cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wyfq62
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sheilanthera pubens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006386-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3h5fea
title: Occurrence Download

description: A dataset containing 1864 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Xanthium spinosum"
 ]
}

 The dataset includes 1864 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006385-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrcfd7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "FamilyKey is Asteraceae",
 "Continent is South America",
 "OccurrenceStatus is Present",
 "EstablishmentMeans is INTRODUCED"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010404-250525065834625/datasets/export for details.
DOI: 10.15468/dl.zg9zjj
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Magnolia espinalii (Lozano) Govaerts)"
 ]
}

 The dataset includes 51 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016390-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccszzh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Xiphorhynchus ocellatus (Spix, 1824))",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016391-250525065834625/datasets/export for details.
DOI: 10.18739/a2cn6z12d
title: Seasonal soil active layer measurements from a Circumpolar Active Layer monitoring (CALM) grid, R29b, Bykovsky (Lena delta) (alas), Central Siberia 2004-2020. Arctic Data Center

description: The Circumpolar Active Layer Monitoring (CALM) program represents the only coordinated program providing collection, standardization, open access, and dissemination of active-layer data world-wide. Widespread, systematic changes in the thickness of the active layer could have profound effects on the flux of greenhouse gases, on the human infrastructure in cold regions, and on landscape and hydrologic processes. It is therefore critical that observational and analytical procedures continue over decadal periods to assess trends and detect cumulative, long-term changes. This dataset contains active-layer observations conducted by the CALM program since the 1990s, supported by a series of National Science Foundation (NSF) awards. CALM program is an integral part of the Global Terrestrial Network for Permafrost.
 CALM 2020 data are significantly reduced due to pandemic-related travel restrictions. Available 2020 data are limited in terms of extent, and observations were not as controlled as previous years in terms of measurement timing or method, and therefore should be treated with caution.
DOI: 10.18739/a2hd7nt7m
title: Seasonal soil active layer measurements from a Circumpolar Active Layer monitoring (CALM) grid, R29c Bykovsky, Central Siberia 2015-2020. Arctic Data Center.

description: The Circumpolar Active Layer Monitoring (CALM) program represents the only coordinated program providing collection, standardization, open access, and dissemination of active-layer data world-wide. Widespread, systematic changes in the thickness of the active layer could have profound effects on the flux of greenhouse gases, on the human infrastructure in cold regions, and on landscape and hydrologic processes. It is therefore critical that observational and analytical procedures continue over decadal periods to assess trends and detect cumulative, long-term changes. This dataset contains active-layer observations conducted by the CALM program since the 1990s, supported by a series of National Science Foundation (NSF) awards. CALM program is an integral part of the Global Terrestrial Network for Permafrost.
 CALM 2020 data are significantly reduced due to pandemic-related travel restrictions. Available 2020 data are limited in terms of extent, and observations were not as controlled as previous years in terms of measurement timing or method, and therefore should be treated with caution.
DOI: 10.18739/a2n58cn1c
title: Seasonal soil active layer measurements from a Circumpolar Active Layer monitoring (CALM) grid, R40 Igarka, Central Siberia 2008-2020. Arctic Data Center.

description: The Circumpolar Active Layer Monitoring (CALM) program represents the only coordinated program providing collection, standardization, open access, and dissemination of active-layer data world-wide. Widespread, systematic changes in the thickness of the active layer could have profound effects on the flux of greenhouse gases, on the human infrastructure in cold regions, and on landscape and hydrologic processes. It is therefore critical that observational and analytical procedures continue over decadal periods to assess trends and detect cumulative, long-term changes. This dataset contains active-layer observations conducted by the CALM program since the 1990s, supported by a series of National Science Foundation (NSF) awards. CALM program is an integral part of the Global Terrestrial Network for Permafrost.
 CALM 2020 data are significantly reduced due to pandemic-related travel restrictions. Available 2020 data are limited in terms of extent, and observations were not as controlled as previous years in terms of measurement timing or method, and therefore should be treated with caution.
DOI: 10.15468/dl.cmkdkr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ivanjohnstonia jaunsariensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011328-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18350643
title: Public Source Code with Artistic Intent

description: This dataset is provided by Software Heritage Archive. We designed a heuristic to identify and extract repositories that are related to artistic coding practices. Through iterative discussions with experts in the field of generative art, we defined a list of 32 signals (topics) used to detect art-related source code. The list is available online: Signals to find art-related code in SWH · Issue #2 · sparkrew/art-in-swh

