cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.20383/102.0476
title: Current State of Microplastic Pollution Research Data

description: The rapidly growing corpus of microplastics research and its data-scape influences research and funding priorities, public perception, and policy development. Ensuring that microplastics data are findable, accessible, interoperable, and reusable (FAIR) is essential. This bibliographic dataset includes data that have been used to investigate the current state of data management and reporting in the microplastics research community, with a focus on publicly accessible datasets associated with peer-reviewed published studies. This dataset also contains a summary of the metadata attributes of published microplastics datasets in ten open access data repositories and documents whether the (meta)data were findable and accessible.
DOI: 10.20383/103.01159
title: A Deployable Model and Global Dataset on Stormwater Microplastic Concentrations and Drivers

description: This dataset compiles global measurements of stormwater microplastic concentrations along with their driving factors, serving as a resource for analyzing the extent and variability of microplastic pollution in stormwater systems. The dataset integrates measured microplastic concentrations from diverse locations with environmental, hydrological, meteorological, and land use data, offering a structured foundation for further analysis and modeling. To enhance its utility, three machine learning models were developed and interpreted to examine the relationships between stormwater microplastic concentrations and various hydrometeorological and socioeconomic variables. The dataset is intended to support future modeling efforts, particularly when supplemented with additional empirical studies. The provided model can be deployed in stormwater catchments where cost-intensive sampling and analysis are limited or used as a basis for further refinement and development.
DOI: 10.20383/103.01469
title: Experimental data supporting Combining aptamers for thiamphenicol and chloramphenicol for detecting both antibiotics

description: This dataset contains the experimental data supporting the publication titled "Combining aptamers for thiamphenicol and chloramphenicol for detecting both antibiotics " by Shu et al. (2025, Chemical Communications). The study presents a DNA aptamer for thiamphenicol, and then using this aptamer with chloramphenicol aptamer to form a sensor array to differentiate TAP and CAP using principal component analysis. The dataset includes: Fluorescence emission spectra for ThT/aptamer–target interactions. Binding curves derived from fluorescence titration assays and calibration curve for thiamphenicol detection. Isothermal titration calorimetry (ITC) data, including raw thermograms and integrated heat values. Selectivity tests comparing responses to various antibiotics. A sensor array to differentiate TAP and CAP using principal component analysis. Binding curve derived from fluorescence titration assay in lake water. The RT-PCR results of the TAP aptamer selection. CD spectra of the aptamer and aptamer-target. Each excel file corresponds to a specific figure in the publication (Figures 2-4 and Supplementary Figures S1–S5), and filenames clearly indicate their content. Descriptions for each file are provided in the included README.txt file. This dataset facilitates further exploration of aptamer–target interactions, construction of sensitive and robust biosensors for environmental and food monitoring applications.
DOI: 10.20383/103.01578
title: Concentration data for organic micropollutants in a full-scale hybrid Membrane Aerated Biofilm Reactor (MABR) System in the Grand River Watershed, Southern Ontario, Canada

description: This dataset presents concentration values of selected organic micropollutants (OMPs) measured at a full-scale municipal wastewater treatment plant in the Grand River Watershed, Southern Ontario, Canada, between November 2020 and March 2023. The data were generated as part of a study evaluating the effectiveness of a hybrid membrane aerated biofilm reactor (MABR) upgrade in improving OMP removal. Samples were collected from plant influent (INF), the MABR effluent (MABR), and the final plant effluent (EFF). Measurement includes pharmaceuticals and personal care products (PPCPs) and endocrine disrupting compounds (EDCs), analyzed using an Agilent 1260 LC coupled with a 6460 MS. Samples were collected as 24-hour composites and underwent solid-phase extraction, concentration, and reconstitution before LC-MS/MS analysis. Concentration data were processed using Agilent MassHunter software (v10.2) and corrected based on recovery efficiencies from matrix-spiked samples. Values below detection limits are clearly noted as BDL.
DOI: 10.20383/103.0916
title: erythroSight: Open-access image dataset of blood cells from individuals with sickle cell disease and/or beta-thalassemia or without known hemaglobinopathies, captured using automated microscope Octopi

