cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17708448
title: 10-meter resolution land-cover and crop-type map for Sichuan Province for the year 2021

description: This dataset provides a 10-meter resolution land-cover and crop-type map for Sichuan Province for the year 2021. The map contains 19 classes in total, including 13 land-cover classes and 6 crop types. Each pixel is assigned an integer value from 0 to 19, corresponding to the following classes:





0 – No data




1 – Built-up




2 – Grassland




3 – Bare land




4 – Evergreen needle-leaved forest




5 – Deciduous needle-leaved forest




6 – Evergreen broadleaved forest




7 – Deciduous broadleaved forest




8 – Mixed forest




9 – Evergreen shrubland




10 – Deciduous shrubland




11 – Water




12 – Wetland




13 – Ice/Snow




14 – Other crops / Cropland




15 – Flower seeds




16 – Orchards




17 – Maize




18 – Wheat




19 – Paddy fields



The classification achieves an overall accuracy of 86.3%, indicating reliable performance across both land-cover and crop-type categories.
DOI: 10.15468/dl.va3532
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Astragalus alatavicus"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007270-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29950406
title: cell cycle orignal date

description: Following trypsinization, glioma cells were collected and adjusted to a density of 1×10⁶ cells per sample in a 15 mL conical centrifuge tube. The cells were washed twice with pre-cooled PBS and fixed in 70% ethanol overnight at 4°C. Subsequently, the fixed cells were stained with propidium iodide according to the manufacturer's instructions of the cell cycle detection kit (Beyotime, Shanghai, China). DNA content analysis was then performed using a flow cytometer (BD Accuri C6 Plus), and the resulting data were analyzed to determine the cell cycle distribution.
DOI: 10.6084/m9.figshare.29950406.v3
title: cell cycle orignal date

description: Following trypsinization, glioma cells were collected and adjusted to a density of 1×10⁶ cells per sample in a 15 mL conical centrifuge tube. The cells were washed twice with pre-cooled PBS and fixed in 70% ethanol overnight at 4°C. Subsequently, the fixed cells were stained with propidium iodide according to the manufacturer's instructions of the cell cycle detection kit (Beyotime, Shanghai, China). DNA content analysis was then performed using a flow cytometer (BD Accuri C6 Plus), and the resulting data were analyzed to determine the cell cycle distribution.
DOI: 10.6084/m9.figshare.29950406.v4
title: cell cycle orignal date

description: Following trypsinization, glioma cells were collected and adjusted to a density of 1×10⁶ cells per sample in a 15 mL conical centrifuge tube. The cells were washed twice with pre-cooled PBS and fixed in 70% ethanol overnight at 4°C. Subsequently, the fixed cells were stained with propidium iodide according to the manufacturer's instructions of the cell cycle detection kit (Beyotime, Shanghai, China). DNA content analysis was then performed using a flow cytometer (BD Accuri C6 Plus), and the resulting data were analyzed to determine the cell cycle distribution.
DOI: 10.25716/gude.14h9-pey0
title: Architectural principles of transporter-chaperone coupling within the native MHC I peptide-loading complex
title: US6-arrested native human peptide loading complex

description: Adaptive immunity depends on major histocompatibility complex class I (MHC I) presentation of peptides, a process orchestrated by the peptide-loading complex (PLC) in the endoplasmic reticulum. The PLC ensures precise peptide selection and loading and is a major target of viral immune evasion, notably by human cytomegalovirus (HCMV). Here, we report the 2.59–2.88 Å cryo-electron microscopy structure of native human PLC bound to the HCMV immune evasin US6. US6 inhibits the TAP1/2 transporter by laterally attaching its transmembrane helix to TAP2 using a disulfide-rich domain to mimic a translocating peptide. This domain blocks the ER-lumenal exit and locks TAP in an outward-facing conformation with closed nucleotide-binding domains and asymmetric ATP/ADP occlusion. The structure also reveals how TAP’s N-terminal transmembrane domains scaffold the MHC I chaperone tapasin. These findings elucidate the mechanism of US6-mediated immune evasion and highlight potential targets for therapeutic modulation of immune presentation in infection and cancer.
description: Raw Data Source Data File (after revision and acceptance of manuscript) Figure 4d and 4g SI fig. S1a, b, d, e SI fig. S8d, e
DOI: 10.5525/gla.researchdata.1961
title: Lateral Flow Biosensors for Low Abundance Detection of Brain Natriuretic Peptide with Enzyme-Free Amplification

description: As supplementary material for interests.
DOI: 10.34740/kaggle/dsv/13861636
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.15468/dl.db57bu
title: Occurrence Download

description: A dataset listing the 4132224 species recorded in GBIF matching the query:
{ }

