cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4zyzz7
title: Occurrence Download

description: A dataset containing 565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Tringa stagnatilis (Bechstein, 1803)",
 "Year 2009-2013"
 ]
}

 The dataset includes 565 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047290-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13208400
title: Frankfurt /Main Kaiser-Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.15468/dl.vgn2tx
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Tringa glareola Linnaeus, 1758",
 "Year 2009-2013"
 ]
}

 The dataset includes 477 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047291-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13208404
title: Frankfurt /Main Lindau-Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.15468/dl.3dr3ur
title: Occurrence Download

description: A dataset containing 414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Tringa erythropus (Pallas, 1764)",
 "Year 2009-2013"
 ]
}

 The dataset includes 414 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047293-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13208411
title: Frankfurt /Main Glauburg-Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.8119070
title: Data for Environmental and ecological drivers of eye size variation in a freshwater predator: a trade-off between foraging and predation risk

description: Stable isotopes, eye size, and body length for each fish
DOI: 10.15468/dl.93tkmf
title: Occurrence Download

description: A dataset containing 842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Tringa nebularia (Gunnerus, 1767)",
 "Year 2009-2013"
 ]
}

 The dataset includes 842 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047295-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4acyps
title: Occurrence Download

description: A dataset containing 1984 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Krananda semihyalina Moore, 1868"
 ]
}

 The dataset includes 1984 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047296-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zug74a
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Howaia mogera (Yaginuma, 1972)"
 ]
}

 The dataset's 1 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047292-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgtx8m
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chusquea juergensii Hack."
 ]
}

 The dataset includes 184 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050196-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfxcpc
title: Occurrence Download

description: A dataset containing 3199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iceland",
 "DatasetKey is Observational database of Icelandic plants",
 "TaxonKey is Salix herbacea L."
 ]
}

 The dataset includes 3199 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002383-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8xt3g
title: Occurrence Download

description: A dataset containing 2886 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anabazenops fuscus (Vieillot, 1816)"
 ]
}

 The dataset includes 2886 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050204-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpdcyg
title: Occurrence Download

description: A dataset containing 136957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anser rossii Cassin, 1861)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 136957 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0337167-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/csc2.obs.17700
title: Chandra X-ray Observatory ObsId 17700

description: CSC uses combined (i.e. overlapping) Chandra observations for detecting X-ray sources. This allows the catalog to include significantly fainter sources than CSC 1.1. The set of overlapping observations that have been combined in this way is known as a "stack".
DOI: 10.15468/dl.mhd4ds
title: Occurrence Download

description: A dataset containing 2392755 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sylvia atricapilla (Linnaeus, 1758)"
 ]
}

 The dataset includes 2392755 records from 1321 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029005-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msh64v
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dynastes septentrionalis Lachaume, 1985"
 ]
}

 The dataset includes 68 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082076-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wq90l3
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marmota himalayana (Hodgson, 1841)"
 ]
}

 The dataset includes 139 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031019-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bcjj4
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chusquea maclurei L.G.Clark"
 ]
}

 The dataset includes 59 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050151-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxbcwp
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sceloporus caeruleus Smith, 1936"
 ]
}

 The dataset includes 107 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008061-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52jgiy
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anastrepha fratercula (Wiedemann, 1830)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 410 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006279-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnramr
title: Occurrence Download

description: A dataset containing 198547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Epipactis helleborine (L.) Crantz"
 ]
}

 The dataset includes 198547 records from 497 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0325496-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb393f
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbascum purpureum (Janka) Hub.-Mor.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076768-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.966mjq
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus franchetii Skan"
 ]
}

 The dataset includes 225 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0325502-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4sav5
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cnemaspis mysoriensis (Jerdon, 1853)"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006279-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jetrxy
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "TaxonKey is Epipedobates boulengeri (Barbour, 1909)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 114 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006279-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs8dbr
title: Occurrence Download

description: A dataset containing 648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Favonius taxila (Bremer, 1861) Bremer, 1861",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 648 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076769-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnemfd
title: Occurrence Download

description: A dataset containing 27137 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Mexico",
 "Country is United States of America"
 ]
 },
 {
 "or" : [
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "PublishingOrg is e2e717bf-551a-4917-bdc9-4fa0f342c530"
 ]
 },
 "TaxonKey is Melanotis caerulescens (Swainson, 1827)"
 ]
}

 The dataset includes 27137 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009300-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkuo8z
title: Occurrence Download

description: A dataset containing 1250085 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Betula L."
 ]
}

 The dataset includes 1250085 records from 944 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006279-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpy27u
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argyreia gyrobracteata Traiperm & Chitchak"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015163-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ocezw5
title: Occurrence Download

description: A dataset containing 1507133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Formicidae",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((139.57 -70.38,139.57 85.05,-139.57 85.05,-139.57 -70.38,139.57 -70.38))"
 ]
}

 The dataset includes 1507133 records from 609 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006280-160311141623029/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.29390498
title: Prediction of marine shallow emission using RF and LSTM methods

description: Prediction of marine shallow emission using RF and LSTM methods
DOI: 10.6084/m9.figshare.29390498.v1
title: Prediction of marine shallow emission using RF and LSTM methods

description: Prediction of marine shallow emission using RF and LSTM methods
DOI: 10.5281/zenodo.15728363
title: IP4OS Best Practices Survey Dataset
title: Survey Responses

description: This dataset contains anonymised survey responses collected via REDCap for a study on best practices in IP and OS research. The dataset includes fully de-identified responses and a data dictionary describing all variables and coding used in the survey.

