cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/msg-6zf-s8n
title: Vallonia enniensis (Gredler, 1856)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/my7-hvs-s2d
title: Albinaria contaminata odysseus (O. Boettger, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vmh-wbf-ynh
title: Stagnicola palustris (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0v0-dvb-x49
title: Chondrina farinesii arigonis (Rossmässler, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1jm-rqb-9lm
title: Macrogastra badia carinthiaca (A. Schmidt, 1856)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f65-h0e-req
title: Planorbella trivolvis (Say, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tmt-7pz-zz0
title: Stereophaedusa japonica (Crosse, 1871)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hgr-fm1-wnn
title: Clausilia rugosa parvula (A. Férussac, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lpd-b9a-wkl
title: Jaminia quadridens (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q6r-cw6-lkt
title: Cochlicopa A. Férussac, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xf8-jwd-4vm
title: Cerion mumia chrysalis A. Férussac, 1832

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xml-nab-7fa
title: Cerithiopsis diadema Monterosato, 1874

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wja-njg-49x
title: Sphincterochila prophetarum (Bourguignat, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cby-9mv-45x
title: Cochlodina laminata grossa (Rossmässler, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zht-wbe-vf5
title: Clausilia Draparnaud, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8jp-c05-p2n
title: Laciniaria plicata (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/32y-b24-9ke
title: Clausilia dubia Draparnaud, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bf7-a0m-3ps
title: Biomphalaria pfeifferi (Krauss, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4td-cfr-d5v
title: Physa Draparnaud, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/llv-c4e-8wb
title: Clausilia bidentata abietina Dupuy, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5yd-rdv-442
title: Chondrina arcadica clienta (Westerlund, 1883)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/we6-28t-pkd
title: Lymnaea Lamarck, 1799

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4b7-5zt-1cq
title: Subulina octona (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.2b66ag
title: Occurrence Download

description: A dataset containing 9117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myricaria germanica (L.) Desv.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9117 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263631-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3cqqqb
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-3.62866 40.36899,-3.55068 40.36899,-3.55068 40.41907,-3.62866 40.41907,-3.62866 40.36899))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Diptera"
 ]
}

 The dataset includes 61 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078230-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dne6h
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reynoutria compacta (Hook.fil.) Nakai",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 102 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291569-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dtabf
title: Occurrence Download

description: A dataset containing 29303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lythrum hyssopifolia L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29303 records from 371 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264186-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2e28fe
title: Occurrence Download

description: A dataset containing 25826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crepis foetida L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25826 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0294615-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ekq45
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nepeta ucranica L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 256 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0416301-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fyqfj
title: Occurrence Download

description: A dataset containing 9033 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus vestitus Weihe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9033 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290247-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gnpae
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spiraea thunbergii Siebold ex Blume",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 390 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0180674-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gqpbd
title: Occurrence Download

description: A dataset containing 4714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elatine hydropiper L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4714 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296209-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2h3tu7
title: Occurrence Download

description: A dataset containing 427929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capsella bursa-pastoris (L.) Medik.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 427929 records from 1254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257624-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15271911
title: IODP Expedition 346 Inorganic carbon (coulometer)

description: Inorganic carbon (carbonate) is determined by coulometry, which uses a photodetection cell to measure carbon dioxide evolved during sample acidification. Report includes percent inorganic carbon and calcium carbonate.
DOI: 10.5281/zenodo.15271912
title: IODP Expedition 346 Inorganic carbon (coulometer)

description: Inorganic carbon (carbonate) is determined by coulometry, which uses a photodetection cell to measure carbon dioxide evolved during sample acidification. Report includes percent inorganic carbon and calcium carbonate.
DOI: 10.5281/zenodo.15271907
title: IODP Expedition 346 Stratigraphic Correlation

description: Affine and splice files created for stratigraphic correlation.
DOI: 10.5281/zenodo.15271908
title: IODP Expedition 346 Stratigraphic Correlation

description: Affine and splice files created for stratigraphic correlation.
DOI: 10.5281/zenodo.15271905
title: IODP Expedition 346 Core summary

