cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xazjkz
title: Occurrence Download

description: A dataset containing 25233099 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 25233099 records were derived from 71029 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001549-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6069/w3kv-se48
title: Global Burden of Disease Study 2021 (GBD 2021) Lead Exposure Estimates 1990-2021

description: The Global Burden of Disease Study 2021 (GBD 2021), coordinated by the Institute for Health Metrics and Evaluation (IHME), estimated the burden of diseases, injuries, and risk factors for 204 countries and territories and selected subnational locations. This dataset contains estimates for blood and bone lead exposure and intelligence quotient (IQ) shift by year, location, age, and sex for the years 1990-2021. Blood lead exposure is measured as micrograms of lead per deciliter of blood. Bone lead exposure is measured as micrograms of lead per gram of bone. Intelligence quotient shift is the number of IQ points an individual has below a score of 100 due to blood lead exposure. Estimates re also provided for the proportion of the population above a given threshold of blood lead exposure. Thresholds include 5 and 10 μg/dL. Estimates include the mean and 95% uncertainty intervals.
DOI: 10.6084/m9.figshare.30476822
title: Repeat library, repetitive sequence statistics, and masked genome of Hiroshima-derived <i>Magallana gigas</i>

description: This dataset includes a composite repeat library, genome-wide repetitive sequence statistics, and the soft-masked genome assembly of the Hiroshima-derived <i>Magallana gigas</i>.<br>The repeat library was constructed using EDTA and RepeatModeler, followed by redundancy removal with cd-hit-est.
DOI: 10.6084/m9.figshare.30476822.v1
title: Repeat library, repetitive sequence statistics, and masked genome of Hiroshima-derived <i>Magallana gigas</i>

description: This dataset includes a composite repeat library, genome-wide repetitive sequence statistics, and the soft-masked genome assembly of the Hiroshima-derived <i>Magallana gigas</i>.<br>The repeat library was constructed using EDTA and RepeatModeler, followed by redundancy removal with cd-hit-est.
DOI: 10.15468/dl.pk95px
title: Occurrence Download

description: A dataset containing 61622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.4_1, USA.10_1, USA.26_1, USA.25_1, USA.44_1, USA.37_1, USA.11_1, USA.1_1, USA.19_1, USA.34_1, USA.41_1, USA.43_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Prunus serotina, Cornus florida, Liquidambar styraciflua, Ilex decidua)",
 "Year 1960-2025"
 ]
}

 The dataset includes 61622 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001567-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9eyar
title: Occurrence Download

description: A dataset containing 430621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 430621 records from 1011 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001544-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8ybpk
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-118.18838 -21.59188,-22.81162 -21.59188,-22.81162 16.59188,-118.18838 16.59188,-118.18838 -21.59188))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euterpe precatoria precatoria"
 ]
}

 The dataset includes 304 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001575-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzjphz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Phaethornis guy"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001576-251120083545085/datasets/export for details.
DOI: 10.3886/e233401v1-191712
title: Data and Code for: Curbing Rising Housing Costs: A Model-Based Comparison

description: Data and replication code for Journal of Economic Perspectives article "Curbing Rising Housing Costs: A Model-Based Comparison"
DOI: 10.6084/m9.figshare.30477014
title: Predicted gene models of Hiroshima-derived <i>Magallana gigas</i> (GFF3, protein and transcript FASTA)

description: This dataset provides GFF3/GTF gene models, predicted protein sequences, and transcript FASTA files for the Hiroshima-derived <i>Magallana gigas</i> genome.<br>Gene prediction was performed using GALBA with supporting homology evidence.<br>The gene set shows 98.6% BUSCO completeness and is suitable for comparative genomics and functional studies.
DOI: 10.6084/m9.figshare.30477014.v1
title: Predicted gene models of Hiroshima-derived <i>Magallana gigas</i> (GFF3, protein and transcript FASTA)

description: This dataset provides GFF3/GTF gene models, predicted protein sequences, and transcript FASTA files for the Hiroshima-derived <i>Magallana gigas</i> genome.<br>Gene prediction was performed using GALBA with supporting homology evidence.<br>The gene set shows 98.6% BUSCO completeness and is suitable for comparative genomics and functional studies.
DOI: 10.6084/m9.figshare.30477098
title: Functional annotation of predicted genes from Hiroshima-derived <i>Magallana gigas</i>

description: Functional annotation tables for the Hiroshima-derived <i>Magallana gigas</i> genome, generated using the Fanflow pipeline. Annotations include orthology, best-hit information, and protein domains (Pfam).<br>A total of 98.1% of genes were successfully annotated.
DOI: 10.6084/m9.figshare.30477098.v1
title: Functional annotation of predicted genes from Hiroshima-derived <i>Magallana gigas</i>

description: Functional annotation tables for the Hiroshima-derived <i>Magallana gigas</i> genome, generated using the Fanflow pipeline. Annotations include orthology, best-hit information, and protein domains (Pfam).<br>A total of 98.1% of genes were successfully annotated.
DOI: 10.15468/dl.5u59pq
title: Occurrence Download

description: A dataset containing 6105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anoplolepis gracilipes"
 ]
}

