cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14941805
title: Datasets for "Towards a Spatiotemporal Fusion Approach to Precipitation Nowcasting"

description: Datasets for Reproducing the ExperimentsThis page provides the datasets used to replicate and validate the experiments presented in the paper “Towards a Spatiotemporal Fusion Approach to Precipitation Nowcasting” ([link to be added]).

The datasets are provided as ZIP archives to simplify downloading and uploading. They include data collected from three primary sources:





Websirens: Rain gauge observations




INMET: Weather station observations




AlertaRio: Rain gauge observations



The data covers the period from January 2011 to October 2024.
DOI: 10.5281/zenodo.14941806
title: Datasets for "Towards a Spatiotemporal Fusion Approach to Precipitation Nowcasting"

description: Datasets for Reproducing the ExperimentsThis page provides the datasets used to replicate and validate the experiments presented in the paper “Towards a Spatiotemporal Fusion Approach to Precipitation Nowcasting” ([link to be added]).

The datasets are provided as ZIP archives to simplify downloading and uploading. They include data collected from three primary sources:





Websirens: Rain gauge observations




INMET: Weather station observations




AlertaRio: Rain gauge observations



The data covers the period from January 2011 to October 2024.
DOI: 10.5281/zenodo.15564528
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250531p Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250531p Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15564529
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250531p Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250531p Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.948g4h
title: Occurrence Download

description: A dataset containing 91413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eschscholzia californica Cham."
 ]
}

 The dataset includes 91413 records from 607 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011938-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11281689
title: Context-based Entity Recommendation on Real-Life Knowledge Work in Context (RLKWiC dataset)

description: RLKWiC Add-on: Benchmarking Dataset for Entity Recommendation

This benchmark, built on top of the Real-Life Knowledge Work in Context (RLKWiC) dataset, is designed to evaluate context-based entity recommendation by simulating a scenario where participants receive entities extracted from their activities across their defined contexts. 

In total, 1850 entity recommendations were generated across 56 contexts. After deduplication, these entities were presented to participants for explicit relevance assessment on a 3-point scale:



0 [Irrelevant]: Signifying a lack of relevance between the recommended entity and the context.

1 [Relevant] Denoting a connection between the entity and the context, although it may not fully represent it.

2 [Representative]: The entity closely aligns with the context, indicating a high level of relevance where the context can be inferred to be about this entity.


Participants could also suggest additional relevant entities. The resulting dataset comprises 1067 entities with explicit relevance scores, offering a resource for benchmarking entity recommendation in real-life knowledge work.

Paper: Context-based Entity Recommendation for Knowledge Workers: Establishing a Benchmark on Real-life Data
DOI: 10.5281/zenodo.11281690
title: Context-based Entity Recommendation on Real-Life Knowledge Work in Context (RLKWiC dataset)

description: RLKWiC Add-on: Benchmarking Dataset for Entity Recommendation

This benchmark, built on top of the Real-Life Knowledge Work in Context (RLKWiC) dataset, is designed to evaluate context-based entity recommendation by simulating a scenario where participants receive entities extracted from their activities across their defined contexts. 

In total, 1850 entity recommendations were generated across 56 contexts. After deduplication, these entities were presented to participants for explicit relevance assessment on a 3-point scale:



0 [Irrelevant]: Signifying a lack of relevance between the recommended entity and the context.

1 [Relevant] Denoting a connection between the entity and the context, although it may not fully represent it.

2 [Representative]: The entity closely aligns with the context, indicating a high level of relevance where the context can be inferred to be about this entity.


Participants could also suggest additional relevant entities. The resulting dataset comprises 1067 entities with explicit relevance scores, offering a resource for benchmarking entity recommendation in real-life knowledge work.

Paper: Context-based Entity Recommendation for Knowledge Workers: Establishing a Benchmark on Real-life Data
DOI: 10.15468/dl.m74s2r
title: Occurrence Download

description: A dataset containing 42837 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cucumis L."
 ]
}

 The dataset includes 42837 records from 644 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017402-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brm9gt
title: Occurrence Download

description: A dataset containing 5632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dactyloctenium radulans (R.Br.) P.Beauv."
 ]
}

 The dataset includes 5632 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017405-250525065834625/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/12045427
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.xrnsru
title: Occurrence Download

description: A dataset containing 43622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Nocardioides Prauser, 1976"
 ]
}

 The dataset includes 43622 records from 475 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017401-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjcj3g
title: Occurrence Download

description: A dataset containing 126031 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mosquito Occurrence Dataset"
 ]
}