description: Report includes detailed core data: drilling and coring depths, advancement, recovered core length measured on the catwalk and final curated length, core recovery, and sections cut.
DOI: 10.5281/zenodo.15271906
title: IODP Expedition 346 Core summary

description: Report includes detailed core data: drilling and coring depths, advancement, recovered core length measured on the catwalk and final curated length, core recovery, and sections cut.
DOI: 10.15468/dl.bxaruc
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, Versement collectif Faune Occitanie 2020 amphibiens, reptiles, mammifères, Données naturalistes opportunistes Faune-France - Données Naturalistes Faune-France 2020 Communes, Données naturalistes opportunistes Faune-France-Données Naturalistes Faune-France 2021 Communes, Import données Baznat invert, Conventions de partenariat sur les terrains militaires d'Occitanie-Données convention de gestion CEN MP - autorités du camp militaire (Camp de Caylus), Saisie naturaliste opportuniste dans SICEN Occitanie-Données opportunistes du CEN Midi-Pyrénées, Données d'occurrences Espèces issues de l'inventaire des ZNIEFF, Atlas écologique régional des papillons de jour et zygènes (Lépidoptères) de Midi-Pyrénées-Données de l'Atlas écologique régional des papillons de jour et zygènes, Programmes de connaissance sur les milieux secs d'Occitanie-Données CEN M-P Milieux secs)",
 "GadmGid is FRA.11.12_1",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Speyeria aglaja (Linnaeus, 1758), Hipparchia fagi Scopoli, 1763, Polyommatus coridon (Poda, 1761), Arethusana arethusa (Denis & Schiffermüller), 1775, Lysandra coridon (Poda, 1761), Satyrium acaciae (Fabricius, 1787), Satyrium ilicis (Esper, 1779), Thecla betulae (Linnaeus, 1758), Hamearis lucina (Linnaeus, 1758))"
 ]
}

 The dataset includes 233 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000042-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15271890
title: IODP Expedition 346 Core composite images

description: A digital composite image (PNG) is made for each core comprising core sections scanned using a line-scan camera. The composite layout is equivalent to traditional core table photos. Top left is top of core; color and meter rule references are included.
DOI: 10.5281/zenodo.15271891
title: IODP Expedition 346 Core composite images

description: A digital composite image (PNG) is made for each core comprising core sections scanned using a line-scan camera. The composite layout is equivalent to traditional core table photos. Top left is top of core; color and meter rule references are included.
DOI: 10.15468/dl.vpcyjm
title: Occurrence Download

description: A dataset containing 2477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Batrachoseps pacificus (Cope, 1865))"
 ]
}

 The dataset includes 2477 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001693-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/5rp9-9696
title: "TRANSIT_dataset"

description: "TRANSIT dataset is the default dataset of the simulation software Traffic Anomaly Simulation Tool (TRANSIT). You can get the code of TRANSIT in the page:bigzeze\/TRANSIT: TRaffic ANomaly SImulation Tool"
DOI: 10.15468/dl.tzfnh7
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (bc092ff0-02e4-11dc-991f-b8a03c50a862, b554c320-0560-11d8-b851-b8a03c50a862, ada9d123-ddb4-467d-8891-806ea8d94230, 8edbbde0-055e-11d8-b850-b8a03c50a862, 493fe050-055d-11d8-b84f-b8a03c50a862, 66522820-055c-11d8-b84e-b8a03c50a862, 8483a1f0-1032-11db-ae00-b8a03c50a862, b4640710-8e03-11d8-b956-b8a03c50a862, 3c6ad080-bdbe-11da-ac59-b8a03c50a862)",
 "TaxonKey is Atelopus varius (Lichtenstein & Martens, 1856)"
 ]
}

 The dataset includes 300 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001694-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16318553
title: conda virtual environments

description: This dataset includes the conda virtual environments.
DOI: 10.5281/zenodo.16318554
title: conda virtual environments

description: This dataset includes the conda virtual environments.
DOI: 10.5281/zenodo.16671865
title: AWS Spot Price History

description: AWS Spot Price History

This dataset tracks historical prices for AWS spot prices across all regions. It is updated automatically on the 1st of each month to contain data from the previous month.

