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

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Euphorbia pubentissima",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 75 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008221-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7tufn
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Caesio suevica"
 ]
}

 The dataset includes 252 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008222-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xukjpt
title: Occurrence Download

description: A dataset containing 18851 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (Kevin Ackerman, Kevin Firth, Kevin McKown, kiddledeedee, kidneymoth, kik123, kileyjprice, Kim Madge, kimhen, kimmcgregor, kimtorres, kitpaladin, kivean, kjsytsma, klnordai, klyons15, kmangan24, KMole, kmoncure, kmusselman3203, knapsack01, kneesofbees, knight4nature, knoche519, Kori Langlie, kpat22, kperk94, kpwells, krishna4chiluka, Krista, kristinpiston, ksandoval2004, kskaug, ksliwoski, ksteim, ktq, ktw, kwickert, kwixted0, Kyle Aldinger, Kylie Wirebach, L.J. Lamera, lagaynor, landonlm, larbanjo, Larry Chen, Larry Clarfeld, larryrush, Lars Lønsmann Iversen, lauoleary)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 18851 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008223-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.246v2j
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is one of (Instituto de Botánica Darwinion, Tropicos Specimens Non-MO, Museo Argentino de Ciencias Naturales \"Bernardino Rivadavia\" (MACN). Vascular Plants National Collection (BAv), NMNH Extant Specimen Records (USNM, US), Herbario CTES Plantas Vasculares, Edinburgh (E) Herbarium Specimens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leucheria purpurea"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008224-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taq79x
title: Occurrence Download

description: A dataset containing 12068 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Tremarctos ornatus"
 ]
}

 The dataset includes 12068 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008225-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49k3vk
title: Occurrence Download

description: A dataset containing 1145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Euphorbia seguieriana",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1145 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008226-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3nd47
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidosperma latens"
 ]
}

 The dataset includes 227 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008228-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7dj5k
title: Occurrence Download

description: A dataset containing 2398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lygodium palmatum"
 ]
}

 The dataset includes 2398 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008227-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv94vm
title: Occurrence Download

description: A dataset containing 3234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Caesio teres"
 ]
}

 The dataset includes 3234 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008230-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rmqe6
title: Occurrence Download

description: A dataset containing 25688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (Laura J. Costello, Laura Pollock, laura_the_dragon, Laure N., Laurent Dufour, layfad, lduchac, Lea M, leahbj, Leana Reed, lebovits, Lee Thomas, leetie, lemonll, Len Manning, Lena Struwe, Leo Viljoen, leonphotography168, lets_go_samsam, Levana Taylor, Levi smith, levst, lexieloy7, lgorman, lhardacker17, lhopenwasser, lhsk, Liam, Liam Hood-Hanlon, Liam O, Liana Kirkey, libbydaly1, Lila S., Lilia Torres, Linda, Link Davis, Lisa, Lisa Ann Fanning, Lisa Brundage, Lisa Wiencek Gerbec, lisahazard, lisamkelsey, Lissa Deslandes, little793, little_cat_people, littlethousand, liviad, liza_b, ljfekontanis, lkeifer)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 25688 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008229-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wct5p4
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Euphorbia serrula",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 219 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008231-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2mq89
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Caesio varilineata"
 ]
}

 The dataset includes 282 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008232-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkwzpf
title: Occurrence Download

description: A dataset containing 12752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (llamacatatta, lmdisla, LMM897, LN_Rae, lnc3535, Logan Fox, lopez155, Lorelei D, lorililly, Lorna Dielentheis, lorybenedetti, Louis Burns, louiseauclair, louisnadeau, lousmyrlis, lowellstudent, Lowens311, Loïc Mathieu, lrockhill, ltminderbinder, Lucas Cain, Lucas Foerster, lucywhitney, Luka S. (someplant), lukinsj5, lutrixia, luzaguilaar, Lyndon Baines. Johnson, lynnshort, M. Whitson, m00nhead, m0xostoma, mabrigg1005, macintasha, mad0c, Madelyn Seymour, Madison Mitton, Madison Reynolds, madronawayman, madygrenier, maeleight, Maeve and Joey Coker, magpray, mahpin, Malcolmander, mamoona_h, Manny Ilow, Manny Salas, Mano Ali, manosb)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 12752 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008234-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ttb2q
title: Occurrence Download

description: A dataset containing 10668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is one of (United States of America, Canada, Mexico)",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Cynomys ludovicianus"
 ]
}

