cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.20383/103.01524
title: HCX-IR High-Resolution (1/8°) Observational and CMIP6 Downscaled Climate Dataset for Iran

description: This dataset provides a high-resolution (1/8) gridded daily climate data product with nationwide coverage of Iran, spanning both historical observations (1980–2012) and CMIP6-based historical and future projections (1980–2100) under SSP245 and SSP585 emission scenarios. It includes three components: (1) HCX-IR-Obs, a gridded observational dataset generated from synoptic station records of the Iran Meteorological Organization using the SYMAP interpolation method; (2) HCX-IR-MBC, a CMIP6 multi-model ensemble downscaled using the Multivariate Bias Correction (MBC) technique; and (3) HCX-IR-BCCAQ, a CMIP6 product downscaled using the Bias Correction Constructed Analogs with Quantile Mapping (BCCAQ V2) method. All components are provided on a uniform 1/8° spatial grid covering Iran and contain daily values of precipitation (pr), minimum temperature (tasmin), and maximum temperature (tasmax). The downscaled simulations incorporate historical and future projections from eight CMIP6 global climate models (CanESM5, CNRM-CM6-1, GFDL-ESM4, MIROC-ES2L, MPI-ESM1-2-HR, MPI-ESM1-2-LR, NorESM2-LM, and IPSL-CM6A-LR), selected based on their representation of climate variability and extremes, as described in Najafi et al. (2025) (https://doi.org/10.1002/joc.8740). All model outputs are bias-corrected against the HCX-IR-Obs reference dataset. The dataset supports climate change assessment, regional climate impact studies, and hydrological and environmental modeling across diverse climatic regions of Iran, including arid, semi-arid, and mountainous areas. Quality assurance included comparison with global reference datasets (CRU, NCEP, and 20CR), and evaluation of spatial patterns, seasonal climatology, and climate extremes indices.
DOI: 10.15468/dl.gtnvqf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ameiva jacuba)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001028-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20383/103.0650
title: Virtual Watershed Model Simulations for Typified Prairie Watersheds in Pothole Till

description: The dataset is comprised of inputs to and outputs from the Cold Regions Hydrological Model (CRHM) when it was run as a virtual model of the Pothole Till class, as defined by Wolfe et al. (2019). These watersheds represented typified prairie watersheds based on physiogeography and coherent response to environmental change. Model parameters were informed by the results of Wolfe et al. (2019). The .prj files necessary to run the virtual models are included in the dataset. Climate forcing data are from the Adjusted and Homogenized Canadian Climate Dataset from a cohort of stations contained within each watershed class and cover a period from 1960-2006. There are a series of wetland drainage scenarios that progressively reduced the wetland depression area and storage capacity by increments of 10%. Model output includes hourly catchment outflow, and depression water storage in the HRUs for the baseline and each scenario.
DOI: 10.15468/ymks0x
title: HPL - Herbário do Jardim Botânico Plantarum

