cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4723806
title: PCA - Analysis for spatial variability of forward modelled attenuated backscatter in clear-sky conditions over a megacity: Implications for observation network design

description: Spatial variability of forward modelled attenuated backscatter in clear-sky conditions over a megacity: Implications for observation network design  ( paper in review May 2021)

Elliott Warren1,2, Cristina Charlton-Perez3, Humphrey Lean3, Simone Kotthaus4, Sue Grimmond1*



1 Department of Meteorology, University of Reading, UK

2 Met Office, Exeter, UK

3 Met Office@Reading, UK

4 Institut Pierre Simon Laplace (IPSL), CNRS, École Polytechnique, Institut Polytechnique de Paris, 91128 Palaiseau Cedex, France

*Corresponding authors: elliott.warren@metoffice.gov.uk, c.s.grimmond@reading.ac.uk


 

PCA analysis

The following are related datasets and code:



(1) ceilometer:  10.5281/zenodo.4723564

(2) UKV: 10.5281/zenodo.4723576

(3) London Model: 10.5281/zenodo.4723582

4) Principal Component Analysis results: 10.5281/zenodo.4723806

Python  code used in analysis available at: https://github.com/elliottwarren/improveNetworks.
DOI: 10.5281/zenodo.14998683
title: Table with radiocarbon dates from Starčevo–Körös–Criş sites used for palaeodemographic reconstructions

description: An updated version of Table with radiocarbon dates from Starčevo–Körös–Criş sites used for palaeodemographic reconstructions (word file with references added).
DOI: 10.5281/zenodo.14965881
title: Table with radiocarbon dates from Starčevo–Körös–Criş sites used for palaeodemographic reconstructions

description: An updated version of Table with radiocarbon dates from Starčevo–Körös–Criş sites used for palaeodemographic reconstructions (word file with references added).
DOI: 10.5281/zenodo.14965882
title: Table with radiocarbon dates from Starčevo–Körös–Criş sites used for palaeodemographic reconstructions
DOI: 10.5281/zenodo.12205267
title: Supporting data for "How Reference Electrodes Improve Our Understanding of Degradation Processes in Half- and Full-Cell Cell Potassium-Ion Battery Setups"
DOI: 10.5281/zenodo.12205268
title: Supporting data for "How Reference Electrodes Improve Our Understanding of Degradation Processes in Half- and Full-Cell Cell Potassium-Ion Battery Setups"
DOI: 10.15468/dl.jmqyg7
title: Occurrence Download

description: A dataset containing 424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.25482 43.5807,3.47695 43.5807,3.47695 43.66047,3.25482 43.66047,3.25482 43.5807))",
 "TaxonKey is Ophrys exaltata Ten.",
 "Year 2000-2025"
 ]
}

 The dataset includes 424 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009868-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10979442
title: Sentinel-1&2 Training Dataset - LC Classification
DOI: 10.5281/zenodo.14998412
title: Data and Code for "Exploring New Mangrove Horizons: A Scalable Remote Sensing Approach with Planet-NICFI and Sentinel-2 Images"

description: This dataset and code are associated with the paper "Exploring New Mangrove Horizons: A Scalable Remote Sensing Approach with Planet-NICFI and Sentinel-2 Images." The dataset includes:



Training and test points are used for classification.

Training and test area define the boundaries of all training and test points.

Mangrove potential zone restrict the mapping output to potential mangrove habitats.


The provided script is written in Python and runs on Google Colab. To execute the code, users must have a Google Earth Engine (GEE) account and upload the required datasets to their GEE assets. Using this dataset and script, researchers and practitioners can replicate or adapt the methodology for mangrove mapping in various geographical regions. If you use this dataset or script in your research, please ensure proper attribution by citing the related publication.
DOI: 10.5281/zenodo.14998413
title: Data and Code for "Exploring New Mangrove Horizons: A Scalable Remote Sensing Approach with Planet-NICFI and Sentinel-2 Images"

description: This dataset and code are associated with the paper "Exploring New Mangrove Horizons: A Scalable Remote Sensing Approach with Planet-NICFI and Sentinel-2 Images." The dataset includes:



Training and test points are used for classification.

Training and test area define the boundaries of all training and test points.

Mangrove potential zone restrict the mapping output to potential mangrove habitats.