 The dataset includes 6105 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001577-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240498
title: Recovering Preferences in College Assignment Problems

description: Many countries around the world use centralized admission systems to assign thousands of students to university programs every year. However, the impact of admission policy changes on students' welfare remains largely unknown. To address this, we propose a novel methodology that recovers students' true preferences in a mechanism where students hold private information and face constraints on the number of options they can submit as preferences. This methodology involves two steps: first, the non-parametric recovery of ordinal preferences using a revealed preference approach based on a concatenation algorithm; and, second, the recovery of cardinal preferences using either a Gibbs sampler estimator or a calibration method. Applying our methodology to administrative data from the University of Costa Rica, we evaluate counterfactual policies and suggest two alternate mechanisms based on an ascending auction and competitive equilibrium prices.
DOI: 10.3886/e240498v2
title: Recovering Preferences in College Assignment Problems

description: Many countries around the world use centralized admission systems to assign thousands of students to university programs every year. However, the impact of admission policy changes on students' welfare remains largely unknown. To address this, we propose a novel methodology that recovers students' true preferences in a mechanism where students hold private information and face constraints on the number of options they can submit as preferences. This methodology involves two steps: first, the non-parametric recovery of ordinal preferences using a revealed preference approach based on a concatenation algorithm; and, second, the recovery of cardinal preferences using either a Gibbs sampler estimator or a calibration method. Applying our methodology to administrative data from the University of Costa Rica, we evaluate counterfactual policies and suggest two alternate mechanisms based on an ascending auction and competitive equilibrium prices.
DOI: 10.5281/zenodo.15299740
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Frederik Leliaert, https://orcid.org/0000-0002-4627-7318. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.4522861
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Frederik Leliaert, https://orcid.org/0000-0002-4627-7318. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.4522862
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Frederik Leliaert, https://orcid.org/0000-0002-4627-7318. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.4542429
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Frederik Leliaert, https://orcid.org/0000-0002-4627-7318. Claims were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.8056958
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Frederik Leliaert, https://orcid.org/0000-0002-4627-7318. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.8317364
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Frederik Leliaert, https://orcid.org/0000-0002-4627-7318. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.15299745
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Emil Goeldi, http://www.wikidata.org/entity/Q115643. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q115643
DOI: 10.5281/zenodo.8166373
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Emil Goeldi, http://www.wikidata.org/entity/Q115643. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q115643
DOI: 10.5281/zenodo.8166374
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Emil Goeldi, http://www.wikidata.org/entity/Q115643. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q115643
DOI: 10.5281/zenodo.8323033
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Christen C. Raunkiær, http://www.wikidata.org/entity/Q444984. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q444984
DOI: 10.5281/zenodo.15299746
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Christen C. Raunkiær, http://www.wikidata.org/entity/Q444984. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q444984
DOI: 10.5281/zenodo.8323032
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Christen C. Raunkiær, http://www.wikidata.org/entity/Q444984. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q444984
DOI: 10.15468/dl.586rzg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boscia arabica Pestal.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003672-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15272388
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Anders Sandøe Ørsted, http://www.wikidata.org/entity/Q491270. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q491270
DOI: 10.5281/zenodo.15272387
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Anders Sandøe Ørsted, http://www.wikidata.org/entity/Q491270. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q491270
DOI: 10.5281/zenodo.15299747
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Anders Sandøe Ørsted, http://www.wikidata.org/entity/Q491270. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q491270
DOI: 10.25549/inscriptifact-ouc110813432
title: Attic White-Ground Lekythos (Oil Bottle) with Tomb Visitation Scene, BMC P.3222

description: [Text Description:] Attributed to Aischines Painter, Classical ❧ [Text or Publication Number Note:] BMC P.3222 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, White-Ground Lekythos (Oil Bottle) ❧ [Physical Object Note:] 7 1/2 x 2 9/16 x 2 9/16 in. (19 x 6.5 x 6.5 cm) ❧ [Physical Object Note:] Lekythoi
DOI: 10.25549/inscriptifact-ouc110813391
title: Apulian Red-Figure Krater (Mixing Bowl), BMC P.3138

description: [Text Description:] Associate of the Lycurgus Painter, Classical ❧ [Text or Publication Number Note:] BMC P.3138 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Red-Figure Krater (Mixing Bowl) ❧ [Physical Object Note:] 20 1/2 x 13 1/2 x 17 1/2 in. (52 x 34.3 x 44.5 cm) ❧ [Physical Object Note:] Kraters
DOI: 10.25549/inscriptifact-ouc110813441
title: Attic White-Ground Lekythos (Oil Bottle) with Tomb Visitation Scene, BMC P.3222

