cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.20383/102.0739
title: Canadian Atlantic Shelf Temperature-Salinity (CASTS)

description: The Canadian Atlantic Shelf Temperature-Salinity (CASTS) data product includes most of the historical temperature and salinity profiles collected in Atlantic Canada and the Eastern Arctic since 1912. CASTS consists of approximately 782,000 individual profiles, bin-averaged to varying resolutions up to a maximum of 5000m (1m resolution up to 1000m depth, 10m resolution up to 2000m depth, and 100m up to 5000m depth). Profile locations were restricted between 35-80 degrees North and 100-42 degrees West. Profiles were gathered from January 1912 to December 2022 and are organized into yearly NetCDF files. Profiles are uniformly formatted and quality controlled allowing users to immediately use the data product. Data fused to make this product were gathered from multiple sources, including regional archives at the Maurice-Lamontagne Institute (DFO-QC), the Bedford Institute of Oceanography (DFO-MAR) and the Northwest Atlantic Fisheries Centre (DFO-NL). Other sources of data include DFO-NL Aquaculture, the Marine Institute of Memorial University of Newfoundland, data from from international ships of opportunity archived by MEDS, the Polar Data Catalogue, etc. A complete list of sources is included in the README file.
DOI: 10.20383/102.0750
title: Data and scripts for "Restratification in late winter lakes induced by cabbeling"

description: The data located in this repository pertains to the work of Grace et. al. (2023); "Restratification in late winter lakes induced by cabbeling". All data for the five cases discussed in the paper is contained in several .mat files (one for each case) and plotting scripts for that data is saved as .m files. Plotting scripts are commented. All data and scripts included are needed to reproduce figures 2 and 3 for this publication. Data was generated numerically using SPINS, which can be cloned from https://git.uwaterloo.ca/SPINS/SPINS_main.
DOI: 10.20383/103.0764
title: Data to replicate: "Environmental variability can promote parasite diversity within hosts and transmission among hosts".

description: Mathematical models and simulations are used to ask how environmental variability may affect the viability and longevity of within-host parasite diversity and among-host transmission. These data can be used to replicate the analyses in "Environmental variability can promote parasite diversity within hosts and transmission among hosts". The scripts to run such analyses can be found here: https://github.com/MadelineJC/EnvironmentalVariability_Repo.
DOI: 10.20383/103.01332
title: High-Resolution Micro-PIV Velocity Profiles and Cell-Free Layer Imaging of Blood Flow in Capillary Microchannels

description: This dataset comprises detailed micro-particle image velocimetry (µPIV) measurements and high-speed imaging of red blood cell flow in glass microchannels of 25 µm and 50 µm diameter, designed to study microscale hemodynamics under physiologically relevant conditions. The data were collected across a range of hematocrit levels (5%, 10%, 15%, and 20%) and two suspending media—phosphate-buffered saline (PBS) and native plasma. µPIV recordings include paired fluorescent particle images used to extract 2D velocity vectors through cross-correlation techniques, with 100 frames acquired per condition. Simultaneously, high-speed brightfield imaging was used to visualize the formation and evolution of the cell-free layer (CFL) adjacent to microchannel walls, acquiring 200 images per condition. The dataset includes raw and processed µPIV images, velocity profiles, high-speed image sequences, pressure, and flow rates. These data supported the development of a two-phase Core-Plasma model to describe velocity and shear rate distributions and were also used in a parallel analysis of CFL thickness in relation to local shear rate gradients. Together, the dataset provides a valuable experimental benchmark for validating computational models and studying non-Newtonian blood behaviour in microcirculation.
DOI: 10.20383/103.0917
title: TiltSet: A Collection of 3D Drawings

description: Over 56,000 3D drawings created with a 6DoF controller in the VR paint program Open Brush, (formerly Google Tilt Brush). CC-BY licensed with individual artist attribution.
DOI: 10.20383/103.01555
title: Data for parametrizing alternating current stimulation for neuromodulation