The provided script is written in Python and runs on Google Colab. To execute the code, users must have a Google Earth Engine (GEE) account and upload the required datasets to their GEE assets. Using this dataset and script, researchers and practitioners can replicate or adapt the methodology for mangrove mapping in various geographical regions. If you use this dataset or script in your research, please ensure proper attribution by citing the related publication.
DOI: 10.15468/dl.wjqpa2
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gulo gulo (Linnaeus, 1758)",
 "Year is 2025"
 ]
}

 The dataset includes 286 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009869-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14989904
title: Arbuscular mycorrhizal fungal and bacterial biodiversity along carbon and nitrogen gradients in tropical forests of Côte d'Ivoire
DOI: 10.5281/zenodo.14989905
title: Arbuscular mycorrhizal fungal and bacterial biodiversity along carbon and nitrogen gradients in tropical forests of Côte d'Ivoire
DOI: 10.15468/dl.uq8ptf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eretmocerus emiratus Zolnerowich & Rose, 1998",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009952-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzmm9p
title: Occurrence Download

description: A dataset containing 412143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ClassKey is one of (Malacostraca)",
 "Country is one of (Germany, Netherlands, Poland)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 412143 records from 579 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009948-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcx6ep
title: Occurrence Download

description: A dataset containing 2838597228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Animalia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2838597228 records from 49328 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054087-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/3wxr-9p46
title: NBb pollen dataset

description: Raw data for the NBb pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/aytc-hk08
title: GaI pollen dataset

description: Raw data for the GaI pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.s2t7mz
title: Occurrence Download

description: A dataset containing 16993 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthoxanthum nitens (Weber) Y.Schouten & Veldkamp, Anthoxanthum nitens (Weber) Y.Schouten & Veldkamp, Hierochloe odorata subsp. odorata, Anthoxanthum repens (Host) Veldkamp, Anthoxanthum repens (Host) Veldkamp, Himantoglossum adriaticum H.Baumann, Himantoglossum caprinum (M.Bieb.) Spreng., Himantoglossum caprinum (M.Bieb.) Spreng., Himantoglossum comperianum (Steven) P.Delforge, Himantoglossum hircinum (L.) Spreng.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 16993 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069736-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5cqcf
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alsodes gargola Gallardo, 1970"
 ]
}

 The dataset includes 429 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111335-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kynadc
title: Occurrence Download

description: A dataset containing 2486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 9.50107918306102",
 "DecimalLongitude is less than 9.50413873624542",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2486 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009462-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5e6nyw
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammillaria gaumeri (Britton & Rose) Orcutt"
 ]
}

 The dataset includes 58 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130991-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7y4qf
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aristolochia samarensis Merr."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013105-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prw924
title: Occurrence Download

description: A dataset containing 5306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is France",
 "DatasetKey is Centralisation des observations floristiques - Observations floristiques issues de la base de données du Conservatoire botanique national alpin",
 {
 "or" : [
 "InstitutionCode is cbn alpin",
 "InstitutionCode is conservatoire botanique national alpin"
 ]
 },
 "Issue is Geodetic datum assumed WGS84",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is Gentiana lutea L.",
 "Year 1950-2020"
 ]
}

 The dataset includes 5306 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133185-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qt4qqt
title: Occurrence Download

description: A dataset containing 25977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Holcus annuus Salzm. ex C.A.Mey., Holcus annuus subsp. setiglumis (Boiss. & Reut.) M.Seq. & Castrov., Holcus gayanus Boiss., Holcus lanatus L., Holcus mollis L., Holcus mollis subsp. mollis, Holcus notarisii Nyman, Holosteum umbellatum L., Holosteum glutinosum (M.Bieb.) Fisch. & C.A.Mey., Holosteum umbellatum subsp. hirsutum (Mutel) Breistr.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 25977 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069744-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgacyy
title: Occurrence Download

description: A dataset containing 256896 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Typha latifolia L."
 ]
}

 The dataset includes 256896 records from 904 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092309-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11300873
title: Dataset on Atmospheric CO2 in the Metropolitan Area of Naples, Italy

description: The dataset includes measurements of CO2 concentration in the air and the isotopic composition of carbon and oxygen in the CO2. The measurements were conducted between May 23 and 24, 2023, in Naples, within the urbanized area extending from Bacoli in the west to Torre del Greco in the east.
DOI: 10.15468/dl.97rfr4
title: Occurrence Download

description: A dataset containing 482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galathea rostrata A.Milne-Edwards, 1880",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 482 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052626-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqhj8e
title: Occurrence Download

description: A dataset containing 99205 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is France",
 "Country is Portugal"
 ]
 },
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 99205 records from 402 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133188-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psp7m5
title: Occurrence Download

description: A dataset containing 29662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyacinthoides hispanica (Mill.) Rothm., Hyacinthoides italica (L.) Rothm., Hyacinthoides non-scripta (L.) Chouard ex Rothm., Hyacinthus orientalis L., Hyalopoa pontica (Balansa) Tzvelev, Hydrilla verticillata (L.f.) Royle, Hydrocharis morsus-ranae L., Hydrocotyle bonariensis Comm. ex Lam., Hydrocotyle ranunculoides L.fil., Hydrocotyle sibthorpioides Lam.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 29662 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069755-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9xn92
title: Occurrence Download

description: A dataset containing 36443 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthracothorax prevostii (R.Lesson, 1832)"
 ]
}

