cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17732860
title: Microbial mediated recycling constrains primary production contribution to export flux in an oligotrophic system.

description: This dataset support a manuscript “ Microbial mediated recycling constrains primary production contribution to export flux in an oligotrophic system.”, currently under review at Limnology & Oceanography.

This dataset accompanies research investigating microbial community composition,bacterial production, primary production, and carbon export in the ultra-oligotrophicEastern Mediterranean Sea (Levantine Basin). Sampling was conducted as part of theDeepLev long-term monitoring time series (2016–2020). 

Raw Illumina 16S rRNA gene amplicon sequencing data associated with these sampleshave been deposited in the NCBI Sequence Read Archive (SRA) under:

BioProject ID: PRJNA1371416

This repository contains all processed sequencing outputs,taxonomic annotations, environmental metadata, and depth-integrated datasets usedfor statistical analyses and figure generation  in the associated manuscript.
DOI: 10.5281/zenodo.17732861
title: Microbial mediated recycling constrains primary production contribution to export flux in an oligotrophic system.

description: This dataset support a manuscript “ Microbial mediated recycling constrains primary production contribution to export flux in an oligotrophic system.”, currently under review at Limnology & Oceanography.

This dataset accompanies research investigating microbial community composition,bacterial production, primary production, and carbon export in the ultra-oligotrophicEastern Mediterranean Sea (Levantine Basin). Sampling was conducted as part of theDeepLev long-term monitoring time series (2016–2020). 

Raw Illumina 16S rRNA gene amplicon sequencing data associated with these sampleshave been deposited in the NCBI Sequence Read Archive (SRA) under:

BioProject ID: PRJNA1371416

This repository contains all processed sequencing outputs,taxonomic annotations, environmental metadata, and depth-integrated datasets usedfor statistical analyses and figure generation  in the associated manuscript.
DOI: 10.15468/dl.rjqnhe
title: Occurrence Download

description: A dataset containing 4651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Toona ciliata"
 ]
}

 The dataset includes 4651 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020165-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17671900
title: WP2 - Lindenberg campaign - BIRA-IASB

description: Dataset containing all measurements from BIRA-IASB during the 4th Euramet Biosphere measurement campaign. 

For more information about those datasets, consult the ReadME.txt files.

Project: 21GRD02 BIOSPHERE The project (21GRD02 BIOSPHERE) has received funding from the European Partnership on Metrology, co-financed by the European Union’s Horizon Europe Research and Innovation Programme and by the Participating States. Funded by the European Union.
DOI: 10.5281/zenodo.17671901
title: WP2 - Lindenberg campaign - BIRA-IASB

description: Dataset containing all measurements from BIRA-IASB during the 4th Euramet Biosphere measurement campaign. 

For more information about those datasets, consult the ReadME.txt files.

Project: 21GRD02 BIOSPHERE The project (21GRD02 BIOSPHERE) has received funding from the European Partnership on Metrology, co-financed by the European Union’s Horizon Europe Research and Innovation Programme and by the Participating States. Funded by the European Union.
DOI: 10.5281/zenodo.17776244
title: Linguistic Capture: Diaspora Leverage and Property Rights in Haiti

description: This dataset supports research exploring the concept of "Linguistic Capture: Diaspora Leverage and Property Rights in Haiti," offering a comprehensive analysis of property rights trajectories in Haiti and the Dominican Republic, alongside related economic and human rights data. The repository includes the Intellectual Property Rights Index (IPRI) scores from 2007 to 2025 for both nations, detailed Haitian remittance data up to 2023, and a Jupyter Notebook documenting the analytical methodology.