description: This dataset contains over 300,000 microscopic images of blood cells from 138 participants in Nepal and Canada, captured using automated microscope Octopi. The images (0.9 mm by 0.9 mm) were captured for research studies in Nepalgunj, Nepal and Vancouver, Canada to evaluate low-cost tools for detecting sickle cell disease and beta-thalassemia. The dataset includes raw image pairs (left and right half illuminated images), processed images (differential phase contrast images), cell segmentation outlines, and morphological characterization of cells. The majority of images are captured 2 hours after sample preparation of the sickling test at room temperature, while other configurations (such as other time instances, different temperature settings, time series data) are also included.
DOI: 10.20383/102.0428
title: Project_04 Q37 StudyTitle Probing for drugs that mitigate sensitization and compulsive checking: effect of mCPP dose (0 0.625 and 1.25 mg/kg) on development produced by a low dose of QNP (0.125 mg/kg)

description: This study (Q37) is one of a series of studies performed in the Szechtman lab at McMaster University and deposited in the FRDR public repository as a collection under the name "A Digital Library of Behavioural Performance in Standardized Conditions - Szechtman Lab Collection". This collection as a whole constitutes a big dataset containing raw data objects of video, track, and path plot records of rats exploring for 55 minutes a large testing environment in a standardized paradigm during chronic treatment with psychostimulant drugs; for details of this big dataset see, https://www.frdr-dfdr.ca/repo/collection/szechtmanlab. The historical context for study Q37 was Project_04 entitled: "Probing for drugs that mitigate sensitization and compulsive checking". Title of experiment in Q37 was "Effect of mCPP dose (0.625 and 1.25 mg/kg) co-injected with a fixed dose of QNP (0.125 mg/kg) on the development of sensitization and induction of compulsive checking".
DOI: 10.20383/103.0621
title: Effects of Freeze-Thaw Cycling on Methanogenic Hydrocarbon Degradation: Experimental and Numerical Simulation Results

description: Experimental results and numerical simulation results for study investigating the effects of freeze-thaw cycling on methanogenic hydrocarbon degradation. Experiment was a soil batch incubation experiment. Experimental results include: porewater chemistry data (e.g., dissolved organic carbon, toluene, dissolved inorganic carbon, acetate concentrations), headspace gas concentration data, and headspace gas isotope composition data.
DOI: 10.20383/102.0695
title: Long-term phosphorus mass-balance of Lake Erie (Canada-USA) reveals a major contribution of in-lake phosphorus loading.

description: While early efforts to reduce external phosphorus (P) loads to Lake Erie eliminated the worst eutrophication symptoms in the 1970s and 1980s, the observed intensification of these symptoms in recent decades is difficult to explain by changes in the external P loading alone. We hypothesized that, in addition to external inputs, in-lake processes that release P to the water column may be contributing to the re-eutrophication of Lake Erie. Directly measuring these internal inputs is challenging and their scaling up to the entire lake system remains fraught with uncertainty. To constrain the magnitude of the net P input associated with in-lake processes, we generated a long-term net annual total P (TP) budget for the Lake St. Clair–Lake Erie system, averaged over a 14-year period, from 2003 to 2016. The budget shows that the net TP output from the system substantially exceeds the sum of the external TP inputs. To balance the budget, we estimate that in-lake processes add a net internal TP load of 3783 metric tons per year (MTA) to the water column. In comparison, the mean yearly external TP load to the Lake St. Clair–Lake Erie system is 11,703 MTA. Thus, overall, the internal P input represents about a quarter of the total (external plus internal) TP input. The internal input is not evenly distributed among system’s basins, however, with Lake St. Clair and Lake Erie’s western, central, and eastern basins receiving 6, 13, 21 and 60% of the total internal input, respectively. Our results confirm the importance of accounting for the internal P loading in nutrient cycling models and load reduction strategies for large lake systems.
DOI: 10.20383/102.0317
title: Model code and observational data for the South Saskatchewan River Basin multi-physics CLASS