 The dataset's 4132224 records were derived from 87419 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007245-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u5288
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gloydius liupanensis)",
 "Country is one of (China, India, Indonesia, Pakistan, Bangladesh, Japan, Philippines, Viet Nam, Türkiye, Iran (Islamic Republic of), Thailand, Myanmar, Korea, Republic of, Korea (Democratic People’s Republic of), Iraq, Afghanistan, Saudi Arabia, Uzbekistan, Malaysia, Yemen, Nepal, Sri Lanka, Kazakhstan, Syrian Arab Republic, Cambodia, Jordan, Azerbaijan, United Arab Emirates, Tajikistan, Israel, Lao People’s Democratic Republic, Lebanon, Kyrgyzstan, Turkmenistan, Singapore, Oman, Palestine, State of, Kuwait, Georgia, Mongolia, Armenia, Qatar, Bahrain, Timor-Leste, Cyprus, Bhutan, Maldives, Brunei Darussalam)",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007271-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30588821
title: DATASET: Data-Driven Clinical Decision Trees and Generative Topographic Mapping to Guide Stroke Rehabilitation Program Allocation

description: A simulated and expert-annotated dataset of 700 stroke patients characterized by 49 demographic, clinical, and functional variables, we modeled real-world heterogeneity across seven rehabilitation programs ranging from home-based to high-intensity hospital-based care. Each patient of the dataset was profiled by forty-nine parameters in total. The dataset was subsequently reviewed and annotated in a structured, multi-stage approach, by an expert panel of four attending physicians.The .ppt file in the directory is the in-house tree that it is currently used at the institution (Hospital del Mar, Barcelona, Spain), and it is based on national stroke rehabilitation guidelines. The in-house decision tree utilizes as predictor variables the NIHSS, MoCA score, mRS, patient age, caregiver presence, and the Charlson Index.
DOI: 10.6084/m9.figshare.30588821.v1
title: DATASET: Data-Driven Clinical Decision Trees and Generative Topographic Mapping to Guide Stroke Rehabilitation Program Allocation

description: A simulated and expert-annotated dataset of 700 stroke patients characterized by 49 demographic, clinical, and functional variables, we modeled real-world heterogeneity across seven rehabilitation programs ranging from home-based to high-intensity hospital-based care. Each patient of the dataset was profiled by forty-nine parameters in total. The dataset was subsequently reviewed and annotated in a structured, multi-stage approach, by an expert panel of four attending physicians.
DOI: 10.6084/m9.figshare.30588821.v2
title: DATASET: Data-Driven Clinical Decision Trees and Generative Topographic Mapping to Guide Stroke Rehabilitation Program Allocation

description: A simulated and expert-annotated dataset of 700 stroke patients characterized by 49 demographic, clinical, and functional variables, we modeled real-world heterogeneity across seven rehabilitation programs ranging from home-based to high-intensity hospital-based care. Each patient of the dataset was profiled by forty-nine parameters in total. The dataset was subsequently reviewed and annotated in a structured, multi-stage approach, by an expert panel of four attending physicians.The .ppt file in the directory is the in-house tree that it is currently used at the institution (Hospital del Mar, Barcelona, Spain), and it is based on national stroke rehabilitation guidelines. The in-house decision tree utilizes as predictor variables the NIHSS, MoCA score, mRS, patient age, caregiver presence, and the Charlson Index.
DOI: 10.6084/m9.figshare.30704588
title: UAV-Assisted <b>Multispectral Dataset </b>(60_metres) (Andhra Pradesh)

description: The multispectral payload used in this study was <b><i>Micasense RedEdge-MX</i></b> which comprises the blue, green, red, redEdge, and near-infrared bands. The UAV used to mount the multispectral camera was <b><i>SNAP-M</i></b> manufactured by <b><i>CDSPACE</i></b>. The <b><i>DLS-2</i></b> module integrated with GPS, served as an essential attachment for the multispectral camera providing underlying light information. The quadcopter UAV used in this study had a payload capacity of up to 600 grams. The software integration with the multispectral camera was performed prior to the flight planning to ensure seamless operation. The study area was downsampled from the Andhra Pradesh province of Anantapur district and further to a cropland belonging to Puttaparthi region.
DOI: 10.6084/m9.figshare.30704588.v1
title: UAV-Assisted <b>Multispectral Dataset </b>(60_metres) (Andhra Pradesh)

