cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.20383/103.0638
title: Data and code for A Model for Lateral Erosion of Bedrock Channel Banks by Bedload and Suspended Load

description: Discharge data and Python code used to get the lateral erosion rate due to bedload and suspended load impacts in bedrock rivers. The data is the historical discharge data at Hope gauging station in British Columbia for calculating the cumulative erosion rate in Black Canyon and obtained from Environment and Climate Change Canada's Water Survey of Canada for Station number 08MF005. The code is for simulating the influence of discharge on lateral erosion rate for 10 mm grain size predicted by deflection-abrasion model (bedload); advection-abrasion model (bedload and suspended load); and combined-abrasion model (deflection-abrasion+advection-abrasion model), the code can be easily modified to explore the influence of grain size, sediment supply and channel slope by changing the variables in the code.
DOI: 10.20383/103.01145
title: Microplastic Research Trends in the Gulf Region from a Global Perspective

description: This study provides the first bibliometric analysis on the current state and emerging trends of microplastic (MP) pollution research globally and within the Gulf region. The analysis reveals a robust global research trajectory with an exponential increase in publications, particularly from 2015 onwards, contrasting sharply with the more modest but growing body of research focused on the Gulf region, which accounts for only about 1.1% of global outputs. This regional research gap is highlighted by the unique challenges in the Gulf region linked to its dense industrial activities and substantial waste production. This bibliometric analysis study also identifies leading countries and institutions, with China and Iran emerging as significant players in their respective scopes, globally and in the Gulf region, respectively. Despite the increasing number of studies, the Gulf region exhibits underrepresentation, suggesting the need for enhanced regional research to better integrate this area into the global discourse on MPs. Significant insights from the keyword analysis reveal spots of MP research have remained unexplored in the Gulf region. Trend topics analysis further illustrates an evolving focus from basic interactions of MPs with marine environments to more complex issues like environmental health and ecosystem impacts, suggesting a maturing field that increasingly addresses the broader implications of MP pollution. This study systematically explores the current state of MP research on both the global and in the Gulf region, while identifying specific topics of MP research for future studies on the topic at hand.
DOI: 10.20383/103.01024
title: CMHT Dataset: Driving dataset containing labeled and synchronized Lidar, Radar, IR, Camera, GPS/IMU recordings

description: Autonomous Driving dataset including camera, IR, Lidar, Radar, and GPS/IMU. This dataset contains fully synchronized and labeled Lidar and Radar point clouds, monocular and IR images, and GPS/IMU data recorded in the city of Hamilton Ontario, under various weather and lighting conditions. The data is available both labeled frame by frame and raw in the form of ROS2 bags for playback. The dataset is intended to be useful for research in the fields of autonomous driving, sensor fusion, computer vision, and signal processing.
DOI: 10.15468/dl.6xx9jv
title: Occurrence Download

description: A dataset listing the 35 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.09011 4.7601,-74.08201 4.7601,-74.08201 4.76791,-74.09011 4.76791,-74.09011 4.7601))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset's 35 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017557-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnkjft
title: Occurrence Download

description: A dataset containing 1979 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthus pumilus"
 ]
}

 The dataset includes 1979 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017572-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/schue2
title: Validation of four species of Sudanonautes (Decapoda: Potamonautidae), from Cameroon, Central Africa

description: This dataset contains the digitized treatments in Plazi based on the original journal article Mvogo Ndongo, Pierre A., Clark, Paul F., Rintelen, Thomas Von, Cumberlidge, Neil (2024): Validation of four species of Sudanonautes (Decapoda: Potamonautidae), from Cameroon, Central Africa. Zootaxa 5492 (1): 140-144, DOI: 10.11646/zootaxa.5492.1.9, URL: http://dx.doi.org/10.11646/zootaxa.5492.1.9
DOI: 10.21227/wcjx-h415
title: "Dataset for Physical Monitoring of Wireline Communications Using Compressed Sensing and Spread-Spectrum Signals"

description: "This dataset accompanies the paper \u201cA Method for Physical Monitoring of Wireline Communications Based on Compressed Sensing and Spread-Spectrum Signals\u201d, submitted to IEEE Transactions on Instrumentation and Measurement (TIM).The dataset contains experimental measurements acquired on CAT 5E twisted-pair cables under different physical conditions, including intact cables, air-exposed conductor anomalies of varying lengths, cable rewinding trials, and localized twisting anomalies. Time-domain signals acquired via oscilloscope measurements are combined with frequency-domain S-parameter (S21) measurements obtained using a Vector Network Analyzer (VNA).The dataset is intended to support reproducibility of the experimental results presented in the paper and to enable further research on anomaly detection and physical monitoring of wireline communication channels."
DOI: 10.15468/dl.27qkbr
title: Occurrence Download

description: A dataset containing 1752 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "InstitutionKey is one of (0f5e9360-db1b-42ba-8ee6-f0b871d89e9f, 2fc908ba-e775-49e2-bffe-6b9041c3b70f, 432f524a-4f2f-482b-9be4-51fdcb6a8331, d2a27206-87ab-47ea-b5fc-d2e57054b688, 59175240-4500-42b9-9e98-42ae299a5e9b, e329699d-6a66-4a0b-bd6a-8089f2eb2aa1)",
 "TaxonKey is one of (Megascops kennicottii [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 1752 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017574-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r28jf7
title: Occurrence Download

description: A dataset containing 6026 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthus hirsutus"
 ]
}

 The dataset includes 6026 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017576-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18511299
title: SuperDARN data in netCDF format (2015-Dec)

description: 2015-Dec SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.6425064
title: SuperDARN data in netCDF format (2015-Dec)

description: 2015-Dec SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.15468/dl.put5xs
title: Occurrence Download

description: A dataset containing 497061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudo-nitzschia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 497061 records from 705 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017561-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uqbvd
title: Occurrence Download

description: A dataset containing 4784 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthus giganteus"
 ]
}

 The dataset includes 4784 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017577-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2bujj
title: Occurrence Download

description: A dataset containing 1107061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus, Myocastor coypus)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1107061 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017542-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18511733
title: Quantitative degradation mode analysis code for PyBrobe

description: This repository contains files for performing quantitative degradation-mode analysis of lithium-ion batteries.