 The dataset includes 126031 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017395-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a2m03xz6h
title: Climatic measures in the International Tundra Experiment (ITEX) sites at Utqiaġvik and Atqasuk, Alaska

description: Arctic ecosystems are changing in response to arctic warming, which is proceeding more than twice as fast as the global average. The International Tundra Experiment (ITEX) was established in the early 1990s to understand the effects of warming and environmental variability on tundra vegetation properties and ecosystem function. The ITEX program has been extremely valuable for detection of changes in tundra plant and ecosystem responses to experimental warming and to background climate change across sites that span the major ecosystems of the Arctic.
 These files contain data representing the climate of ITEX sites in Utqiaġvik (formerly Barrow) and Atqasuk in a text comma delimited format. The data presented are hourly screen height temperature, precipitation, wind speed near the ground, and light intensity at Utqiaġvik and Atqasuk, Alaska.
DOI: 10.5281/zenodo.15340602
title: Data for "Nonlinear acoustic phenomena tune the adults' facial thermal response to baby cries with the cry amplitude envelope" (Journal of the Royal Society Interface, 2025)

description: "Nonlinear acoustic phenomena tune the adults' facial thermal response to baby cries with the cry amplitude envelope" by Lény Lego, Clément Cornec, Siloé Corvin, Mathilde Massenet, Léo Papet, Hugues Patural, David Reby, François Jouen, Nicolas Mathevon

 

This dataset comptains thermal and acoustic data used in this research article. 

For more information, please see the README.txt file, and the research article.

 

Please do not hesitate to contact us.
DOI: 10.5281/zenodo.15340603
title: Data for "Nonlinear acoustic phenomena tune the adults' facial thermal response to baby cries with the cry amplitude envelope" (Journal of the Royal Society Interface, 2025)

description: "Nonlinear acoustic phenomena tune the adults' facial thermal response to baby cries with the cry amplitude envelope" by Lény Lego, Clément Cornec, Siloé Corvin, Mathilde Massenet, Léo Papet, Hugues Patural, David Reby, François Jouen, Nicolas Mathevon

 

This dataset comptains thermal and acoustic data used in this research article. 

For more information, please see the README.txt file, and the research article.

 

Please do not hesitate to contact us.
DOI: 10.5281/zenodo.15341516
title: Data for "Nonlinear acoustic phenomena tune the adults' facial thermal response to baby cries with the cry amplitude envelope" (Journal of the Royal Society Interface, 2025)

description: "Nonlinear acoustic phenomena tune the adults' facial thermal response to baby cries with the cry amplitude envelope" by Lény Lego, Clément Cornec, Siloé Corvin, Mathilde Massenet, Léo Papet, Hugues Patural, David Reby, François Jouen, Nicolas Mathevon

 

This dataset comptains thermal and acoustic data used in this research article. 

For more information, please see the README.txt file, and the research article.

 

Please do not hesitate to contact us.
DOI: 10.15468/dl.u2p2zx
title: Occurrence Download

description: A dataset containing 202464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Croton L."
 ]
}

 The dataset includes 202464 records from 1183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017400-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzcwjz
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hycleus cichorii"
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049617-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17637/rh.28562804
title: Data used in: McGoran et al. - <b>Temporal variation in microplastic abundance in sediment, fishes and shrimp: a case study in the Thames Estuary, UK. </b>- published in Philosophical Transactions of the Royal Society A

description: Data includes microplastic abundance in fish and sediment collected between 2018 – 2020 with collections ca. every 3 months. Samples were collected from Erith in the Thames Estuary. Sediment was collected with an Ekman grab and plastic extracted with a ZnCl<sub>2</sub> density separation. Fish were collected with an otter trawl and microplastics extracted with a KOH digestion.The file consists of nine data worksheets: Sediment Abundance, Biota Abundance, Sediment MPs, Crangon MPs, Osmerus MPs, Platichthys MPs, Solea MPs, Contamination Controls Sediment, and Contamination Controls Biota.
DOI: 10.17637/rh.28562804.v1
title: Data used in: McGoran et al. - <b>Temporal variation in microplastic abundance in sediment, fishes and shrimp: a case study in the Thames Estuary, UK. </b>- published in Philosophical Transactions of the Royal Society A

description: Data includes microplastic abundance in fish and sediment collected between 2018 – 2020 with collections ca. every 3 months. Samples were collected from Erith in the Thames Estuary. Sediment was collected with an Ekman grab and plastic extracted with a ZnCl<sub>2</sub> density separation. Fish were collected with an otter trawl and microplastics extracted with a KOH digestion.The file consists of nine data worksheets: Sediment Abundance, Biota Abundance, Sediment MPs, Crangon MPs, Osmerus MPs, Platichthys MPs, Solea MPs, Contamination Controls Sediment, and Contamination Controls Biota.
DOI: 10.15468/dl.kn6kkp
title: Occurrence Download

description: A dataset containing 6202629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arthropoda)",
 "Geometry POLYGON((-10 35.5, 4.5 44.5, -10 44.5, -10 35.5))"
 ]
}