description: A refined land surface scheme was developed for application over the South Saskatchewan River Basin. The Canadian Land Surface Scheme (CLASS) version 3.6 coupled to the Prairie Blowing Snow Model (PBSM) was used as the modelling platform within MESH. A multi-physics version of CLASS-PBSM was developed, consisting of two parameterisation options each for fifteen processes, with focus on winter hydrological processes. Energy balance, soil and snow processes were all considered, and each configuration of the multi-physics CLASS-PBSM was evaluated against field observations (snow water equivalent and soil moisture ) from four sites (Cypress Hills, Innisfail East and Kneehill Valley, Kenaston, and Marmot Creek). The model code is included in a zip file. The field observations are included in an excel spreadsheet.
DOI: 10.15468/dl.p7u3v8
title: Occurrence Download

description: A dataset containing 1358316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fagus sylvatica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1358316 records from 2172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000977-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bmwzr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apterygiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-60 -20,-50 -20,-50 -10,-60 -10,-60 -20))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018953-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.17338611
title: Forecasting offshore wind energy in Atlantic Europe using CMIP6 dynamically downscaled data

description: This dataset provides high-resolution information on wind speed developed for the research article “Forecasting offshore wind energy in Atlantic Europe using CMIP6 dynamically downscaled data.” The data were obtained through a dynamical downscaling procedure based on the Weather Research and Forecasting (WRF) model, applied to future climate simulations under SSP2-4.5 and SSP5-8.5 scenarios. A multi-model ensemble derived from CMIP6 global climate projections was dynamically downscaled to generate 6-hourly wind fields along the Atlantic coast of Europe. The modelled domain has a horizontal resolution of 10 km, and the wind speed is calculated at a hub height of 100 m above mean sea level—representative of modern offshore wind turbine configurations.

Spatially, the coverage extends over the eastern North Atlantic—from southern Portugal up to northern Scotland—encompassing the Bay of Biscay and parts of the North Sea. The temporal coverage spans the period 2030–2059, provided at daily resolution.

This dataset serves as a valuable resource for research in offshore wind energy potential, climate change impact assessments, and future-oriented energy system modelling.
DOI: 10.5281/zenodo.17338612
title: Forecasting offshore wind energy in Atlantic Europe using CMIP6 dynamically downscaled data

description: This dataset provides high-resolution information on wind speed developed for the research article “Forecasting offshore wind energy in Atlantic Europe using CMIP6 dynamically downscaled data.” The data were obtained through a dynamical downscaling procedure based on the Weather Research and Forecasting (WRF) model, applied to future climate simulations under SSP2-4.5 and SSP5-8.5 scenarios. A multi-model ensemble derived from CMIP6 global climate projections was dynamically downscaled to generate 6-hourly wind fields along the Atlantic coast of Europe. The modelled domain has a horizontal resolution of 10 km, and the wind speed is calculated at a hub height of 100 m above mean sea level—representative of modern offshore wind turbine configurations.

Spatially, the coverage extends over the eastern North Atlantic—from southern Portugal up to northern Scotland—encompassing the Bay of Biscay and parts of the North Sea. The temporal coverage spans the period 2030–2059, provided at daily resolution.

This dataset serves as a valuable resource for research in offshore wind energy potential, climate change impact assessments, and future-oriented energy system modelling.
DOI: 10.15468/dl.4rn4cn
title: Occurrence Download

description: A dataset containing 1743 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anoplolepis gracilipes (Smith, 1857)"
 ]
}

 The dataset includes 1743 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039625-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txskfe
title: Occurrence Download

description: A dataset containing 98043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-141.67969 42.9146,-103.71094 -40.07134,34.80469 -30.32736,65.74219 1.19523,84.72656 32.96075,69.25781 40.82047,4.57031 36.99203,-31.28906 24.33509,-74.88281 35.28868,-141.67969 42.9146))",
 "HasCoordinate is true",
 "TaxonKey is Plantaginaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 98043 records from 381 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012695-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fd7ods
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002801-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5w5ey
title: Occurrence Download

description: A dataset containing 2482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Milicia excelsa (Welw.) C.C.Berg",
 "Year 1960-2019"
 ]
}