description: O Herbário do Jardim Botânico Plantarum foi fundado por seu diretor, Harri Lorenzi, em 2002 o início de sua coleção, no entanto, remonta ao ano de 1990. Desde 2008 está indexado sob a sigla HPL junto ao Index Herbariorum, cadastro internacional de herbários. O Herbário HPL também integra a Rede Brasileira de Herbários (RBH), por sua vez ligada à Sociedade de Botânica do Brasil.Localizado no subsolo do prédio administrativo, o Herbário HPL dispõe de mais de 15 mil exsicatas em seu acervo, originárias, em sua vasta maioria, da flora nativa de nosso país.Entre as mais de 300 famílias de angiospermas, gimnospermas e pteridófitas que compõe seu patrimônio, o primeiro grupo respondendo por aproximadamente 95% dos acessos, destacam-se as coleções de Acanthaceae, Araceae, Arecaceae, Begoniaceae, Gesneriaceae, Maranthaceae e Passifloraceae. A sua coleção de tipos nomenclaturais exsicatas utilizadas na descrição original de uma espécie até então nova para a ciência e selecionadas por seu ator como sua permanente referência material possui mais de 40 cadastros, com destaque absoluto para as palmeiras (Arecaceae), em particular do gêneroSyagrus.O principal objetivo do Herbário HPL é documentar a diversidade biológica vegetal de nosso país, servindo também como suporte para as pesquisas e depositário do material testemunho dos diversos livros publicados pelo Instituto Plantarum, atestando a sua autenticidade científica. Por outro lado, em conjunto com as demais coleções biológicas, é fonte de material científico e didático para o desenvolvimento de várias e atividades e pesquisas realizadas pela equipe técnica do Jardim Botânico Plantarum.A coleção do Herbário HPL hoje é consultada por pesquisadores de todo o Brasil e de outros países, e são particularmente frequentes os intercâmbios de material com instituições de todo o mundo. A visitação pública, contudo, só é possível em horários pré-agendados pela instituição.
DOI: 10.20383/102.0675
title: Data archive for width and depth covariation within the bedrock Fraser Canyon, British Columbia, Canada

description: This file contains data collected from the Fraser River, British Columbia, Canada. Depth data was collected using an ADCP in 2009, width measurements were taken in 2019 from 2013 LandSat imagery of the Fraser River. This file also contains river km measurements and a centerline which an be used to locate any data (in river kilometers) along the Fraser and connect it to other Fraser River datasets. This archive contains all the data used to in the paper Covariation in Width and Depth in Bedrock Rivers: Wright, M., Venditti, J. G., Li, T., Hurson, M., Chartrand, S., Rennie, C., & Church, M. (2022). Covariation in width and depth in bedrock rivers. Earth Surface Processes and Landforms, 47(6), 1570–1582. https://doi.org/10.1002/esp.5335
DOI: 10.20383/103.01162
title: 2021-2023 Fraser Canyon ADCP Surveys

description: This dataset includes all relevant data, metadata, processed data, and processing code related to the 2021-2023 Fraser Canyon Acoustic Doppler Current Profiler (ADCP) surveys. These surveys include 3D velocity data, and basic bathymetric data for the entire Fraser Canyon between Soda Creek and Yale.
DOI: 10.20383/103.01188
title: Panoramic image set and deep learning model for monitoring Double-crested Cormorant nesting on the Ironworkers Memorial Second Narrows Bridge in Vancouver, British Columbia, Canada.

description: This dataset contains high-resolution panoramic images and a trained deep learning model developed for monitoring Double-crested Cormorant nesting activity on the Ironworkers Memorial Second Narrows Bridge in Vancouver, British Columbia, Canada. Weekly images were collected during the 2020 and 2021 breeding seasons using a Sony α7R IV camera mounted on a Gigapan robotic system. The images were stitched into large-scale panoramas using PTGui Pro software. A subset of these images was annotated and used to train a TensorFlow 2 object detection model capable of identifying individual birds and nests in various positions and stages. The dataset includes model configuration files, checkpoints, and the final trained model in SavedModel format, as well as eight stitched TIFF panoramas from the 2020 season used for validation. This dataset supports the development and evaluation of automated workflows for avian colony monitoring and contributes to research in ecological computer vision.
DOI: 10.20383/103.01186
title: Geoscience Communication in British Columbia

description: This data was used for a content analysis of geoscience communication practice in British Columbia.
DOI: 10.20383/102.0746
title: Data for Experiments on Constriction-Pool-Widening Channel Morphology in Bedrock Canyons