The analysis highlights a critical divergence in property rights enforcement and protection. Haiti's IPRI score demonstrated a severe decline from 3.40 in 2013 to a projected 0.72 in 2025, representing a 78.8% drop and ranking Haiti as the 2nd lowest globally out of 126 countries in 2025. Concurrently, the Dominican Republic experienced a sharp decline in its IPRI score, plummeting from 6.50 in 2021 to 4.51 in 2022. This significant deterioration in the Dominican Republic's property rights environment, as reflected by the IPRI score, aligns with critical human rights concerns detailed in the "Dominican Republic 2021 Human Rights Report." The report specifically documents the systemic denial of property ownership rights for stateless persons of Haitian descent, a population retroactively stripped of Dominican citizenship, suggesting a direct link between these discriminatory practices and the observed decline in the IPRI score for the Dominican Republic.

Further, the dataset underscores the profound economic reliance of Haiti on remittances, which reached $3.90 billion in 2023, amounting to 156% of the government's budget. A game theory analysis quantifies a substantial incentive for reform, demonstrating a payoff differential of approximately $4.75 billion (190% of the budget) favoring property rights protection over the perpetuation of elite rents. This collection is an invaluable resource for researchers, policymakers, economists, and human rights advocates focusing on property rights, development economics, human rights, and the complex sociopolitical dynamics of the Caribbean region.

Keywords and subjects Haiti, Dominican Republic, property rights, IPRI, remittances, linguistic capture, diaspora, development, human rights, economic development, Caribbean, statelessness, governance, rule of law

Licenses Creative Commons Attribution 4.0 International

Creators The Authors (as already specified)

Publication date 2025-12-01
DOI: 10.5281/zenodo.17106819
title: Data and models for the article "Past and future changes in avalanche problems in northern Norway estimated with machine-learning models"

description: Contains 



The predictive features (NORA3 and SNOWPACK) used to train the random forest models and perform the hindcasts and

the random forest models themselves as .joblib, which can be loaded in Python with the (publicly available) joblib library.


The files ending in _wData.joblib include the training data with the specifc train-test data split used in the machine-learning model.

The predictive features are derived from the 3-km Norwegian Reanalysis which is publicly available from the Norwegian Meteorological Institute on https://thredds.met.no/thredds/projects/nora3_subsets.html.

The physically based snow-cover model SNOWPACK is publicly available from the WSL Institute for Snow and Avalanche Research SLF and can be installed via Radovan Bast's suggested procedure using a container as described here: https://research-software.uit.no/blog/2023-building-snowpack/.

The data include the avalanche danger data from the Norwegian avalanche bulletin (https://www.varsom.no/) that were downloaded from the Regobs platform (https://regobs.no/) of the Norwegian Water Resources and Energy Directorate (NVE) with the Python library Regobslib (https://pypi.org/project/regobslib/).

The code used to process that data and generate the models is published on Zenodo: https://doi.org/10.5281/zenodo.17277192.

The code, data, and models were used in the article "Past and future changes in avalanche problems in northern Norway estimated with machine-learning models," available as a pre-print on EGUSphere: https://doi.org/10.5194/egusphere-2025-4685
DOI: 10.5281/zenodo.17106818
title: Data and models for the article "Past and future changes in avalanche problems in northern Norway estimated with machine-learning models"

description: Contains 



The predictive features (NORA3 and SNOWPACK) used to train the random forest models and perform the hindcasts and

the random forest models themselves as .joblib, which can be loaded in Python with the (publicly available) joblib library.


The files ending in _wData.joblib include the training data with the specifc train-test data split used in the machine-learning model.

The predictive features are derived from the 3-km Norwegian Reanalysis which is publicly available from the Norwegian Meteorological Institute on https://thredds.met.no/thredds/projects/nora3_subsets.html.

The physically based snow-cover model SNOWPACK is publicly available from the WSL Institute for Snow and Avalanche Research SLF and can be installed via Radovan Bast's suggested procedure using a container as described here: https://research-software.uit.no/blog/2023-building-snowpack/.

The data include the avalanche danger data from the Norwegian avalanche bulletin (https://www.varsom.no/) that were downloaded from the Regobs platform (https://regobs.no/) of the Norwegian Water Resources and Energy Directorate (NVE) with the Python library Regobslib (https://pypi.org/project/regobslib/).

The code used to process that data and generate the models is published on Zenodo: https://doi.org/10.5281/zenodo.17277192.

