cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5850952
title: Breast tumour microenvironment structures are associated with genomic features and clinical outcome

description: The data comprise three types: Full stack tiff images that contain multiplexed imaging mass cytometry (IMC) images. Image masks that identify image regions associated with cells, epithelium and vessels Processed data that contain measurements taken using the associated images. All full stacks and masks are tiff images. Each IMC acquisition (image) is associated with six images in total: the full stack image itself and five image masks (whole cell, nucleus, cytoplasm, tumour and vessel). The naming convention for these images is MB####_###_ImageType.tiff, where: MB#### is the METABRIC identifier. This can be used to link the data to other METABRIC data in the public domain. ### is the ImageNumber. This links the image to columns in processed data files. It is a sequential integer between one and three digits long. Note that this number, assigned based on file order, is not the same across studies so cannot be used to link images from other METABRIC data sets e.g. Ali et al Nat Cancer 2020. Each image corresponds to a core from a tissue microarray (TMA) slide. ImageType. A descriptive label that identifies the type of image. Notes: The order of image layers in full stack images corresponds to the markerStackOrder.csv file, which identifies each image layer with its corresponding isotope and epitope. Masks are grayscale images where each discrete region is identified by a set of contiguous pixels associated with a single integer value. These tend to be sequential from the top to the bottom of the image (this is why a mask appears as a gradation of gray and white when opened in an image viewer). The processed single cell data ‘ObjectNumber’ column corresponds to whole cell masks, where the integer values of each cell maps to ‘ObjectNumber’, allowing for marker values and other features to be mapped to images. Two processed data files: SingleCells.csv where each row represents a cell, and columns are data associated with each cell. Each observation is uniquely identified by the combination of ImageNumber and ObjectNumber. These data have already been spillover corrected. Single cell measurements correspond to 'CellMask' image masks. CellNeighbours.csv where each row represents a cell-cell interaction. The data are in graph format, with columns labelled ‘from’ and ‘to’ meaning <strong>from</strong> an index cell <strong>to</strong> a neighbouring cell (despite this convention, the data are undirected); the integers within these columns map to ObjectNumber in SingleCells.csv. Notes: The convention for `is_` variables in processed data files is that 0 is FALSE and 1 TRUE. Two column annotation files: Two corresponding annotation files that contain details on the content of each column in processed tabular files are also provided, they are SingleCellsAnnotation.xlsx and CellNeighboursAnnotation.xlsx
DOI: 10.5281/zenodo.7324285
title: Breast tumour microenvironment structures are associated with genomic features and clinical outcome

description: This update fixes some bugs that prevented the code (to reproduce findings reported in the original publication) from running seamlessly. Image data remain unchanged and should be downloaded from version 2.0.0. For detailed description of the contents please see version 2.0.0.
DOI: 10.15468/dl.cr85dp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heleophryne orientalis FitzSimons, 1946",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033047-250525065834625/datasets/export for details.
DOI: 10.15468/dl.s5eqv8
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Gerbillus hoogstraali Lay, 1975",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033048-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6p5pg7
title: Occurrence Download

description: A dataset containing 1548687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1049.0",
 "EventDate 2025-01-01-2025-02-01",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1548687 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033038-250525065834625/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.29278919
title: prect.tar.gz

description: g7: 60kmg9: 15km6h interval-mean precipitation rate over a selected area.
DOI: 10.6084/m9.figshare.29278919.v1
title: prect.tar.gz

description: g7: 60kmg9: 15km6h interval-mean precipitation rate over a selected area.
DOI: 10.5281/zenodo.15631007
title: Engineering Mechanostable Anticalin Scaffolds to Enhance Particle Adhesion and Targeting of CTLA-4 under Shear Stress

description: Raw data file to accompany "Engineering Mechanostable Anticalin Scaffolds to Enhance Particle Adhesion and Targeting of CTLA-4 under Shear Stress" published in Angewandte Chemie International Edition.
DOI: 10.5281/zenodo.15631008
title: Engineering Mechanostable Anticalin Scaffolds to Enhance Particle Adhesion and Targeting of CTLA-4 under Shear Stress