 The dataset includes 10668 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008235-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35fn34
title: Occurrence Download

description: A dataset containing 193061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myiozetetes cayanensis",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 193061 records from 461 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008130-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18764566
title: knowless — Drie kloven in het migratiedebat (dataset v6)

description: Geaggregeerde, geanonimiseerde surveydata van het knowless-onderzoek naar perceptiekloven, definitiekloven en uitingskloven in het Nederlandse migratiedebat. Bevat perceptieschattingen, demografische verdelingen, kwaliteitsmetrieken en de volledige vragenlijst.
DOI: 10.5281/zenodo.18764567
title: knowless — Drie kloven in het migratiedebat (dataset v7)

description: Geaggregeerde, geanonimiseerde surveydata van het knowless-onderzoek naar perceptiekloven, definitiekloven en uitingskloven in het Nederlandse migratiedebat. Bevat perceptieschattingen, demografische verdelingen, kwaliteitsmetrieken en de volledige vragenlijst.
DOI: 10.5281/zenodo.18764555
title: Beyond Single-PR Issues: Understanding Multi-PR Issue Resolution in Game Development [Replication Package]

description: Video games are a special type of software that differ from other types of software systems in that they aim to deliver immersive experiences to users. As a result, issue reports (e.g., bug reports) in video game projects may require iterative fixes that span multiple pull requests (PRs). A PR is a mechanism in distributed version control systems (e.g., GitHub) through which developers propose code changes for review, discussion, and eventual integration into the main codebase. We refer to an issue report that is linked to multiple PRs as a multi-PR issue. Despite their potential impact on development efforts and coordination, such multi-PR issues remain largely unexplored. 

In this paper, we present a large-scale empirical study of multiPR issues in open-source game development. We analyze their prevalence, derive a taxonomy explaining why multiple PRs are associated with a single issue, and compare their resolution timelines and development effort against single-PR issues, i.e., issues resolved through exactly one PR. Our results show that approximately 5% of issues are resolved through multiple PRs. Most of these cases arise from iterative refinement. Quantitatively, multi-PR issues take substantially longer to resolve, with a median resolution time four times higher than that of single-PR issues. They are also associated with moderately higher commit-level activity. Our findings have practical implications for both practitioners and researchers. For practitioners, multi-PR issues require more careful planning, as they involve higher commit-level effort and are more likely to experience prolonged resolution times, potentially threatening release schedules. Moreover, when multiple contributors independently submit PRs for the same issue, teams risk duplicated implementation effort and increased review overhead, underscoring the importance of early coordination mechanisms (e.g., ownership assignment or consolidation of parallel fixes). For researchers, our results highlight the need for empirical models and tools that explicitly account for iterative resolution patterns rather than assuming single-PR fixes. We further encourage researchers to extend our taxonomy to other domains, such as web and mobile applications.
DOI: 10.5281/zenodo.18764556
title: Beyond Single-PR Issues: Understanding Multi-PR Issue Resolution in Game Development [Replication Package]

description: Video games are a special type of software that differ from other types of software systems in that they aim to deliver immersive experiences to users. As a result, issue reports (e.g., bug reports) in video game projects may require iterative fixes that span multiple pull requests (PRs). A PR is a mechanism in distributed version control systems (e.g., GitHub) through which developers propose code changes for review, discussion, and eventual integration into the main codebase. We refer to an issue report that is linked to multiple PRs as a multi-PR issue. Despite their potential impact on development efforts and coordination, such multi-PR issues remain largely unexplored. 

In this paper, we present a large-scale empirical study of multiPR issues in open-source game development. We analyze their prevalence, derive a taxonomy explaining why multiple PRs are associated with a single issue, and compare their resolution timelines and development effort against single-PR issues, i.e., issues resolved through exactly one PR. Our results show that approximately 5% of issues are resolved through multiple PRs. Most of these cases arise from iterative refinement. Quantitatively, multi-PR issues take substantially longer to resolve, with a median resolution time four times higher than that of single-PR issues. They are also associated with moderately higher commit-level activity. Our findings have practical implications for both practitioners and researchers. For practitioners, multi-PR issues require more careful planning, as they involve higher commit-level effort and are more likely to experience prolonged resolution times, potentially threatening release schedules. Moreover, when multiple contributors independently submit PRs for the same issue, teams risk duplicated implementation effort and increased review overhead, underscoring the importance of early coordination mechanisms (e.g., ownership assignment or consolidation of parallel fixes). For researchers, our results highlight the need for empirical models and tools that explicitly account for iterative resolution patterns rather than assuming single-PR fixes. We further encourage researchers to extend our taxonomy to other domains, such as web and mobile applications.
DOI: 10.15468/dl.3ntn5c
title: Occurrence Download

description: A dataset containing 582 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Caesio xanthonota"
 ]
}