The code, data, and models were used in the article "Past and future changes in avalanche problems in northern Norway estimated with machine-learning models," available as a pre-print on EGUSphere: https://doi.org/10.5194/egusphere-2025-4685
DOI: 10.48579/pro/2vqfu8
title: Shapefile de la Zone Atelier santé-environnement Camargue (ZACAM)

description: Périmètre de la Zone Atelier santé-environnement Camargue (ZACAM)
DOI: 10.15468/dl.28dc5j
title: Occurrence Download

description: A dataset containing 940885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Issue is one of (Zero coordinate, Coordinate out of range, Coordinate invalid, Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate uncertainty meters invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT mismatch, Footprint WKT invalid, Country coordinate mismatch, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date mismatch, Recorded date unlikely, Taxon match fuzzy, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Occurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus robur"
 ]
}

 The dataset includes 940885 records from 3254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020109-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujjiij
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-27.14723 21.24421,9.14723 21.24421,9.14723 35.75579,-27.14723 35.75579,-27.14723 21.24421))",
 "HasCoordinate is true",
 "TaxonKey is Gallotia stehlini (Schenkel, 1901)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 96 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027576-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dyj38
title: Occurrence Download

description: A dataset containing 2941 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macadamia F.Muell."
 ]
}

 The dataset includes 2941 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210110-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rscfct
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Vanilla inodora Schiede"
 ]
}

 The dataset includes 92 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015032-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqfytw
title: Occurrence Download

description: A dataset containing 81155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is BES"
 ]
}

 The dataset includes 81155 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023834-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u78v2z
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudoxenos iwatai Esaki, 1931",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209874-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fz6jq5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atlantasellidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023820-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptmgcx
title: Occurrence Download

description: A dataset containing 29263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is New Zealand",
 "TaxonKey is Poaceae"
 ]
}

 The dataset includes 29263 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010587-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtypdy
title: Occurrence Download

description: A dataset containing 29281 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Protea L."
 ]
}

 The dataset includes 29281 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210118-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpam6t
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trollius ircuticus Sipliv."
 ]
}

 The dataset includes 35 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023798-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcyvqp
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malagasia L.A.S.Johnson & B.G.Briggs"
 ]
}

 The dataset includes 39 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210112-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fnjdt
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pisolithus croceorrhizus P.Leonard & McMull.-Fish."
 ]
}

 The dataset includes 315 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023803-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ep79y9
title: Occurrence Download

description: A dataset containing 12749 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Roupala Aubl."
 ]
}

 The dataset includes 12749 records from 321 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210119-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxn3pa
title: Occurrence Download

description: A dataset containing 69248797 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 69248797 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023813-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cumfrc
title: Occurrence Download

description: A dataset containing 2283 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paranomus Salisb."
 ]
}

 The dataset includes 2283 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210116-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmxenz
title: Occurrence Download

description: A dataset containing 2393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fagus sylvatica L., Quercus rotundifolia Lam.)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than 10000",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 2393 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016135-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbcga9
title: Occurrence Download

description: A dataset containing 5749 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Telopea R.Br."
 ]
}

 The dataset includes 5749 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210129-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8e5b5
title: Occurrence Download

description: A dataset containing 741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megascops seductus (R.T.Moore, 1941)"
 ]
}

 The dataset includes 741 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013092-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tds2w
title: Occurrence Download

description: A dataset containing 6039 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carcharias taurus Rafinesque, 1810"
 ]
}

 The dataset includes 6039 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210120-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48rnwk
title: Occurrence Download

description: A dataset containing 470 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trollius ledebourii Rchb."
 ]
}

 The dataset includes 470 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023805-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dhe6s
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vexatorella Rourke"
 ]
}

 The dataset includes 249 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210132-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ennvw2
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia thudichumii (Pillans) Bruyns"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023862-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aeyuvb
title: Occurrence Download

description: A dataset containing 29493 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Drypetes Vahl"
 ]
}

 The dataset includes 29493 records from 369 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210134-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.