 The dataset includes 2482 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034907-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zivwpw
title: Occurrence Download

description: A dataset containing 461265710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 461265710 records from 11568 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002807-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.22836.45448
title: OPERATOR THEORY LECTURE NOTES FOR M.Sc UNIT I PPT
DOI: 10.5517/cc8vg2m
title: CCDC 263750: Experimental Crystal Structure Determination

description: Related Article: D.Ghoshal, A.K.Ghosh, T.K.Maji, J.Ribas, G.Mostafa, E.Zangrando, N.R.Chaudhuri|2006|Inorg.Chim.Acta|359|593|doi:10.1016/j.ica.2005.09.056
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc8vg3n
title: CCDC 263751: Experimental Crystal Structure Determination

description: Related Article: D.Ghoshal, A.K.Ghosh, T.K.Maji, J.Ribas, G.Mostafa, E.Zangrando, N.R.Chaudhuri|2006|Inorg.Chim.Acta|359|593|doi:10.1016/j.ica.2005.09.056
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc8vg4p
title: CCDC 263752: Experimental Crystal Structure Determination

description: Related Article: D.Ghoshal, A.K.Ghosh, T.K.Maji, J.Ribas, G.Mostafa, E.Zangrando, N.R.Chaudhuri|2006|Inorg.Chim.Acta|359|593|doi:10.1016/j.ica.2005.09.056
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc97blf
title: CCDC 275174: Experimental Crystal Structure Determination

description: Related Article: Xue-Fang Shi, Zhi-Yong Xing, Li Wu, Wen-Qin Zhang|2006|Inorg.Chim.Acta|359|603|doi:10.1016/j.ica.2005.09.002
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc98jmp
title: CCDC 276322: Experimental Crystal Structure Determination

description: Related Article: Xue-Fang Shi, Zhi-Yong Xing, Li Wu, Wen-Qin Zhang|2006|Inorg.Chim.Acta|359|603|doi:10.1016/j.ica.2005.09.002
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9blhp
title: CCDC 278302: Experimental Crystal Structure Determination

description: Related Article: C.Esterhuysen, G.J.Kruger, G.Blewett, H.G.Raubenheimer|2006|Inorg.Chim.Acta|359|609|doi:10.1016/j.ica.2005.10.006
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9bljq
title: CCDC 278303: Experimental Crystal Structure Determination

description: Related Article: C.Esterhuysen, G.J.Kruger, G.Blewett, H.G.Raubenheimer|2006|Inorg.Chim.Acta|359|609|doi:10.1016/j.ica.2005.10.006
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.13140/rg.2.2.28865.76644
title: ageLOC Vitality improves endurance exercise, exercise glucose metabolism and antioxidant capacity in an aging model
DOI: 10.5517/cc9b7pj
title: CCDC 277967: Experimental Crystal Structure Determination

description: Related Article: N.Szesni, B.Weibert, H.Fischer|2006|Inorg.Chim.Acta|359|617|doi:10.1016/j.ica.2005.08.010
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9730m
title: CCDC 274939: Experimental Crystal Structure Determination

description: Related Article: Xin Hu, Li Zhang, Lang Liu, Guangfei Liu, Dianzeng Jia, Guancheng Xu|2006|Inorg.Chim.Acta|359|633|doi:10.1016/j.ica.2005.10.013
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9b7qk
title: CCDC 277968: Experimental Crystal Structure Determination

description: Related Article: N.Szesni, B.Weibert, H.Fischer|2006|Inorg.Chim.Acta|359|617|doi:10.1016/j.ica.2005.08.010
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9731n
title: CCDC 274940: Experimental Crystal Structure Determination

description: Related Article: Xin Hu, Li Zhang, Lang Liu, Guangfei Liu, Dianzeng Jia, Guancheng Xu|2006|Inorg.Chim.Acta|359|633|doi:10.1016/j.ica.2005.10.013
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.