It includes (a) a README file describing the workflow and usage, (b) example datasets from both full-cell and (c) half-cell measurements, and (d) a Jupyter/Python script for running the analysis on the example data.

These files support the manuscript currently under peer review and are provided for transparency and reproducibility of the degradation-mode analysis methodology.
DOI: 10.5281/zenodo.18511732
title: Quantitative degradation mode analysis code for PyBrobe

description: This repository contains files for performing quantitative degradation-mode analysis of lithium-ion batteries.

It includes (a) a README file describing the workflow and usage, (b) example datasets from both full-cell and (c) half-cell measurements, and (d) a Jupyter/Python script for running the analysis on the example data.

These files support the manuscript currently under peer review and are provided for transparency and reproducibility of the degradation-mode analysis methodology.
DOI: 10.5281/zenodo.17888475
title: Intermediate mass-ratio inspirals in a dense dark-matter environment: Effects of the initial dark-matter distribution: Density data

description: Density datasets associated with the simulations described in the associated paper, Intermediate mass-ratio inspirals in a dense dark-matter environment: Effects of the initial dark-matter distribution (arXiv:2508.21132, Phys. Rev. D), as generated by the publicly-available code (HaloFeedbackAcc, UVA_Gravity / HaloFeedbackAcc · GitLab).
DOI: 10.5281/zenodo.17888476
title: Intermediate mass-ratio inspirals in a dense dark-matter environment: Effects of the initial dark-matter distribution: Density data

description: Density datasets associated with the simulations described in the associated paper, Intermediate mass-ratio inspirals in a dense dark-matter environment: Effects of the initial dark-matter distribution (arXiv:2508.21132, Phys. Rev. D), as generated by the publicly-available code (HaloFeedbackAcc, UVA_Gravity / HaloFeedbackAcc · GitLab).
DOI: 10.20383/103.01443
title: Simulations of larval zebrafish spinal speed circuits (Supplementary data for Topcu and Bui (2025))

description: This repository contains supplementary data and figures that are associated with a computational modelling study. This study investigates the neuronal composition of spinal circuits in developing zebrafish that underlie various tailbeat ranges in developing zebrafish that are believed to underlie various swimming speeds. Neuron properties and connectivity of spinal neurons were derived from published data. Our simulation results support the existence of speed microcircuits in spinal cords of zebrafish and provide testable hypothesis about the control of these microcircuits as well as the activity pattern of their constituent neurons.
DOI: 10.20383/103.01214
title: Simulations of larval zebrafish spinal speed circuits (Supplementary data for Topcu and Bui (2025))

description: This repository contains supplementary data and figures that are associated with a computational modelling study. This study investigates the neuronal composition of spinal circuits in developing zebrafish that underlie various tailbeat ranges in developing zebrafish that are believed to underlie various swimming speeds. Neuron properties and connectivity of spinal neurons were derived from published data. Our simulation results support the existence of speed microcircuits in spinal cords of zebrafish and provide testable hypothesis about the control of these microcircuits as well as the activity pattern of their constituent neurons.
DOI: 10.15468/dl.u3qs74
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus brevirostris (Olivier, 1811)"
 ]
}

 The dataset includes 36 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112142-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kjm5p
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odontarrhena pterocarpa (T.R.Dudley) Španiel, Al-Shehbaz, D.A.German & Marhold"
 ]
}

 The dataset includes 50 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146421-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbknjn
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juletta mirandae Bruce, 1993"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122072-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpu8wx
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus angustilineatus Nomura & Anker, 2005"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112114-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vt77j7
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kalliapseudes obtusifrons (Haswell, 1882)"
 ]
}

 The dataset includes 383 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122084-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knq3rk
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "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, Taxon match none, 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, ccurrence 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)",
 "TaxonKey is Bradypus tridactylus Linnaeus, 1758"
 ]
}

 The dataset includes 388 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047478-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44empt
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus architectus De Man, 1897"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112116-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7qmat
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Julmarichardia bajau Bamber & Sheader, 2005"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122074-220831081235567/datasets/export for details.
DOI: 10.15468/dl.356e8a
title: Occurrence Download

description: A dataset containing 2294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria viridis (L.) P.Beauv.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2294 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136112-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sb5rj
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus bicostatus De Man, 1908"
 ]
}

 The dataset includes 22 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112135-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7th2ez
title: Occurrence Download

description: A dataset containing 972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alnus sieboldiana Matsum.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 972 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188255-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tga8us
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus australiensis D.M.Banner & A.H.Banner, 1982"
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112122-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9aww3
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kamaka silvana Myers, 2009"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122085-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qecpmh
title: Occurrence Download

description: A dataset containing 296 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus bouvieri A.Milne-Edwards, 1878"
 ]
}

 The dataset includes 296 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112138-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.