description: Raw data file to accompany "Engineering Mechanostable Anticalin Scaffolds to Enhance Particle Adhesion and Targeting of CTLA-4 under Shear Stress" published in Angewandte Chemie International Edition.
DOI: 10.17035/cardiff.29269418
title: Machine Learning Driven Chemiluminescence-Based Modelling of Combustion Parameters in Premixed Swirling NH<sub>3</sub>/H<sub>2 </sub>Flames - Data

description: Ammonia (NH₃) is a carbon-free fuel with high energy density and an established global transport infrastructure, making it a promising candidate for clean energy applications. However, ammonia-only combustion faces significant challenges due to its low flame speed, high ignition temperature, and tendency to form harmful nitrogen oxides (NOx). These issues make stable combustion and emissions control difficult in engines and turbines. To address this, researchers are exploring fuel blending strategies, particularly with hydrogen (H₂). This work develops predictive models for estimating equivalence ratio (), ammonia fraction (xNH<sub>3</sub>) and noxious emissions (NOx) from the flames of turbulent premixed NH<sub>3</sub>/H<sub>2 </sub>fuel blend stabilised using a tangential swirl burner. Bayesian Regularisation Artificial Neural Network (BR-ANN) is utilised to estimate both and xNH<sub>3 </sub>with excited ratios NH*/OH*, violet/OH* and NH<sub>2</sub>*/NO<sub>2</sub>* as inputs. NOx was predicted with NO*, OH*, NH*, NH<sub>2</sub>* and NO<sub>2</sub>* as input variables.The developed models operate within the ranges of ammonia-hydrogen blend (0.55xNH<sub>3</sub>0.90), Reynolds numbers (4000Re7000), equivalence ratios (0.601.40), room temperature and atmospheric pressure.The data for the NOx emissions and chemiluminescence ratios covering the above listed conditions are presented in a .xlsx file. Columns A to C contain the data for ammonia fraction, equivalence ratio, Reynolds number respectively. Columns D to F have the data for NO, NO<sub>2</sub> and N<sub>2</sub>O all in ppmv, dry 15% O<sub>2</sub> respectively in them. Columns G, H and I contain the ratios NH*/OH*, violet/OH*, NH<sub>2</sub>*/NO<sub>2</sub>* respectively. Finally, columns J, K,L, M and N contain the data for NH<sub>2</sub>*, OH*, NH*, NO<sub>2</sub>* and NO*.
DOI: 10.17035/cardiff.29269418.v1
title: Machine Learning Driven Chemiluminescence-Based Modelling of Combustion Parameters in Premixed Swirling NH<sub>3</sub>/H<sub>2 </sub>Flames - Data