Data format

Each month of data is stored as a ZStandard-compressed .tsv.zst file.

The data format matches that returned by AWS's describe-spot-instance-prices, with the exception that availability zones have been replaced by their global ID. For instance, here are some example lines from one capture:

euc1-az2        i4i.8xlarge     Linux/UNIX      1.231800        2023-02-28T23:59:57+00:00euc1-az3        r5b.8xlarge     Red Hat Enterprise Linux        0.749600        2023-02-28T23:59:58+00:00euc1-az3        r5b.8xlarge     SUSE Linux      0.744600        2023-02-28T23:59:58+00:00euc1-az3        r5b.8xlarge     Linux/UNIX      0.619600        2023-02-28T23:59:58+00:00euc1-az3        m5n.4xlarge     Red Hat Enterprise Linux        0.476000        2023-02-28T23:59:59+00:00euc1-az2        m5n.4xlarge     Red Hat Enterprise Linux        0.492000        2023-02-28T23:59:59+00:00euc1-az3        m5n.4xlarge     SUSE Linux      0.471000        2023-02-28T23:59:59+00:00euc1-az2        m5n.4xlarge     SUSE Linux      0.487000        2023-02-28T23:59:59+00:00euc1-az3        m5n.4xlarge     Linux/UNIX      0.346000        2023-02-28T23:59:59+00:00euc1-az2        m5n.4xlarge     Linux/UNIX      0.362000        2023-02-28T23:59:59+00:00

When fetching spot instance pricing from AWS, results contain some prices from the previous month so that the price is known at the start of the month. These prices are adjusted in this dataset to be at the exact start of the month UTC:

euw3-az2        g4dn.4xlarge    Linux/UNIX      0.558600        2023-01-01T00:00:00+00:00

For data from 2023-01 and before, this data was fetched more than one month at a time. This should have no negative impact unless, for example, an instance type was retired before the month began (and there should therefore be no price). These older files also only contain default regions. Data from 2023-02 and later contains all regions, including opt-in regions.

Using data

You can process each month individually. If you need the entire data stream at once, you can cat all files to zst together:

cat prices/*/*.tsv.zst | zstd -d
DOI: 10.15468/dl.wupdr5
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica (L.) Gaertn.",
 "Country is Angola"
 ]
}

 The dataset includes 53 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007969-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmvkr8
title: Occurrence Download

description: A dataset containing 24294 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 Echium vulgare L.",
 "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 24294 records from 281 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007970-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvmdn6
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "Geometry POLYGON((-56.44125 18.56324,56.10693 18.56324,56.10693 63.56324,-56.44125 63.56324,-56.44125 18.56324))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Linum austriacum L."
 ]
}

 The dataset includes 93 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005898-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.954zkd
title: Occurrence Download

description: A dataset containing 13994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Campicoloides bifasciatus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 13994 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085008-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54tdqc
title: Occurrence Download

description: A dataset containing 6049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lamium galeobdolon",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6049 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085010-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/23c031ddbd8848a0
title: Custom collection of classification data from Galați between 25 Mar and 28 May 2024
DOI: 10.15468/dl.f8vmqf
title: Occurrence Download

description: A dataset containing 2534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Muntiacus reevesi"
 ]
}

 The dataset includes 2534 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028695-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/96dh-yp90
title: Lake Hongfeng ostracode surface sample dataset

description: Raw data for the Lake Hongfeng ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.64sghd
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia)",
 "TaxonKey is Antennaria dioica (L.) Gaertn."
 ]
}

 The dataset includes 74 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026240-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/vzg8-gv78
title: Swiss Trap G06 pollen surface sample dataset

description: Raw data for the Swiss Trap G06 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/8r05-mz92
title: B-1 [LlDj-1] vertebrate fauna dataset

description: Raw data for the B-1 [LlDj-1] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/j0qp-7v41
title: 29 [HFL29] water chemistry dataset

description: Raw data for the 29 [HFL29] water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.