description: Data used in experiments on constriction-pool-widening channel Morphology in Bedrock Canyons, including the morphology and flow in Black Canyon and Kelly Creek Canyon, the water and bed surface data, the morphology with and without gravel data, the cross-sectional morphology data, and erosion rate in our experiment. Bedrock canyons often exhibit a series of constriction-pool-widening morphology (CPW) that consists of a lateral constriction, a deeply scour pool formed downstream of the constriction, a channel widening at or near the pool exit. To explore how the CPWs are formed in bedrock canyons, we conducted an experiment in a flume channel with a forced lateral constriction at the canyon entrance. This dataset includes the CPWs observed in two natural bedrock canyons, Black Canyon and Kelly Creek Canyon, in British Columbia, and the CPWs formed in the flume experiments. The morphological data, water surface and bed surface data, and the erosion rate data (Excel files) can be found in the folder of Data for Figures. We presented the evolution of the three dimensional CPWs over time in the folder of Agisoft that can be viewed in the Agisoft software, and the evolution of the bed morphology with and without gravel cover over time in the folder of CloudCompare that can be viewed in the CloudCompare software. Using this dataset, our experiments show that a primary CPW can be formed by an initial lateral constriction, and more CPWs can be self-formed further downstream due to the lateral constriction formed at the downstream end of the primary CPW.
DOI: 10.20383/103.0663
title: Sediment and Acoustic data from Fraser River at Mission, BC; 2012-2014

description: This dataset summarizes data collected and utilized in three papers: 1) Haught, D., J. G. Venditti, andS. A. Wright (2017), Calculation of in situ acoustic sediment attenuation using off-the-shelf horizontal ADCPs in low concentration settings, Water Resour. Res., 53, doi:10.1002/2016WR019695. 2) Haught, D., Venditti, J. G., & Wright, S.A. (2020). Application of multifrequency acoustic inversions using three horizontally profiling ADCPs. Water Resources Research, 56, e2019WR025298. https://doi.org/10.1029/2019WR025298 3) Haught, D. & Venditti, J.V. (in press). Acoustically-derived sediment-index methods in large rivers: assessment of two acoustic inversion models. Water Resources Research. and associated with: 4) Lamb, M.P., de Leeuw, J., Fischer, W.W. et al. Mud in rivers transported as flocculated and suspended bed material. Nat. Geosci. 13, 566–570 (2020). https://doi.org/10.1038/s41561-020-0602-5 We include both previously published and unpublished data not used in any of the above papers. This dataset provides physical samples of suspended sediment analyzed for concentration and particle size distribution, along with bed material samples analyzed for size distribution. Additionally, we include acoustic data from three side-looking shore-mounted ADCPs collected roughly over three years, boat-mount vertical ADCP data collected when sampling suspended sediment, along with inversion results published in the first three paper listed above. Lastly, we include discharge measurements that were used to develop an index-velocity and stage-cross-sectional area relation to develop continuous discharge used in the above publications.
DOI: 10.20383/102.0672
title: Dataset used in the publication 'ALD-Deposited NiO Approaches the Performance of Platinum as a Hydrogen Evolution Cocatalyst on Carbon Nitride'

description: Data used in the main figures of the 2022 publication 'ALD-Deposited NiO Approaches the Performance of Platinum as a Hydrogen Evolution Cocatalyst on Carbon Nitride' in the journal ACS Catalysis (DOI: 10.1021/acscatal.2c04795). The dataset contains characterization and activity data for a series of carbon nitride samples. Different Platinum and Nickel-based cocatalysts were deposited on carbon nitride prepared from a dip-coating technique. Structural (FTIR, XPS, SEM) and optical (absorption, emission, time-resolved photoluminescence, PIAS) characterizations were obtained for the series of samples in order to explain the differences observed in photocatalytic hydrogen production in triethanolamine solutions. The data was generated to better understand how Nickel-based cocatalysts (prepared from NiCl2 or through atomic layer deposition of NiO) can be used as inexpensive alternatives to the commonly used Platinum cocatalysts.
DOI: 10.20383/103.0869
title: Home cage based motor learning platform PiPaw2.0