description: [Text Description:] Attributed to Aischines Painter, Classical ❧ [Text or Publication Number Note:] BMC P.3222 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, White-Ground Lekythos (Oil Bottle) ❧ [Physical Object Note:] 7 1/2 x 2 9/16 x 2 9/16 in. (19 x 6.5 x 6.5 cm) ❧ [Physical Object Note:] Lekythoi
DOI: 10.25549/inscriptifact-ouc110813444
title: Attic White-Ground Lekythos (Oil Bottle) with Tomb Visitation Scene, BMC P.3222

description: [Text Description:] Attributed to Aischines Painter, Classical ❧ [Text or Publication Number Note:] BMC P.3222 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, White-Ground Lekythos (Oil Bottle) ❧ [Physical Object Note:] 7 1/2 x 2 9/16 x 2 9/16 in. (19 x 6.5 x 6.5 cm) ❧ [Physical Object Note:] Lekythoi
DOI: 10.25549/inscriptifact-ouc110813551
title: Neo-Assyrian Stamp Seal with Multi-figured Scene, BMC S.114

description: [Text Description:] Neo-Assyrian ❧ [Text or Publication Number Note:] BMC S.114 ❧ [Medium:] Stone ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Stone Stamp Seal ❧ [Physical Object Note:] 1 x 23/32 x 3/4 in. (2.5 x 1.8 x 1.9 cm)
DOI: 10.25549/inscriptifact-ouc110813339
title: Apulian Red-Figure Krater (Mixing Bowl), BMC P.3138

description: [Text Description:] Associate of the Lycurgus Painter, Classical ❧ [Text or Publication Number Note:] BMC P.3138 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Red-Figure Krater (Mixing Bowl) ❧ [Physical Object Note:] 20 1/2 x 13 1/2 x 17 1/2 in. (52 x 34.3 x 44.5 cm) ❧ [Physical Object Note:] Kraters
DOI: 10.25549/inscriptifact-ouc110813511
title: Roman Female Head from Palmyrene Funerary Relief, BMC S.88

description: [Text Description:] Imperial (Roman) ❧ [Text or Publication Number Note:] BMC S.88 ❧ [Medium:] Stone ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Limestone Female Head from Funerary Relief ❧ [Physical Object Note:] 5 11/16 in. x 4 1/2 in. x 4 1/4 in. (14.5 cm x 11.5 cm x 10.8 cm)
DOI: 10.25549/inscriptifact-ouc110813514
title: Roman Female Head from Palmyrene Funerary Relief, BMC S.88

description: [Text Description:] Imperial (Roman) ❧ [Text or Publication Number Note:] BMC S.88 ❧ [Medium:] Stone ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Limestone Female Head from Funerary Relief ❧ [Physical Object Note:] 5 11/16 in. x 4 1/2 in. x 4 1/4 in. (14.5 cm x 11.5 cm x 10.8 cm)
DOI: 10.6084/m9.figshare.29179865
title: MoMA dataset

description: This dataset contains multiple interrelated files used in the context of experiments involving semantic enrichment and spatial contextualization of modern art collections from the Museum of Modern Art (MoMA). It includes metadata on artworks, artist relationships, and spatial assignments (rooms/floors), as well as a structured knowledge graph.<b>ArtworksWithRandomRooms.csv</b><br>A subset of artworks from the MoMA collection enriched with randomly assigned exhibition rooms and floor-level information. Each row corresponds to an artwork with attributes including artist name, date, style, genre, classification, and synthetic spatial location (<code>floor</code>, <code>room</code>).<b>ArtworksWithRandomRooms_2.csv</b><br>An alternative version of the previous dataset with a different random room assignment, useful for comparing layout-sensitive recommendations or spatial distribution experiments.<b>Artworks4thFloor.csv</b><br>Contains artworks specifically located on the 4th floor of the museum. All artworks share the same spatial attributes (<code>floor</code> = "4th floor", <code>room</code> = 407), allowing evaluation of fixed-location or room-centric recommendation scenarios.<b>Artists.csv</b><br>Provides biographical metadata about artists referenced in the artworks datasets. Fields include artist name, nationality, gender, and life span (<code>BeginDate</code>, <code>EndDate</code>), enabling demographic or historical analysis.<b>artistRelations.csv</b><br>Encodes semantic relationships between artists (e.g., influence, collaboration) through directed links. Each row denotes a relation from one artist to another, supporting graph-based reasoning and network analysis.<b>momaGraph.graphml</b><br>A GraphML-formatted knowledge graph capturing entities such as artworks, artists, styles, genres, and their relationships. This graph serves as a semantic backbone for tasks like recommendation, enrichment, or path-based inference.<b>generated_ratings_with_item_info.csv</b><br>A synthetically-generated ground truth for 10,000 visitors, with explicit ratings in the range [1,5] for every artwork in ArtworksWithRandomRooms files.All files are provided under an open license to support reproducible research in cultural heritage AI, semantic web, and recommender systems.