NOTE: Some of the source repositories are not longer available on their original hosting platforms, however their contents are preserved and it can be accessible through the Software Heritage Archive

This dataset was created in July 2025.
DOI: 10.5281/zenodo.18350642
title: Public Source Code with Artistic Intent

description: This dataset is provided by Software Heritage Archive. We designed a heuristic to identify and extract repositories that are related to artistic coding practices. Through iterative discussions with experts in the field of generative art, we defined a list of 32 signals (topics) used to detect art-related source code. The list is available online: Signals to find art-related code in SWH · Issue #2 · sparkrew/art-in-swh

NOTE: Some of the source repositories are not longer available on their original hosting platforms, however their contents are preserved and it can be accessible through the Software Heritage Archive

This dataset was created in July 2025.
DOI: 10.15468/dl.vgpjqb
title: Occurrence Download

description: A dataset containing 1364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Talinum aurantiacum"
 ]
}

 The dataset includes 1364 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011329-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6m42h
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ixorhea tschudiana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 39 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011331-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17834472
title: Vast, overlooked peat and organic soils in Brazil's Cerrado: carbon storage, dynamics, and stability

description: Data accompanying the paper "Vast, overlooked peat and organic soils in Brazil's Cerrado: carbon storage, dynamics, and stability."Authors: Larissa S Verona1,2, Amy E Zanne2, Susan Trumbore3, Paulo N. Bernardino²,4, Guilherme M Alencar4, Thalia Andreuccetti¹, David Herrera3,5,6, João C F Cardoso7, Demetrius Lira-Martins4, Guilherme G Mazzochini8, Natashi Pilon4, Rafael S Oliveira4

1. Programa de pós-graduação em Biologia Vegetal, Departamento de Biologia Vegetal,Instituto de Biologia, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil;

2. Cary Institute of Ecosystems Studies, Millbrook, NY, US;

3. Max Planck Institute for Biogeochemistry, Jena, Germany

4. Universidade Estadual de Campinas, Departamento de Biologia Vegetal, Campinas, São Paulo, Brazil;

5. Yale School of the Environment, Yale University, New Haven, US;

6. Yale Institute for Biospheric Studies, Yale University, New Haven, US;

7. Programa de Pós-Graduação em Ecologia, Conservação e Manejo da Fauna Silvestre, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil.

8. Programa de Pós-Graduação em Ecologia, Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro, Rio de Janeiro, Brazil

 

# SupportingTable1_CarbonStorageData:Data regarding herbaceous biomass, palm biomass, and soil carbon storage.## Tab: Biomass - HerbaceousDry height for herbaceous biomass in each plot, point, and site, for above and below-ground sampling.

## Tab:  Tab: Biomass - PalmsPalm height and derived above and below-ground biomass according Goodman et al., 2013, in each point and site. ## Tab: Soil CarbonCarbon and Nitrogen %, dry bulk density, volume, length, and carbon density for each sample, point, transect and site. 

# SupportingTable2_ValidationPointsRandomForestLatitude, Longitude (WGS84), and Class for validation points used to train Random Forest models.

# SupportingTable3_CarbonStabilityData## Tab: RadiocarbonF14, error for F14 measures, derived calendar age max, min, mean and errors, max probability for calendar age, and curve used to estimate calendar age for each sample, point, and site. ## Tab: FTIRHolecellulose and lignin percentages, carbon %, and flooding patterns for each sample, point, and site. # SupportingTable4_FluxesAndEnviromentalVariablesData## LocationSampling information description including temporal replication, spatial replication, point, site, month, position, latitude and longitude (WGS84) and flooding pattern. ## GasesGas measurements including flux, rate, coefficient of determination r,² and coefficient of variation for CH4 and CO2## Environmental VariableTotal and mean precipitation in lags of 0-6 months. 