description: Data collected using a 4x4 multielectrode array (Microprobes) in propofol anesthetized rats receiving subcutaneous alternating current stimulation. Recording electrodes had platinum iridium shanks with a tip width of 125μm, an impedance of 0.4 MOhm, and were spaced 0.5mm apart in the lateral plane. An additional shank with 10 kOhm impedance served as a reference. Electrodes were inserted ~300μm into the craniotomy exposed sensorimotor cortex (L2/3). Data was acquired with a sampling rate of 24 kHz (Tucker-Davis Technologies). Stimulation electrodes were adhered directly to the skull, medial and lateral the cranial window.
DOI: 10.15468/4ycpsr
title: Description of two new species of the mid-Cretaceous genus † Tichostephanus Engel (Hymenoptera, Gasteruptiidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ge, Si-Xun, Ren, Li-Li, Tan, Jiang-Li (2026): Description of two new species of the mid-Cretaceous genus † Tichostephanus Engel (Hymenoptera, Gasteruptiidae). Journal of Hymenoptera Research 99: 47-57, DOI: 10.3897/jhr.99.175957AbstractThe genus † Tichostephanus comprises unique apocritan hymenopterans characterized by distinct fore wing venation, featuring a very large submarginal cell, and a “ bottle brush ” - like sensilla on the ovipositor sheath. Recently, the genus has been transferred from Stephanidae to Gasteruptiidae (Evanioidea). In this study, two new species, † Tichostephanus qinshubao sp. nov. and † Tichostephanus yuchijingde sp. nov., are described and illustrated based on specimens from mid-Cretaceous Burmese amber. The new species are distinguished from previously described taxa by the length-to-width ratio of the pterostigma; the degree of curvature of vein 1 Cu; the shape of the first subdiscal cell; and the presence or absence of transverse striae on the middle part of the pronotum. A key to all five known species of the genus is provided.
DOI: 10.20383/103.01039
title: Precambrian Canadian Shield Groundwater and Gas Geochemistry (PCSG3) Database

description: The Precambrian Canadian Shield Groundwater and Gas Geochemistry (PCSG3) database contains data for 3,639 samples gathered from 132 published and unpublished sources, integrating peer-reviewed articles published in journals and conference proceedings, governmental and environmental consulting reports, environmental impact statements and supporting documentation, publicly accessible databases, university research studies including B.Sc. projects, M.Sc. theses, and Ph.D. dissertations, and previously unpublished datasets. Samples in the PCSG3 database were collected at sites across the Canadian Shield at depths up to 2,900 m below ground surface, and from a variety of different crystalline rock types. Much of the data compiled are from studies undertaken at individual plutons/batholiths, underground mines or exploration sites hosted in greenstone belts or metasediments, as well as systematic sampling and characterization of drinking water aquifers.
DOI: 10.20383/103.0577
title: Salinization as a driver of eutrophication symptoms in an urban lake (Lake Wilcox, Ontario, Canada)

description: In this study, we identified the mechanism(s) responsible for the intensification of eutrophication-like symptoms in Lake Wilcox, using statistical analysis (Principal Component Analysis (PCA) and Multiple Linear Regression (MLR)) of water chemistry timeseries. The dataset contains changes in nutrient concentrations in Lake Wilcox; changes in ratios between phosphorus (P) species and P and nitrogen (N) species; changes in the Brunt-Väisälä frequency (which represents the amount of work required against gravity to break down thermal stratification in the water column); and the results of the PCA and MLR statistical analyses. The methods used to derive this dataset and the interpretation of the dataset are reported in the paper "Salinization as a driver of eutrophication symptoms in an urban lake (Lake Wilcox, Ontario, Canada)" from authors Jovana Radosavljevic, Stephanie Slowinski, Mahyar Shafii, Zahra Akbarzadeh, Fereidoun Rezanezhad, Chris Parsons, William Withers, and Philippe Van Cappellen.
DOI: 10.20383/103.01506
title: Cornea-SELEX derived DNA aptamers for preparing spherical nucleic acids and cornea staining

description: Dataset Description The dataset, named Cornea-SELEX derived DNA aptamers for preparing spherical nucleic acids and cornea staining. Contains raw and processed data from UV-Vis spectra, and dissociation constant (Kd) of Cornea-S5 to HCECs calculated based on flow cytometry. Dataset Composition The dataset comprises 8 sheets in a .CSV file. The ultraviolet–visible (UV–Vis) spectral data were acquired using an Agilent 8453 UV–Visible Spectroscopy System. Microscopic images were obtained with an ECLIPSE Ti Series inverted microscope, and fluorescence images were collected using an X-Cite mini+ Compact LED Illumination System. The dissociation constant (Kd) values derived from flow cytometry were determined from fluorescence signals analyzed on a NovoCyte Flow Cytometer (Agilent Technologies). Data Collection and Processing Experiments were conducted between Nov 2024 and Nov 2025 at the Department of Chemistry, University of Waterloo, Raw data were processed using Origin 8.0 software (OriginLab, USA) and GraphPad Prism (GraphPad Software, USA). Data Format and Accessibility The dataset is provided in CSV format, accompanied by a README.txt file detailing the variable definitions, experimental setup, and data processing pipeline. Ethics and Compliance This study does not involve human or animal subjects. All data were generated in compliance with institutional research guidelines.
DOI: 10.20383/103.01532
title: Ensemble Meteorological Forcing for Chena, Bow, Tuolumne

