (versus smooth median subcaudals). The new species is also distinguished by its small maximum SVL (50.8 mm) and 7–10 precloacal pores (in total) and unique caudal colouration in males.
DOI: 10.15468/dl.fgh37b
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is SPM",
 "OccurrenceStatus is Present",
 "TaxonKey is Diapensia lapponica"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081288-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31026130
title: Sanger sequencing validation of the circGALNT1 (hsa_circ_0108340) back-splice junction

description: This dataset contains raw Sanger sequencing data used to validate the back-splice junction of the circular RNA circGALNT1 (hsa_circ_0108340), derived from exons 4–10 of the GALNT1 gene. Sequencing was performed to confirm the circular RNA structure reported in the associated manuscript. The dataset includes chromatogram files and/or sequence files corresponding to the circGALNT1 junction region. No high-throughput sequencing data are included.
DOI: 10.6084/m9.figshare.31026130.v1
title: Sanger sequencing validation of the circGALNT1 (hsa_circ_0108340) back-splice junction

description: This dataset contains raw Sanger sequencing data used to validate the back-splice junction of the circular RNA circGALNT1 (hsa_circ_0108340), derived from exons 4–10 of the GALNT1 gene. Sequencing was performed to confirm the circular RNA structure reported in the associated manuscript. The dataset includes chromatogram files and/or sequence files corresponding to the circGALNT1 junction region. No high-throughput sequencing data are included.
DOI: 10.5517/ccdc.csd.cc2hjjsc
title: CCDC 2309803: Experimental Crystal Structure Determination

description: Related Article: Zi-Lin He, Jian-Bin Luo, Jing-Hua Chen, Jun-Hua Wei, Xiao-He Miao, Zhi-Zhong Zhang, Qing-Peng Peng, Xiu-Xian Guo, Dai-Bin Kuang|2025|Sci. Adv.|11|eadu1982|doi:10.1126/sciadv.adu1982
description: Related Article: Zi-Lin He, Jun-Hua Wei, Jian-Bin Luo, Zhi-Zhong Zhang, Jing-Hua Chen, Xiu-Xian Guo, Dai-Bin Kuang|2024|Laser Photonics Rev.|18|2301249|doi:10.1002/lpor.202301249
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.d8cepp
title: Occurrence Download

description: A dataset containing 54741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Country is one of (Hong Kong, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Pandion haliaetus, Pelecanus crispus, Pelecanus philippensis, Egretta eulophotes, Egretta sacra, Gorsachius melanolophus, Gorsachius magnificus, Platalea minor, Platalea leucorodia, Plegadis falcinellus, Threskiornis melanocephalus, Phalacrocorax pelagicus, Sula leucogaster, Sula sula, Fregata ariel, Fregata minor, Fregata andrewsi, Ciconia boyciana, Ciconia nigra, Mycteria leucocephala, Phoebastria albatrus, Thalasseus bernsteini, Thalasseus bergii, Ichthyaetus relictus, Saundersilarus saundersi, Calidris falcinellus, Calidris pygmea, Calidris tenuirostris, Arenaria interpres, Tringa guttifer, Numenius madagascariensis, Numenius arquata, Numenius minutus, Limnodromus semipalmatus, Hydrophasianus chirurgus, Grus grus, Grus leucogeranus, Porphyrio porphyrio, Zapornia paykullii, Zapornia bicolor, Coturnicops exquisitus, Centropus bengalensis, Centropus sinensis, Hirundapus cochinchinensis, Ducula aenea, Macropygia unchall, Podiceps nigricollis, Mergus squamatus, Mergellus albellus, Aythya baeri, Sibirionetta formosa, Nettapus coromandelianus, Aix galericulata, Cygnus columbianus, Anser erythropus, Anser albifrons, Anser cygnoid, Dendrocygna javanica, Syrmaticus ellioti, Lophura nycthemera, Gallus gallus, Arborophila gingica, Tragopan caboti)",
 "Year 1990-2025"
 ]
}

 The dataset includes 54741 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081230-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9b24zk
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosopis africana"
 ]
}