# SupportingTable5_ConfusionMatricesPredicted and truth classes for validation points in 10  random forest models.
DOI: 10.5281/zenodo.17834473
title: Vast, overlooked peat and organic soils in Brazil's Cerrado: carbon storage, dynamics, and stability

description: Data accompanying the paper "Vast, overlooked peat and organic soils in Brazil's Cerrado: carbon storage, dynamics, and stability."Authors: Larissa S Verona1,2, Amy E Zanne2, Susan Trumbore3, Paulo N. Bernardino²,4, Guilherme M Alencar4, Thalia Andreuccetti¹, David Herrera3,5,6, João C F Cardoso7, Demetrius Lira-Martins4, Guilherme G Mazzochini8, Natashi Pilon4, Rafael S Oliveira4

1. Programa de pós-graduação em Biologia Vegetal, Departamento de Biologia Vegetal,Instituto de Biologia, Universidade Estadual de Campinas, Campinas, São Paulo, Brazil;

2. Cary Institute of Ecosystems Studies, Millbrook, NY, US;

3. Max Planck Institute for Biogeochemistry, Jena, Germany

4. Universidade Estadual de Campinas, Departamento de Biologia Vegetal, Campinas, São Paulo, Brazil;

5. Yale School of the Environment, Yale University, New Haven, US;

6. Yale Institute for Biospheric Studies, Yale University, New Haven, US;

7. Programa de Pós-Graduação em Ecologia, Conservação e Manejo da Fauna Silvestre, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil.

8. Programa de Pós-Graduação em Ecologia, Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro, Rio de Janeiro, Brazil

 

# SupportingTable1_CarbonStorageData:Data regarding herbaceous biomass, palm biomass, and soil carbon storage.## Tab: Biomass - HerbaceousDry height for herbaceous biomass in each plot, point, and site, for above and below-ground sampling.

## Tab:  Tab: Biomass - PalmsPalm height and derived above and below-ground biomass according Goodman et al., 2013, in each point and site. ## Tab: Soil CarbonCarbon and Nitrogen %, dry bulk density, volume, length, and carbon density for each sample, point, transect and site. 

# SupportingTable2_ValidationPointsRandomForestLatitude, Longitude (WGS84), and Class for validation points used to train Random Forest models.

# SupportingTable3_CarbonStabilityData## Tab: RadiocarbonF14, error for F14 measures, derived calendar age max, min, mean and errors, max probability for calendar age, and curve used to estimate calendar age for each sample, point, and site. ## Tab: FTIRHolecellulose and lignin percentages, carbon %, and flooding patterns for each sample, point, and site. # SupportingTable4_FluxesAndEnviromentalVariablesData## LocationSampling information description including temporal replication, spatial replication, point, site, month, position, latitude and longitude (WGS84) and flooding pattern. ## GasesGas measurements including flux, rate, coefficient of determination r,² and coefficient of variation for CH4 and CO2## Environmental VariableTotal and mean precipitation in lags of 0-6 months. 

# SupportingTable5_ConfusionMatricesPredicted and truth classes for validation points in 10  random forest models.
DOI: 10.5281/zenodo.18370327
title: Open Source Magnetic Generator Research Platform (v3.9.2)

description: This dataset contains the complete design files, engineering documentation, and mechanical specifications for a 55-coil drum-style electromechanical test platform. The system is designed as an educational tool to rigorously investigate control strategies for pulsed magnetic interaction, specifically exploring the angle-timed impulse ("timed push") mechanical oscillator concept. Release Contents:








Documentation: Student Build Guide (v3.9.2) covering wiring, theory, and safety.