description: Ensemble Meteorological Forcing for Physically Based Modelling in Chena, Bow, Tuolumne river basins. This data is discretized to model sub-basins.
DOI: 10.20383/103.01550
title: ULMShare: A Large-Scale In Vivo Ultrasound Localization Microscopy Dataset for Microvascular Imaging

description: ULMShare is an open-access dataset designed to accelerate algorithm development, validation, and benchmarking in Ultrasound Localization Microscopy (ULM). The data spans three years of experimental procedures, including multiple injection protocols, anesthesia types, and imaging planes (Striatum, Hippocampus, Midbrain, Pons, Cerebellum). It contains 99 acquisitions on 61 different mice.
DOI: 10.20383/103.0901
title: Electron Microprobe (EMPA) Data for chemical composition of soil samples taken at Olduvai Gorge Tuff IID

description: These data are the result of Electron microprobe analyzer data (EMPA) which describe the chemical composition of soil samples taken during archaeological field excavation in the summer of 2023 from Tuff IID at Olduvai Gorge. Argon/Argon analyses are a dating technique used by geologists to understand the chronology of certain formations.
DOI: 10.20383/102.0530
title: Maps of Major Land Use - Land Cover Categories and Respective E. coli Contamination Potential Classes for Groundwater Wells in Ontario

description: These maps contain data of 11 major Land Use - Land Cover (LULC) categories and their E. coli contamination potential for groundwater wells. The LULC categories included in this dataset include agricultural/pastural land, urban, open/barelands, aggregate mines, scrubland, disturbance, bedrock, forest, grasslands, wetlands, and water. The LULC impact on E. coli contamination potential for wells is classified as very high, high, moderate, and low.
DOI: 10.20383/102.0494
title: 3D Simulated Microbubble Flow in a Mouse Vascular Network

description: From 2-photon microscopy, brain vasculature was segmented, skeletonized and a graph model was generated. These 6 datasets correspond to 6 steady-state flow simulations in a mouse brain vascular network, where 3D microbubble positions in time were computed using a particle flow simulator. Example code to load data is provided. All positions are in micrometers.
DOI: 10.20383/102.0541
title: Seasonal mass migration of water boatmen (Hemiptera: Corixidae) as a wetland-river linkage and dietary subsidy to riverine fish

description: We investigated the magnitude and implications of a little understood ecosystem linkage in the form of migrating aquatic insects, corixids (Hemiptera: Corixidae), that fly from geographically isolated wetlands into large rivers in the Prairie Pothole Region (PPR) of North America every fall, to overwinter. These migrations can lead to greatly increased riverine corixid densities and a shift in the species assemblage to one dominated by wetland-breeding species. Once in the rivers, these migratory insects act as an important dietary subsidy to several species of riverine fish. The following dataset contains files from our study with information on (1) study sites, (2) corixid abundances and (3) species composition in wetland and river habitats, (4) fish stomach content data, (5) data from passive samplers used to estimate migratory corixid inputs into rivers, and (6) a simulation used to estimate the magnitude of the corixid flux between wetlands and rivers over a larger scale. This study has demonstrated an extensive cross-boundary flux that occurs between spatially separated wetland and river ecosystems, highlighting a need for conservation to ensure that this connection is maintained.
DOI: 10.20383/103.0909
title: Effect of larval rearing temperature in early stages of development in winter flounder(Pseudopleuronectes americanus): dataset of a transcriptomic study