 The dataset includes 582 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008236-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwp9sd
title: Occurrence Download

description: A dataset containing 19101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (mapleants987, Mara McHaffie, Marc-Aurèle Vallée, marciabinpa, marctree, Marcus Roppovalente, BSc., mardelise, Maren F., Margaret Karls, Margarita Wilson, margueritew, Maria Goodrich, Maria Schmidt, marianthe, Marie Zuck, Marilyn Hubley, Marilynn Miller, marinnapurdy, Mario St-Gelais, Marisa Roefs, Mark, Mark Apgar, Mark D. Read, Mark Horton-Sacha, Mark Klots, Mark Warman, Mark Whitcombe, Mark Wood, markham_maguire, marlakay74, Marlene Duhig, Martha, martharosetta, Martin Tremblay, marton, Mary Ford, Mary Maddux, Mary Polacek, MaryAnn Cervin-Lawry, maryjoyce56, masensharpe, Mason K, Mat, mathias_dezetter, Matt, Matt Chansler, Matt Cohen and Elizabeth Hargrave, Matt Demmon, Matt Gorman, Matt Keevil)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 19101 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008237-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kd6xey
title: Occurrence Download

description: A dataset containing 17027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Castor canadensis"
 ]
}

 The dataset includes 17027 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008238-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.16745.15205
title: Mann JK #1 4th Gen New Version
DOI: 10.6084/m9.figshare.31396509
title: Samuel & Audrey: YouTube Transcripts (EN) Corpus (2012–2026) - Conversational Travel NLP Dataset

description: This dataset contains the canonical English transcript archive from the "Samuel and Audrey" YouTube channel, spanning 14 years (2012–2026) of on-the-ground international travel. Curated by the Samuel & Audrey Media Network, this longitudinal "Ground Truth" corpus comprises 1,397 full-length episodic videos, yielding over 2.28 million spoken conversational tokens and 1.54 million high-precision cue-level segments.Unlike polished editorial articles, these transcripts capture unedited human decision-making, conversational pacing, real-time logistics, and on-the-ground pricing constraints. Explicitly engineered for Retrieval-Augmented Generation (RAG) and the fine-tuning of conversational AI and voice agents, this dataset allows models to ground travel intelligence in authentic, spontaneous speech rather than generic, scraped aggregator content. Every transcript is cryptographically hashed for stable provenance, enabling rigorous temporal analysis of macro travel trends and establishing high-fidelity creator E-E-A-T.
DOI: 10.6084/m9.figshare.31396509.v1
title: Samuel & Audrey: YouTube Transcripts (EN) Corpus (2012–2026) - Conversational Travel NLP Dataset

description: This dataset contains the canonical English transcript archive from the "Samuel and Audrey" YouTube channel, spanning 14 years (2012–2026) of on-the-ground international travel. Curated by the Samuel & Audrey Media Network, this longitudinal "Ground Truth" corpus comprises 1,397 full-length episodic videos, yielding over 2.28 million spoken conversational tokens and 1.54 million high-precision cue-level segments.Unlike polished editorial articles, these transcripts capture unedited human decision-making, conversational pacing, real-time logistics, and on-the-ground pricing constraints. Explicitly engineered for Retrieval-Augmented Generation (RAG) and the fine-tuning of conversational AI and voice agents, this dataset allows models to ground travel intelligence in authentic, spontaneous speech rather than generic, scraped aggregator content. Every transcript is cryptographically hashed for stable provenance, enabling rigorous temporal analysis of macro travel trends and establishing high-fidelity creator E-E-A-T.
DOI: 10.15468/dl.askybh
title: Occurrence Download

description: A dataset containing 345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Oregon Bee Atlas, Oregon Bee Atlas Survey Data: 2019, Bee Biology and Systematics Laboratory, International Barcode of Life project (iBOL), Oregon Bee Atlas Survey Data: 2018, Bee Fauna of National Wildlife Refuges in the Pacific Northwest, 2010-2016, Snow Entomological Museum Collection, hymenoptera, J. B. Wallis / R. E. Roughley Museum of Entomology)",
 "GadmGid is USA.38_1",
 "TaxonKey is Diadasia"
 ]
}

 The dataset includes 345 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008240-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.