description: This data repository contains detailed information from a study using the PiPaw2.0 system, an advanced behavioral testing framework for mice. The system includes a modified mouse home cage with a 3D-printed training module, equipped with a nose-poke port, water spout, and a pivotable lever. It features a high-resolution encoder for tracking lever movements and an RFID system for identifying individual mice. The task involves a 'hold task' where mice are trained to pull and hold a lever within a specified range to receive water rewards. Data collected over two months includes task performance metrics, lever trajectory data, and video recordings of trials. The repository contains the data collected from B6J.zQ175 KI (zQ175) mouse model of Huntington Disease and Wild-type (WT) littermates grouped housed in the automated homecages.
DOI: 10.20383/103.0783
title: Temperature sensitivity of soil respiration processes in the presence of naphthalene - Time series geochemistry data from an incubation experiment

description: Decomposition of soil organic matter releases carbon stored in soils to the atmosphere. This soil carbon can be released in the form of carbon dioxide (CO2) in the case of soil respiration as well as methane (CH4) in the case of methanogenesis. CO2 and CH4 are two key greenhouse gases contributing to global climate change, and their emissions from petroleum hydrocarbon (PHC) contaminated sites is a concern for site managers. Since soil organic matter decomposition is a biologically mediated set of processes, like other biologically mediated processes its rates are highly sensitive to temperature. To investigate the effect of temperature and oxygen availability on soil respiration and methanogenesis in the presence of a representation PHC, we performed naphthalene-spiked microcosm incubations under oxic or anoxic headspace at temperatures of 10, 20, and 30°C. Soil microcosms under oxic conditions were incubated for 6 days and sampled daily. Soil microcosms under anoxic conditions were incubated for 49 days and sampled weekly. Time series data were generated for headspace gas concentrations, porewater chemistry, and total soil naphthalene concentrations, which are included in this dataset. Results and findings from analysis of this data are reported in Chapter 3 of The influence of soil moisture, oxygen, and temperature on naphthalene biodegradation and soil respiration (MSc thesis, pending submission, DOI: TBD).
DOI: 10.20383/102.0713
title: In-Situ Chl-a Concentrations and Co-Located Atmospherically Corrected Satellite Products for Western Lake Ontario from 2000-2022

description: This dataset encompasses in-situ chlorophyll-a (Chl-a) concentrations and co-located atmospherically corrected pixel values from Landsat 5, Landsat 7, Landsat 8, and Sentinel-2 satellites for Western Lake Ontario between 2000 and 2022. The dataset includes values for various spectral bands and semi-empirical Chl-a retrieval indices applied to the atmospherically corrected images. MATLAB codes are provided for data preprocessing, regression analysis, and visualizations such as heatmaps, enabling users to investigate relationships between Chl-a concentrations and remote sensing data.
DOI: 10.20383/103.0984
title: Microplastic accumulation in stormwater pond sediment

description: Microplastics are an emerging pollutant which are a threat to aquatic ecosystems because of their resistance to degradation and their potential to carry and release contaminants. In urban watersheds, stormwater runoff is a major carrier of microplastics to downstream water bodies, which often drains into green infrastructure such as stormwater ponds (SWPs). The existing evidence indicates that stormwater ponds (SWPs) may be very effective at reducing the export loads of microplastics from urban areas. To investigate the controls on microplastic accumulation in stormwater pond sediment, we collected sediment samples from five SWPs with different LULC (commercial, industrial, and residential) in the City of Kitchener, Ontario. Microplastics in the sediment samples were extracted via preliminary separation, density separation and Fenton oxidation. The microplastic composition was then characterized using laser direct infrared imaging spectroscopy. Results and findings from the analysis of this data are reported in Controls on microplastic accumulation in stormwater pond sediment (pending submission, DOI: TBD).
DOI: 10.15468/dl.j46bck
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Pellona castelnaeana"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001030-260225131425191/datasets/export for details.
DOI: 10.34740/kaggle/dsv/14962398
title: Berita UNNES
DOI: 10.5281/zenodo.18777235
title: CLM5-FATES output for "Land Models Likely Underestimate the Impact of Future Atmospheric Dryness on European Tree Growth"
DOI: 10.5281/zenodo.18777236
title: CLM5-FATES output for "Land Models Likely Underestimate the Impact of Future Atmospheric Dryness on European Tree Growth"
DOI: 10.15468/dl.ptehj5
title: Occurrence Download