description: The multispectral payload used in this study was <b><i>Micasense RedEdge-MX</i></b> which comprises the blue, green, red, redEdge, and near-infrared bands. The UAV used to mount the multispectral camera was <b><i>SNAP-M</i></b> manufactured by <b><i>CDSPACE</i></b>. The <b><i>DLS-2</i></b> module integrated with GPS, served as an essential attachment for the multispectral camera providing underlying light information. The quadcopter UAV used in this study had a payload capacity of up to 600 grams. The software integration with the multispectral camera was performed prior to the flight planning to ensure seamless operation. The study area was downsampled from the Andhra Pradesh province of Anantapur district and further to a cropland belonging to Puttaparthi region.
DOI: 10.6084/m9.figshare.30529346
title: CMIP6 historical and future SSP scenarios dataset

description: CMIP6 monthly output data only pr, tas, evspsbl for 1850-2014, 2015-2100
DOI: 10.6084/m9.figshare.30529346.v1
title: CMIP6 historical and future SSP scenarios dataset

description: CMIP6 monthly output data only pr, tas, evspsbl for 1850-2014, 2015-2100
DOI: 10.15468/dl.p9y9p2
title: Occurrence Download

description: A dataset containing 3860199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85 -15,-75 -15,-75 -5,-85 -5,-85 -15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 3860199 records from 750 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007226-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17191513
title: RE-ENFORCE Harmonized Database on Drivers of Forest Degradation

description: RE-ENFORCE Harmonized Database on Drivers of Forest Degradation (v1.0.0) is a transnational geospatial dataset integrating key environmental, climatic, forest, soil, and disturbance-related layers to support modelling and assessment of forest degradation and restoration potential across Central Europe. The database consolidates spatial data from multiple European providers into a unified structure, harmonized in projection (WGS84, EPSG:4326), spatial resolution (30 arc-seconds, ~1 km), and geographic extent.

Developed within Work Package 1 of the RE-ENFORCE project, the database serves as the common geospatial foundation for all analytical and modelling tasks in subsequent work packages. It enables cross-border comparability, reproducibility of workflows, and consistent inputs for modelling forest degradation drivers, ecosystem services, climate impacts, and restoration priorities.

The dataset includes harmonized layers on land cover, climate variables (CHELSA), derived temperature indices (Growing Degree Days), topography (EU-DEM), forest structure (biomass, canopy height, species distributions), soil properties (ESDBv2), registered seed sources (FOREMATIS), and historical disturbance records (bark beetle). All layers are extensively documented and accompanied by metadata, source citations, and licence information.

The structure and metadata are localized in Git-hub repository: JCepl/RE-ENFORCE-Harmonized-Database: This Git-hub Repository acompanies the ZENODO repository for the Transnational Cooperation on Nature-based Solutions for Restoring Degraded Forests of Central Europe (RE-ENFORCE)

This first release (v1.0.0) provides the baseline environmental predictors and validation layers required for modelling within RE-ENFORCE. Future versions will integrate additional outputs, including restoration strategies, spatial indicators, and model-derived products, maintaining full transparency through versioning and accompanying GitHub documentation.

The database is openly accessible under the original licences of each data provider and supports researchers, forest managers, and policymakers in developing evidence-based strategies for forest restoration and resilience under climate change.
DOI: 10.15468/dl.x6vwdv
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pithecophaga jefferyi",
 "Year 2000-2025"
 ]
}

 The dataset includes 131 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007273-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvpkwm
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gloydius monticola)",
 "Country is one of (China, India, Indonesia, Pakistan, Bangladesh, Japan, Philippines, Viet Nam, Türkiye, Iran (Islamic Republic of), Thailand, Myanmar, Korea, Republic of, Korea (Democratic People’s Republic of), Iraq, Afghanistan, Saudi Arabia, Uzbekistan, Malaysia, Yemen, Nepal, Sri Lanka, Kazakhstan, Syrian Arab Republic, Cambodia, Jordan, Azerbaijan, United Arab Emirates, Tajikistan, Israel, Lao People’s Democratic Republic, Lebanon, Kyrgyzstan, Turkmenistan, Singapore, Oman, Palestine, State of, Kuwait, Georgia, Mongolia, Armenia, Qatar, Bahrain, Timor-Leste, Cyprus, Bhutan, Maldives, Brunei Darussalam)",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007276-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.958fxh
title: Occurrence Download

description: A dataset containing 5134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Lasiommata megera",
 "Year 2011-2025"
 ]
}