CAD: FreeCAD source files (.FCStd) and print-ready STL files.




License: CERN Open Hardware Licence v2 – Weakly Reciprocal (CERN-OHL-W).






Note: This release focuses on hardware reproducibility and measurement methodology. No claims of net-energy gain are made.
DOI: 10.15468/dl.qqv97c
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Keraunea capixaba",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 24 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011333-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyzeu3
title: Occurrence Download

description: A dataset containing 1722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.65892 2.77368,-76.70255 2.77205,-76.7463 2.77205,-76.78512 2.77148,-76.79997 2.76206,-76.80853 2.74636,-76.8034 2.72951,-76.78712 2.72238,-76.79874 2.68401,-76.79531 2.66602,-76.7839 2.64119,-76.76534 2.61092,-76.71652 2.61092,-76.69968 2.61835,-76.69653 2.63548,-76.69853 2.65746,-76.68454 2.68201,-76.68369 2.70656,-76.67425 2.72313,-76.65441 2.72084,-76.64242 2.71884,-76.62094 2.738,-76.61838 2.76369,-76.62523 2.77225,-76.63836 2.77568,-76.65892 2.77368))",
 "PublishingCountry is Colombia"
 ]
}

 The dataset includes 1722 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011332-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14617575
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18370554
title: Physics-constrained neural reservoirs (study cases)

description: This dataset contains the input data used in the study on physics-constrained neural reservoirs.

The data have been pre-processed to follow SMASH (https://pypi.org/project/hydro-smash/1.1.3) conventions. To keep the dataset manageable, only 2 years of atmospheric data are included.

Contents:





prcp: rainfall data




pet: evapotranspiration data




qobs: observed discharge time series




catchment_information.csv: catchment codes and coordinates




France_flwdir.tif: flow direction across French territory
DOI: 10.5281/zenodo.18370553
title: Physics-constrained neural reservoirs (study cases)

description: This dataset contains the input data used in the study on physics-constrained neural reservoirs.

The data have been pre-processed to follow SMASH (https://pypi.org/project/hydro-smash/1.1.3) conventions. To keep the dataset manageable, only 2 years of atmospheric data are included.

Contents:





prcp: rainfall data




pet: evapotranspiration data




qobs: observed discharge time series




catchment_information.csv: catchment codes and coordinates




France_flwdir.tif: flow direction across French territory
DOI: 10.15468/dl.fgn6sf
title: Occurrence Download

description: A dataset containing 6220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lappula squarrosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 6220 records from 271 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011335-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8yj25
title: Occurrence Download

description: A dataset containing 1364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Talinum aurantiacum"
 ]
}

 The dataset includes 1364 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011334-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2xm2m
title: Occurrence Download

description: A dataset containing 6939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CAN.11.65_1, CAN.10_1, CAN.4_1, CAN.5_1, CAN.7_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Solanum elaeagnifolium, Persicaria perfoliata, Ligustrum, Ampelopsis brevipedunculata, Rubus armeniacus, Pastinaca sativa, Rubus laciniatus, Rubus fruticosus, Rubus phoenicolasius, Quercus robur, Catalpa ovata, Actinidia kolomikta, Paulownia tomentosa, Euonymus alatus, Rubus bifrons, Tussilago farfara, Saponaria officinalis)"
 ]
}

 The dataset includes 6939 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011337-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zeaa3
title: Occurrence Download

description: A dataset containing 7110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Swiss National Databank of Vascular Plants",
 "TaxonKey is Nymphaeales"
 ]
}

 The dataset includes 7110 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011338-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eanty6
title: Occurrence Download

description: A dataset containing 221115 records in GBIF matching the query:
SELECT
 '433' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 41.89415215079384
 AND decimalLatitude &lt;= 46.479780028101516
 AND decimalLongitude &gt;= -81.82717519335071
 AND decimalLongitude &lt;= -71.92889702835036
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 221115 records were derived from 380 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011330-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.31542.36165
title: ThePearlmanSPIRALvsSCM