 The dataset's 3 records were derived from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081252-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/8mmebz
title: A legacy of passion and dedication: new taxa and notes on Cerambycidae (Coleoptera) from the late James Cope collection

description: This dataset contains the digitized treatments in Plazi based on the original journal article Santos-Silva, Antonio, Bezark, Larry G., Nascimento, Francisco Eriberto De Lima (2025): A legacy of passion and dedication: new taxa and notes on Cerambycidae (Coleoptera) from the late James Cope collection. Zootaxa 5725 (4): 533-550, DOI: 10.11646/zootaxa.5725.4.5, URL: https://doi.org/10.11646/zootaxa.5725.4.5AbstractThe material examined in this work belongs to the collection of James S. Cope (1941-2024). His collection of over 10,000 specimens of Cerambycidae is currently housed in the California State Collection of Arthropods at the California Department of Food & Agriculture Sacramento, California, USA. Two new species are described: Odontogracilis copei sp. nov. (Cerambycinae, Rhinotragini) from Mexico: and Sternacutus monnei sp. nov. (Lamiinae, Acanthocinini) from Panama. Euderces reichei LeConte, 1873 is redescribed based on an entirely dark specimen from Mexico. Lithargyrus Martins & Monné, 1979 (Lamiinae, Acanthocinini) is recorded from Mexico for the first time; the possible synonymy between L. guadeloupensis (Villiers, 1980) and L. melzeri Martins & Monné, 1979 is discussed. The female of Alphinellus minutus Bates, 1881 (Lamiinae, Desmiphorini) is described for the first time.
DOI: 10.34740/kaggle/dsv/14434077
title: textocr
DOI: 10.5255/ukda-sn-4963-8
title: IMF Balance of Payments Statistics, 1948-2025
title: IMF BOPS

description: The &lt;i&gt;International Monetary Fund (IMF) Balance of Payments (BOPS)&lt;/i&gt; database is a statistical statement containing over 100,000 quarterly and annual time series data that summarise, for a specific period (typically a year or quarter), the economic transactions of an economy with the rest of the world. It covers:&lt;ul&gt;&lt;li&gt;all the goods, services, factor income and current transfers an economy receives from or provides to the rest of the world&lt;/li&gt;&lt;li&gt;capital transfers and changes in an economy's external financial claims and liabilities&lt;/li&gt;&lt;/ul&gt;This database was first provided by the UK Data Service in June 2004.&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
DOI: 10.15468/dl.7c9s5w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens desmantha",
 "GadmGid is IND"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081295-251120083545085/datasets/export for details.
DOI: 10.15468/dl.k6w6gx
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Formica ravida",
 "Country is Canada",
 {
 "not" : {
 "InstitutionCode" : [
 "is one of (iNaturalist)"
 ]
 }
 }
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081296-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x699g6
title: Occurrence Download

description: A dataset containing 630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.28941 48.60437,5.36919 48.60437,5.36919 48.64765,5.28941 48.64765,5.28941 48.60437))",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is Animalia",
 "Year 2006-2026"
 ]
}

 The dataset includes 630 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081292-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18184839
title: detransitive-dataset

description: Sample of detransitive verbs used for the PhD thesis completed at FU Berlin.
DOI: 10.5281/zenodo.18184840
title: detransitive-dataset

description: Sample of detransitive verbs used for the PhD thesis completed at FU Berlin.
DOI: 10.15468/dl.wyuzfu
title: Occurrence Download

description: A dataset containing 20208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Batrachuperus, Batrachuperus karlschmidti, Batrachuperus londongensis, Batrachuperus pinchonii, Batrachuperus taibaiensis, Batrachuperus tibetanus, Batrachuperus yenyuanensis, Hynobius abei, Hynobius abuensis, Hynobius akiensis, Hynobius amakusaensis, Hynobius amjiensis, Hynobius arisanensis, Hynobius bakan, Hynobius, Hynobius boulengeri, Hynobius chinensis, Hynobius dunni, Hynobius formosanus, Hynobius fossigenus, Hynobius fucus, Hynobius geiyoensis, Hynobius geojeensis, Hynobius glacialis, Hynobius guabangshanensis, Hynobius guttatus, Hynobius hidamontanus, Hynobius hirosei, Hynobius ikioi, Hynobius iwami, Hynobius katoi, Hynobius kimurae, Hynobius kuishiensis, Hynobius kunibiki, Hynobius leechii, Hynobius lichenatus, Hynobius maoershanensis, Hynobius mikawaensis, Hynobius naevius, Hynobius nagatoensis, Hynobius nebulosus, Hynobius nigrescens, Hynobius nihoensis, Hynobius notialis, Hynobius okiensis, Hynobius osumiensis, Hynobius owariensis, Hynobius oyamai, Hynobius perplicatus, Hynobius quelpaertensis, Hynobius retardatus, Hynobius sematonotos, Hynobius sengokui, Hynobius setoi, Hynobius setouchi, Hynobius shinichisatoi, Hynobius sonani, Hynobius stejnegeri, Hynobius sumidai, Hynobius tagoi, Hynobius takedai, Hynobius tokyoensis, Hynobius tosashimizuensis, Hynobius tsuensis, Hynobius tsurugiensis, Hynobius turkestanicus, Hynobius unisacculus, Hynobius utsunomiyaorum, Hynobius vandenburghi, Hynobius yangi, Hynobius yiwuensis, Liua shihi, Liua tsinpaensis, Pachyhynobius shangchengensis, Paradactylodon mustersi, Paradactylodon persicus, Pseudohynobius flavomaculatus, Pseudohynobius guizhouensis, Pseudohynobius jinfo, Pseudohynobius kuankuoshuiensis, Pseudohynobius puxiongensis, Pseudohynobius shuichengensis, Ranodon sibiricus, Salamandrella keyserlingii, Salamandrella tridactyla)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20208 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081290-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djgxh4
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosopis africana"
 ]
}