description: A dataset containing 1062035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus sylvestris",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1062035 records from 2115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000964-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/cdx-ynl-8fr
title: †Palorbitolina lenticularis (Blumenbach, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xgj-pc9-rrx
title: Arthropoda

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/m7k8638rmc
title: Coronary Heart Disease - Motivation for Health Behavior_Data_Lu

description: 1. File Descriptions
File 1: First-round assessment data (n=749 participants); File 2: Second-round assessment data (n=347); File 3: Test-retest reliability data (n=35)

2. Demographic Variables
ID: Participant identification number in each round
gender: Participant's gender (categorical)
age: Participant's age in years (continuous)
edu: Highest education level (ordinal, 1=Primary school or below, 2=Junior high school, 3=High school/Technical secondary school, 4=Associate degree, 5=Bachelor’s degree, 6=Postgraduate degree)

3. Scales
mo#: Item from the developed motivation scale
mognr: Item from the general motivation dimension of the Motivation to Change Lifestyle and Health Behaviors for Dementia Risk Reduction Scale
movas: A visual analog scale measured motivation for behavior change
se#: Item from the Short Self-Efficacy for Exercise (SSEE) scale
oe#: Item from the Short Outcome Expectation for Exercise (SOEE) scale
DOI: 10.3535/15n-czl-fqy
title: †Nummulites Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2s-85t-89s
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z0x-zcx-jy4
title: Cervidae Goldfuss, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.nup87h
title: Occurrence Download

description: A dataset containing 6345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Salvinia molesta)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Specimen, Unknown evidence, Machine Observation, Occurrence evidence)",
 "Year is greater than or equal to 1971",
 "Year is less than or equal to 2024",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6345 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020152-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/m7k8638rmc.1
title: Coronary Heart Disease - Motivation for Health Behavior_Data_Lu

description: 1. File Descriptions
File 1: First-round assessment data (n=749 participants); File 2: Second-round assessment data (n=347); File 3: Test-retest reliability data (n=35)

2. Demographic Variables
ID: Participant identification number in each round
gender: Participant's gender (categorical)
age: Participant's age in years (continuous)
edu: Highest education level (ordinal, 1=Primary school or below, 2=Junior high school, 3=High school/Technical secondary school, 4=Associate degree, 5=Bachelor’s degree, 6=Postgraduate degree)

3. Scales
mo#: Item from the developed motivation scale
mognr: Item from the general motivation dimension of the Motivation to Change Lifestyle and Health Behaviors for Dementia Risk Reduction Scale
movas: A visual analog scale measured motivation for behavior change
se#: Item from the Short Self-Efficacy for Exercise (SSEE) scale
oe#: Item from the Short Outcome Expectation for Exercise (SOEE) scale
DOI: 10.3535/8y5-c1w-hkm
title: Pyrgo bulloides (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/abl-042-wew
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5zc-42j-ms7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zwc-klt-xvl
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sra-gke-2a8
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/4x6fxnxffw
title: Raw Data_Digital Transformation in Real Estate

description: The attachement are the raw data of : Digital Transformation in Real Estate Study
DOI: 10.3535/8sr-vht-8rc
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lza-njd-whd
title: †Holaster L. Agassiz, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c91-v8h-cch
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f3l-6q4-97y
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/4x6fxnxffw.1
title: Raw Data_Digital Transformation in Real Estate

description: The attachement are the raw data of : Digital Transformation in Real Estate Study