description: Ammonia (NH₃) is a carbon-free fuel with high energy density and an established global transport infrastructure, making it a promising candidate for clean energy applications. However, ammonia-only combustion faces significant challenges due to its low flame speed, high ignition temperature, and tendency to form harmful nitrogen oxides (NOx). These issues make stable combustion and emissions control difficult in engines and turbines. To address this, researchers are exploring fuel blending strategies, particularly with hydrogen (H₂). This work develops predictive models for estimating equivalence ratio (), ammonia fraction (xNH<sub>3</sub>) and noxious emissions (NOx) from the flames of turbulent premixed NH<sub>3</sub>/H<sub>2 </sub>fuel blend stabilised using a tangential swirl burner. Bayesian Regularisation Artificial Neural Network (BR-ANN) is utilised to estimate both and xNH<sub>3 </sub>with excited ratios NH*/OH*, violet/OH* and NH<sub>2</sub>*/NO<sub>2</sub>* as inputs. NOx was predicted with NO*, OH*, NH*, NH<sub>2</sub>* and NO<sub>2</sub>* as input variables.The developed models operate within the ranges of ammonia-hydrogen blend (0.55xNH<sub>3</sub>0.90), Reynolds numbers (4000Re7000), equivalence ratios (0.601.40), room temperature and atmospheric pressure.The data for the NOx emissions and chemiluminescence ratios covering the above listed conditions are presented in a .xlsx file. Columns A to C contain the data for ammonia fraction, equivalence ratio, Reynolds number respectively. Columns D to F have the data for NO, NO<sub>2</sub> and N<sub>2</sub>O all in ppmv, dry 15% O<sub>2</sub> respectively in them. Columns G, H and I contain the ratios NH*/OH*, violet/OH*, NH<sub>2</sub>*/NO<sub>2</sub>* respectively. Finally, columns J, K,L, M and N contain the data for NH<sub>2</sub>*, OH*, NH*, NO<sub>2</sub>* and NO*.
DOI: 10.15468/dl.etuvh9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heleophryne orientalis FitzSimons, 1946",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033049-250525065834625/datasets/export for details.
DOI: 10.15468/dl.2fzytk
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, Material sample)"
 ]
 }
 },
 "TaxonKey is Gerbillus jamesi Harrison, 1967",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033050-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15631035
title: POLITENESS STRATEGIES AND MAXIMS REFLECTED IN SACRED TEXTS
DOI: 10.5281/zenodo.15631036
title: POLITENESS STRATEGIES AND MAXIMS REFLECTED IN SACRED TEXTS
DOI: 10.34740/kaggle/dsv/12118546
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.byje7e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heleophryne orientalis FitzSimons, 1946",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033051-250525065834625/datasets/export for details.
DOI: 10.15468/dl.qmk6nz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heleophryne orientalis FitzSimons, 1946",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033054-250525065834625/datasets/export for details.
DOI: 10.15468/dl.gkazmh
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Gerbillus latastei Thomas & Trouessart, 1903",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 46 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033052-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.he45vp
title: Occurrence Download

description: A dataset containing 1664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.1333 37.98361,-1.13489 37.98334,-1.13607 37.98313,-1.13683 37.98299,-1.1393 37.9825,-1.14072 37.98242,-1.14157 37.9825,-1.14342 37.98374,-1.14545 37.98541,-1.14568 37.98573,-1.14669 37.98717,-1.14768 37.98801,-1.14925 37.98869,-1.1507 37.98906,-1.15106 37.98804,-1.15168 37.98692,-1.14902 37.98589,-1.14862 37.98557,-1.14822 37.985,-1.1476 37.98396,-1.14628 37.983,-1.14549 37.98253,-1.14484 37.98184,-1.14363 37.98123,-1.1427 37.98064,-1.14198 37.98031,-1.14111 37.98032,-1.14016 37.98023,-1.13914 37.98028,-1.13751 37.98068,-1.13638 37.98084,-1.13463 37.98124,-1.13269 37.98205,-1.13293 37.98268,-1.1333 37.98361))",
 "IucnRedListCategory is one of (VU, NE, DD, CR, EW, EX, NT, LC, EN)",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 1664 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033053-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbc9hb
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursera fagaroides (Kunth) Engl.",
 "Year 2024-2025"
 ]
}

 The dataset includes 158 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033055-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukw5em
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Phoronida"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033056-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15630359
title: The electrical, photo-catalytic and sensory properties of graphene oxide and polyimide implanted by low and medium energy silver ions