 The dataset's 3 records were derived from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081254-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18184846
title: ELLIPTIK-GIPERBOLIK TENGLAMA UCHUN TIP O'ZGARISH CHIZIG'IDA ULASH SHARTI UZULISHGA EGA BO'LGAN  MASALANING BIR QIYMATLI YECHIMI HAQIDA
DOI: 10.5281/zenodo.18184845
title: ELLIPTIK-GIPERBOLIK TENGLAMA UCHUN TIP O'ZGARISH CHIZIG'IDA ULASH SHARTI UZULISHGA EGA BO'LGAN  MASALANING BIR QIYMATLI YECHIMI HAQIDA
DOI: 10.15468/dl.nm57qy
title: Occurrence Download

description: A dataset listing the 14528 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset's 14528 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081261-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ta96fw
title: Collezione entomologica di curculionidi di Piero Abbazzi | Piero Abbazzi's entomological collection of weevils

description: Weevil collection (superfamily: Curculionoidea), assembled by Piero Abbazzi in the second half of the 20th century, mainly composed of Italian and European specimens.
DOI: 10.15468/dl.rrwyty
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "Geometry POLYGON((9.45667 46.80663,10.33116 46.80663,10.33116 47.62996,9.45667 47.62996,9.45667 46.80663))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trachemys scripta"
 ]
}

 The dataset includes 49 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081301-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juj392
title: Occurrence Download

description: A dataset containing 6167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.16785 43.6529,6.1437 43.62875,6.14799 43.58609,6.19133 43.56261,6.23286 43.56216,6.25612 43.57503,6.26582 43.59805,6.2753 43.64666,6.27124 43.65546,6.19946 43.66223,6.17666 43.65885,6.16785 43.6529))",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 6167 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081303-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18184574
title: Integrated modeling framework of province-resolved passenger vehicle fleet projections, chemistry-specific battery degradation modeling, and dynamic material flow analysis
DOI: 10.5281/zenodo.18184573
title: Integrated modeling framework of province-resolved passenger vehicle fleet projections, chemistry-specific battery degradation modeling, and dynamic material flow analysis
DOI: 10.5281/zenodo.18184607
title: Data from: High-throughput recognition of small invertebrates via computer vision

description: These files are a companion to the following paper:

Title: High-throughput recognition of small invertebrates via computer vision

Authors: Kynan L. Delaney, Emmet Delaney, Jacob Moorad

Journal: Ecological Solutions & Evidence

Year: 2026

This dataset provides pairwise comparisons of individual identification patterns in Nicrophorus vespilloides. Pattern differences are quantified using four distinct computer vision algorithms. A description of the analytical methods and results is available in the accompanying markdown document and corresponding HTML file.
DOI: 10.5281/zenodo.18184608
title: Data from: High-throughput recognition of small invertebrates via computer vision

description: These files are a companion to the following paper:

Title: High-throughput recognition of small invertebrates via computer vision

Authors: Kynan L. Delaney, Emmet Delaney, Jacob Moorad

Journal: Ecological Solutions & Evidence

Year: 2026

This dataset provides pairwise comparisons of individual identification patterns in Nicrophorus vespilloides. Pattern differences are quantified using four distinct computer vision algorithms. A description of the analytical methods and results is available in the accompanying markdown document and corresponding HTML file.