description: Winter flounder (Pseudopleuronectes americanus) is a North Atlantic flatfish that inhabits cold water environments already impacted by global warming. Flatfishes are particularly sensitive during their juvenile stage to temperature effects regarding sex development, a phenomenon referred to as temperature-dependent sex determination (TSD). In this study, we surveyed four cohorts issued from three different spawning events during spring. Raising temperature and salinity conditions followed seasonal conditions in the St. Lawrence Estuary (Québec, Canada). As a result, cohorts were exposed to different temperature regimes during the egg and larval development stages. Once metamorphosis occurred, juveniles were either held at a stable temperature of 10.1 ± 0.8°C or 13.4 ± 0.2. Larvae were sampled at 20, 30, and, 40 days post-hatching and juveniles one and two months after metamorphosis. Cohort 3 has been sampled only at d 20 and d 30. RNA was extracted from these individuals using the PureLink™ RNA Micro Scale Kit (ThermoFischer Scientific, Waltham, Massachusetts, USA) and then sequenced with the NovaqSeq 600 method at the squencing platform of CHU de Québec – Université Laval (Quebec City, QC, Canada).
DOI: 10.20383/103.0972
title: UrBAN: Urban Beehive Acoustics and PheNotyping Dataset

description: We present a multimodal dataset obtained from a honey bee colony in Montréal, Quebec, Canada, spanning years from 2021 to 2022. This apiary comprised of 10 beehives, with microphones recording more than 2000 hours of high quality raw audio, and also sensors capturing temperature, and humidity. Periodic hive inspections involved monitoring colony honey bee population changes, assessing queen-related conditions, and documenting overall hive health. Additionally, health metrics, such as Varroa mite infestation rates and winter mortality assessments were recorded, offering valuable insights into factors affecting hive health status and resilience.
DOI: 10.60520/ieda/114270
title: Probe data relevant to "Does fO2 influence reversible silicate melting without redox-active cations?"

description: Selected phase compositions by EMPA of thermal equilibrations of synthetic Fe-free basalt published in PNAS.
description: Walker, D., Ding, S., & Moussallam, Y. (2022). Does fO2 influence reversible silicate melting without redox-active cations?. Proceedings of the National Academy of Sciences, 119(41), e2211358119.
DOI: 10.15468/dl.94umav
title: Occurrence Download

description: A dataset containing 59559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Sanguinaria canadensis",
 "Year 1942-2026"
 ]
}

 The dataset includes 59559 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017311-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18503875
title: Anonymous Usenix26.2 Paper439 PartII - seen data

description: Data and code to reproduce Usenix 2026 cycle 2 submission 439
DOI: 10.5281/zenodo.18503876
title: Anonymous Usenix26.2 Paper439 PartII - seen data

description: Data and code to reproduce Usenix 2026 cycle 2 submission 439
DOI: 10.15468/dl.h48k37
title: Occurrence Download

description: A dataset containing 26649 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude 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 "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -24.552553756517728
 AND decimallatitude &lt;= -20.3845909579754
 AND decimallongitude &gt;= 15.576907308378914
 AND decimallongitude &lt;= 21.16018378092073
 AND GBIF_Within('POLYGON ((21.160184 -24.552554, 21.160184 -20.384591, 15.576907 -20.384591, 15.576907 -24.552554, 21.160184 -24.552554))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 26649 records were derived from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017369-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18505010
title: Anonymous Usenix26.2 Paper439 PartIII - seen data

description: Data and code to reproduce Usenix 2026 cycle 2 submission 439
DOI: 10.5281/zenodo.18505011
title: Anonymous Usenix26.2 Paper439 PartIII - seen data

description: Data and code to reproduce Usenix 2026 cycle 2 submission 439
DOI: 10.1184/r1/31004146
title: RSA of selective auditory attention using EEG (behavioral data)

description: Data files associated with An et al. (2023). Contains .mat files with each participant's behavioral task performance.
DOI: 10.1184/r1/31004146.v1
title: RSA of selective auditory attention using EEG (behavioral data)

description: Data files associated with An et al. (2023). Contains .mat files with each participant's behavioral task performance.
DOI: 10.15468/dl.z2sx2u
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.27932 5.4768,-74.7595 5.4768,-74.7595 7.95907,-78.27932 7.95907,-78.27932 5.4768))",
 "HasCoordinate is true",
 "TaxonKey is Gustavia gentryi"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017375-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3n8exv
title: Occurrence Download

description: A dataset containing 14832075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 14832075 records from 2721 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017342-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh0160176.10fu
title: SH0160176.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0160177.10fu
title: SH0160177.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0160178.10fu
title: SH0160178.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.