File Contents:



- `K8IP4OS_Survey_Responses.csv` – De-identified survey responses in comma-separated format.

- `K8IP4OSBestPracticesSurvey_DataDictionary_2025-06-23.csv` – REDCap data dictionary listing variable names, labels, field types, and coding schemes.

- `README.txt`


De-identification Measures Taken: The following steps were taken to protect participant anonymity:



- All fields tagged as identifiers in the REDCap data dictionary were removed.

- The `Record ID` field was hashed to prevent linkability.

- Free-text fields not validated (e.g. open-ended text boxes) and essay-style fields were removed.

- All date and datetime fields were removed.

- Survey completion timestamps were also removed.

- One variable (`follow_up_email`) that included identifiable information was manually removed.
DOI: 10.5281/zenodo.15728364
title: IP4OS Best Practices Survey Dataset
title: Survey Responses

description: This dataset contains anonymised survey responses collected via REDCap for a study on best practices in IP and OS research. The dataset includes fully de-identified responses and a data dictionary describing all variables and coding used in the survey.

File Contents:



- `K8IP4OS_Survey_Responses.csv` – De-identified survey responses in comma-separated format.

- `K8IP4OSBestPracticesSurvey_DataDictionary_2025-06-23.csv` – REDCap data dictionary listing variable names, labels, field types, and coding schemes.

- `README.txt`


De-identification Measures Taken: The following steps were taken to protect participant anonymity:



- All fields tagged as identifiers in the REDCap data dictionary were removed.

- The `Record ID` field was hashed to prevent linkability.

- Free-text fields not validated (e.g. open-ended text boxes) and essay-style fields were removed.

- All date and datetime fields were removed.

- Survey completion timestamps were also removed.

- One variable (`follow_up_email`) that included identifiable information was manually removed.
DOI: 10.15468/dl.xqr7bt
title: Occurrence Download

description: A dataset containing 9879006 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abutilon theophrasti Medik., Acer negundo L., Acer tataricum L., Acorus calamus L., Adonis aestivalis L., Aedes albopictus (Skuse, 1894), Aegypius monachus (Linnaeus, 1766), Aesculus hippocastanum L., Agrostis castellana Boiss. & Reut., Ailanthus altissima (Mill.) Swingle, Aix galericulata (Linnaeus, 1758), Aix sponsa (Linnaeus, 1758), Alcea rosea L., Alchemilla mollis (Buser) Rothm., Alectoris graeca (Meisner, 1804), Allium paradoxum (M.Bieb.) G.Don, Allium roseum L., Alnus cordata (Loisel.) Duby, Alopochen aegyptiaca (Linnaeus, 1766), Amaranthus albus L., Amaranthus blitoides S.Watson, Amaranthus blitum L., Amaranthus deflexus L., Amaranthus hybridus L., Amaranthus powellii S.Watson, Amaranthus retroflexus L., Ambigolimax valentianus (A.Férussac, 1821), Ambrosia artemisiifolia L., Ameiurus melas (Rafinesque, 1820), Amelanchier humilis Wiegand, Amelanchier ×lamarckii F.G.Schroed., Ammi majus L., Amorpha fruticosa L., Amphibalanus improvisus (Darwin, 1854), Anchusa azurea Mill., Anemone blanda Schott & Kotschy, Anemone hortensis L., Anethum graveolens L., Anser anser (Linnaeus, 1758), Anser brachyrhynchus Baillon, 1834, Anser cygnoides (Linnaeus, 1758), Anser indicus (Latham, 1790), Anthoxanthum aristatum Boiss., Araujia sericifera Brot., Arion vulgaris Moquin-Tandon, 1855, Armoracia rusticana P.Gaertn., B.Mey. & Scherb., Artemisia annua L., Artemisia verlotiorum Lamotte, Arum italicum Mill., Astragalus onobrychis L., Austrominius modestus (Darwin, 1854), Avena sativa L., Aythya ferina (Linnaeus, 1758), Azolla filiculoides Lam., Baccharis halimifolia L., Barbarea verna (Mill.) Asch., Bassia scoparia (L.) A.J.Scott, Bellardia viscosa (L.) Fisch. & C.A.Mey., Berberis thunbergii DC., Berteroa incana (L.) DC., Bidens connata Muhl. ex Willd., Bidens frondosa L., Borago officinalis L., Botryllus schlosseri (Pallas, 1766), Brachypodium phoenicoides (L.) Roem. & Schult.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON (( -30 25 , 40 25 , 40 78 , -30 78 , -30 25 ))"
 ]
}

 The dataset includes 9879006 records from 6119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067064-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxquwn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Koniga fruticosa Webb ex Christ"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043139-220831081235567/datasets/export for details.
DOI: 10.15468/dl.gz6raa
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lysimachia minoricensis J.J.Rodr."
 ]
}

 The dataset includes 59 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140686-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vak90z
title: Occurrence Download

description: A dataset containing 838 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Geometry POLYGON((141.25 -35.25,141.25 -35.75,141.75 -35.75,141.75 -35.25,141.25 -35.25))"
 ]
}

 The dataset includes 838 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004585-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k7c5k
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panstrongylus rufotuberculatus (Champion, 1899)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 389 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026026-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.