 The dataset includes 5134 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007275-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15738690
title: Dataset for 'Localized nutrient colimitation of phytoplankton growth rates across the subtropical South Pacific Ocean'

description: Dataset for 'Localized nutrient colimitation of phytoplankton growth rates across the subtropical South Pacific Ocean' by Yuan et al. 2025
DOI: 10.5281/zenodo.15738689
title: Dataset for 'Localized nutrient colimitation of phytoplankton growth rates across the subtropical South Pacific Ocean'

description: Dataset for 'Localized nutrient colimitation of phytoplankton growth rates across the subtropical South Pacific Ocean' by Yuan et al. 2025
DOI: 10.13140/rg.2.2.35497.04969
title: Supporting Information
DOI: 10.15468/dl.2wf7qy
title: Occurrence Download

description: A dataset containing 30146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((17.762287 -34.668307, 30.355373 -34.668307, 30.355373 -23.342043, 17.762287 -23.342043, 17.762287 -34.668307))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Poaceae)"
 ]
}

 The dataset includes 30146 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007274-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6w65d
title: Occurrence Download

description: A dataset containing 3771437 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Egretta garzetta"
 ]
}

 The dataset includes 3771437 records from 2287 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007244-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/szsva3cwv3u4
title: Radiostratigraphy and Age Structure of the Greenland Ice Sheet, Version 2
DOI: 10.15468/dl.7jwm8b
title: Occurrence Download

description: A dataset containing 309677 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Puerto Rico Reef Visual Census (RVC) 2016 - 2021"
 ]
}

 The dataset includes 309677 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031927-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5a69g
title: Occurrence Download

description: A dataset containing 22148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthyllis vulneraria",
 "Country is Germany",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year 1980-2025",
 {
 "or" : [
 "StateProvince is null",
 "StateProvince is Bayern"
 ]
 }
 ]
}

 The dataset includes 22148 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031931-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9k2sm5
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (NMNH Extant Specimen Records (USNM, US), INSDC Sequences, Museum of Comparative Zoology, Harvard University, KUBI Mammalogy Collection, University of Michigan Museum of Zoology, Division of Mammals, Collection Mammalia SMF, Academy of Natural Sciences of Philadelphia Mammalogy Collection, AMNH Mammal Collections, Field Museum of Natural History (Zoology) Mammal Collection)",
 "TaxonKey is Tupaia palawanensis"
 ]
}

 The dataset's 1 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031929-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/26910
title: Chandra X-ray Observatory ObsId 26910

description: A Deep Resolved Study of CGCG341-006, a 1.5 kpc Nearby Dual AGN
DOI: 10.15468/dl.aub9ev
title: Occurrence Download

description: A dataset containing 871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia minima",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is one of (Argentina, Belize, Bolivia (Plurinational State of), Brazil, Colombia, Cuba, Ecuador, El Salvador, Guatemala, Honduras, Mexico, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Uruguay, Venezuela (Bolivarian Republic of))"
 ]
}

 The dataset includes 871 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031935-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240277
title: HIFLD OPEN HydroLocation - Headwater, Terminus, Divergence, Confluence, Catchment Outlet

description: The USGS 3D Hydrography Program (3DHP) ArcGIS REST service (3DHP_all) from The National Map is the first of several data services that will be delivered by the 3D Hydrography Program. The 3DHP_all comprises a national network of flowlines, hydrolocations, and water bodies, and will include catchments, drainage areas, and flow network derivatives as they are populated in the future. The 3DHP_all service will provide access to a 3D-enabled geospatial hydrography vector dataset built from 3DHP data and intended to provide the most comprehensive but general rendering of 3DHP data. 3DHP data is derived from elevation-derived hydrography (EDH) Elevation-Derived Hydrography Specifications | U.S. Geological Survey (usgs.gov) where available. Where EDH has not been collected, 3DHP data will be supplemented by data from the National Hydrography Dataset (NHD) National Hydrography Dataset | U.S. Geological Survey (usgs.gov). As further EDH data is collected, the EDH data will replace the NHD data in that data collection area. 3DHP data ingested from EDH sources will include catchments, drainage areas derived from catchments, and flowline network attribute derivatives.For additional information on the 3DHP, go to https://www.usgs.gov/3dhp.See https://apps.nationalmap.gov/help/ for assistance with The National Map viewer, download client, services, or metadata.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.