 The dataset includes 6202629 records from 3018 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049564-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqdrma
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.8188 23.84913, -107.6688 23.84913, -107.6688 23.99913, -107.8188 23.99913, -107.8188 23.84913))"
 ]
}

 The dataset includes 75 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034851-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agxsqj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labeobarbus aeneus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034852-251025141854904/datasets/export for details.
DOI: 10.34740/kaggle/dsv/13739030
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.up92nk
title: Occurrence Download

description: A dataset containing 5386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Europe",
 "Geometry POLYGON((-11.62064 29.1867,78.58042 29.1867,78.58042 72.57788,-11.62064 72.57788,-11.62064 29.1867))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anthriscus sylvestris"
 ]
}

 The dataset includes 5386 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034854-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vq3mhz
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.6688 23.84913, -107.5188 23.84913, -107.5188 23.99913, -107.6688 23.99913, -107.6688 23.84913))"
 ]
}

 The dataset includes 53 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034855-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5j63u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labeobarbus natalensis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034857-251025141854904/datasets/export for details.
DOI: 10.15468/dl.xw8us3
title: Occurrence Download

description: A dataset containing 30726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.19177 11.10796,-74.13318 11.10796,-74.13318 11.15712,-74.19475 11.15712,-74.19177 11.10796))",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 30726 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034856-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5grhh
title: Occurrence Download

description: A dataset containing 357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Justicia adhatoda"
 ]
}

 The dataset includes 357 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034859-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrw3r2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.5188 23.84913, -107.3688 23.84913, -107.3688 23.99913, -107.5188 23.99913, -107.5188 23.84913))"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034858-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmhk6m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labeotropheus fuelleborni",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034860-251025141854904/datasets/export for details.
DOI: 10.15468/dl.9sdwsv
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.3688 23.84913, -107.2188 23.84913, -107.2188 23.99913, -107.3688 23.99913, -107.3688 23.84913))"
 ]
}

 The dataset includes 27 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034861-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9daq3g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labidesthes sicculus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034863-251025141854904/datasets/export for details.
DOI: 10.15468/dl.aa93hb
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.2188 23.84913, -107.0688 23.84913, -107.0688 23.99913, -107.2188 23.99913, -107.2188 23.84913))"
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034864-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pspxcw
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothriochloa woodrovii"
 ]
}

 The dataset's 1 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034853-251025141854904/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.28369472.v4
title: Evolution in response to an abiotic stress shapes species coexistence - Data and scripts

description: # evolution_cadmium_coexistenceThis material is a companion to the paper "Evolution in response to an abiotic stress shapes species coexistence"This information is also available in the git repository: https://github.com/irfragata/evolution_cadmium_coexistenceThe scripts available allow with the data set provided to replicate all the analyses done in the paper, as well as the figures.Inside each folder there is a ReadMe file explaining the different files and folder available. The general description of the folder is as follows:The Data folder contains the raw dataThe Code folder contains the scripts to perform the analysesThe Analyses folder contains intermediate outputs required for the analyses.The Plots folder contains the figures used in the manuscript (output from the code)The hml_files folder contains html files of the code and output of the main analyses and figures.Given that running the cxr package requires sometime, we provided the intermediate files used to generate the figure, but we also provide the code done to generate the files, to ensure the total reproducibility analyses.For the purpose of Open Access, a CC-BY 4.0 public copyright licence has been applied to the contents of this repository.<br>
DOI: 10.15468/dl.juxrgr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labidochromis caeruleus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034865-251025141854904/datasets/export for details.
DOI: 10.15468/dl.czbpps
title: Occurrence Download

description: A dataset containing 6679 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.0688 23.84913, -106.9188 23.84913, -106.9188 23.99913, -107.0688 23.99913, -107.0688 23.84913))"
 ]
}

 The dataset includes 6679 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034866-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86uy58
title: Occurrence Download

description: A dataset containing 4277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bunchosia"
 ]
}

 The dataset includes 4277 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034867-251025141854904/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.30626741.v1
title: DFT data

description: Date sets of HMX for machine learning force field training.
DOI: 10.6084/m9.figshare.30626741.v2
title: DFT data

description: Date sets of HMX for machine learning force field training.