 The dataset includes 36443 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111331-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/77f9jy9fvd
title: Predicting the antioxidant activity of some flavonoids of arbutus plant: A theoretical approach

description: The optimized output files of the three flavonoids
DOI: 10.17632/sstsv55xsf
title: Early reading assessment data in Malay

description: Early reading assessment data
DOI: 10.17632/czshm2fzr6
title: Seismic magnitude calculation in numerical simulation

description: A new method for calculating seismic magnitude in numerical simulation is presented and verified in detail.
The dataset is all computed using a self-written program using python code.
In the process of dataset processing, python code is mainly used to process it to generate a number of graphs, and then Excel and Origin software is used to draw a small amount of data into graphs.
DOI: 10.17632/9s37k6s8jr
title: Crucial Roles of the BRCA1-BARD1 E3 Ubiquitin Ligase Activity in Homology-Directed DNA Repair

description: A pdf file containing raw images, gel images and western blots for manuscript entitled 'Crucial Roles of the BRCA1-BARD1 E3 Ubiquitin Ligase Activity in Homology-Directed DNA Repair' by Wang & Li et al, 2023.
DOI: 10.17632/nkznjjnwpw
title: Off-resonance saturation as an MRI method to quantify ferritin-bound iron in the post-mortem brain

description: Purpose To employ an Off-Resonance Saturation (ORS) method to measure the ferritin-bound iron pool, which is an endogenous contrast agent which can give information on cellular iron status. Methods An ORS acquisition protocol was implemented on a 7T preclinical scanner and the contrast maps were fitted to an established analytical model. The method was validated by correlation and Bland-Altman analysis on a ferritin-containing phantom. Ferritin-iron maps were obtained from post-mortem tissue of patients with neurological diseases characterized by brain iron accumulation, i. e. Alzheimer’s disease, Huntington’s disease and aceruloplasminemia, and validated with histology. Transverse relaxation rate and magnetic susceptibility values were also obtained for comparison. Results In post-mortem tissue, the ferritin-iron contrast strongly co-localizes with histological iron staining, in all the cases. Quantitative iron values obtained via the ORS method are in agreement with literature. Conclusions Off-resonance saturation is an effective way to detect iron in grey matter structures, while mitigating for the presence of myelin. If a reference region with little iron is available in the tissue, the method can produce quantitative iron maps. This method is applicable in the study of brain diseases characterized by brain iron accumulation and complement existing iron-sensitive parametric methods.
DOI: 10.17632/66654gj3d9
title: Exploring the wetting behaviors and structural responses of clay-water systems based on a coarse-grained approach

description: Supplementary data for the article entitled "Exploring the wetting behaviors and structural responses of clay-water systems based on a coarse-grained approach".
DOI: 10.17632/hc49dsw54g
title: Malaysian Agriculture and Plantation Greenhouse Gas Equilibrium Model

description: The code for the Malaysian Agriculture and Plantation Greenhouse Gas Equilibrium Model. The code is written in GAMS while the model represents the agricultural sector of Malaysia. The model predicts the potential of the agricultural industry to produce renewable energy. The model allows biodiesel made from palm oil, yellow grease, and palm fatty acid distillates. The model also allows bioelectricity, biobutanol, and bioethanol from waste biomass.
DOI: 10.17632/zdypt3mpy3
title: Data for: Mechanical properties and impact performance of silk-epoxy resin composites modulated by flax fibres

description: A set of natural silk and flax fibre reinforced composites have been prepared using resin transfer molding method. While maintaining a constant overall fibre volume fraction of the composites at 50 vol.%, the hybrid ratios of silk and flax were varied. From the dataset, a stiffening and strengthening effect from the introduction of flax can be seen for hybrid fibre composites compared to silk-only composites. In addition, the interlaminar shear strength (ILSS) was found to enhance with the introduction of flax in the hybrid fibre composites. It is noted that the ILSS test specimens failed in a combination of tensile and shear failure modes due to the ductility of both epoxy resin and silk fibres.