description: Precise control of electrical conductivity, humidity sensitivity, and photocatalytic activity in polymeric and carbon-based materials is essential for advancing technologies in environmental sensing, flexible electronics, and photocatalytic systems. Conventional chemical modification methods often lack spatial precision, introduce impurities, and risk structural degradation. Ion implantation provides a controllable alternative for tuning surface properties at the nanoscale, enabling the targeted introduction of functional species without chemical reagents. This work investigates the effects of low-energy (20 keV) and medium-energy (1.5 MeV) Ag⁺ ion implantation on the electrical, sensory, and photocatalytic properties of graphene oxide (GO) and polyimide (PI). Implantations were carried out with fluences ranging from 3.75×1012 cm-2 to 1×1016 cm-2. Silver ions offer excellent electrical, catalytic, and plasmonic characteristics, making them ideal for multifunctional enhancement of GO and PI. Elemental and structural changes induced by implantation were analyzed using Rutherford Backscattering Spectroscopy (RBS), Elastic Recoil Detection Analysis (ERDA), Raman spectroscopy, Fourier Transform Infrared Spectroscopy (FTIR), and X-ray Photoelectron Spectroscopy (XPS). Surface morphology was assessed via Atomic Force Microscopy (AFM). Electrical properties as a function of air humidity were evaluated using a two-point method, and photocatalytic activity was tested by monitoring the UV-induced decomposition of Rhodamine B. The results demonstrate that ion implantation significantly reduces surface resistivity and enhances both the photocatalytic activity and humidity sensitivity of GO and PI. The most pronounced improvements occurred at higher fluences, where defect generation and partial deoxygenation contributed to optimal performance. Ion implantation thus represents an effective approach for tuning the multifunctional behavior of polymer systems.
DOI: 10.5281/zenodo.15630360
title: The electrical, photo-catalytic and sensory properties of graphene oxide and polyimide implanted by low and medium energy silver ions
DOI: 10.5281/zenodo.15631026
title: The electrical, photo-catalytic and sensory properties of graphene oxide and polyimide implanted by low and medium energy silver ions

description: Precise control of electrical conductivity, humidity sensitivity, and photocatalytic activity in polymeric and carbon-based materials is essential for advancing technologies in environmental sensing, flexible electronics, and photocatalytic systems. Conventional chemical modification methods often lack spatial precision, introduce impurities, and risk structural degradation. Ion implantation provides a controllable alternative for tuning surface properties at the nanoscale, enabling the targeted introduction of functional species without chemical reagents. This work investigates the effects of low-energy (20 keV) and medium-energy (1.5 MeV) Ag⁺ ion implantation on the electrical, sensory, and photocatalytic properties of graphene oxide (GO) and polyimide (PI). Implantations were carried out with fluences ranging from 3.75×1012 cm-2 to 1×1016 cm-2. Silver ions offer excellent electrical, catalytic, and plasmonic characteristics, making them ideal for multifunctional enhancement of GO and PI. Elemental and structural changes induced by implantation were analyzed using Rutherford Backscattering Spectroscopy (RBS), Elastic Recoil Detection Analysis (ERDA), Raman spectroscopy, Fourier Transform Infrared Spectroscopy (FTIR), and X-ray Photoelectron Spectroscopy (XPS). Surface morphology was assessed via Atomic Force Microscopy (AFM). Electrical properties as a function of air humidity were evaluated using a two-point method, and photocatalytic activity was tested by monitoring the UV-induced decomposition of Rhodamine B. The results demonstrate that ion implantation significantly reduces surface resistivity and enhances both the photocatalytic activity and humidity sensitivity of GO and PI. The most pronounced improvements occurred at higher fluences, where defect generation and partial deoxygenation contributed to optimal performance. Ion implantation thus represents an effective approach for tuning the multifunctional behavior of polymer systems.
DOI: 10.15468/dl.pe4yz3
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, Material sample)"
 ]
 }
 },
 "TaxonKey is Gerbillus lowei (Thomas & Hinton, 1923)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033058-250525065834625/datasets/export for details.
DOI: 10.15468/dl.uhgm7r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heleophryne orientalis FitzSimons, 1946",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033057-250525065834625/datasets/export for details.
DOI: 10.15468/dl.5xjrrb
title: Occurrence Download

description: A dataset containing 12234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caranx ignobilis (Forsskål, 1775)"
 ]
}

 The dataset includes 12234 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033059-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15630658
title: PDFdata
DOI: 10.5281/zenodo.15630659
title: PDFdata
DOI: 10.34740/kaggle/dsv/12118558
title: Trending Youtube Video Statistics (113 Countries)