cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fcgwsq
title: Occurrence Download

description: A dataset containing 26752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample, Fossil)",
 "Country is United States of America",
 "TaxonKey is Gadus Linnaeus, 1758"
 ]
}

 The dataset includes 26752 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246147-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmhjjf
title: Occurrence Download

description: A dataset containing 469 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelusios castaneus"
 ]
}

 The dataset includes 469 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023739-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5scmtw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BOL.8.4.4_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Schinopsis boqueronensis"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002243-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yt9egm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuculiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 -90,30 -90,30 -60,0 -60,0 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002242-251009101135966/datasets/export for details.
DOI: 10.15468/dl.5vnzrn
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mactrellona alata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 34 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002244-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3x8u9
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera marinellae",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002245-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18099039
title: Thousand Character Classification

description: Characters of the Thousand Character Classic (千字文) in 50 different fonts. Individual characters are saved as 28 x 28 NumPy arrays depicting the characters as white-on-black images, roughly matching the MNIST dataset, though binary (0 or 1) rather than grayscale (0-255). The characters are rendered in simplified text (简体字), which brings the number of unique characters down from 1000 to 994. Also, some fonts do not render all characters, resulting in fewer than 994 characters for some fonts.

Under "Characters", the rendered characters and labels are saved under each font. Characters are saved as N x 28 x 28 arrays, where N is the number of characters rendered in that font. Labels are saved as a csv listing all characters rendered in that font.

Under "Fonts", the fonts used to render the characters are saved as either .ttf or .otf files.

"Thousand_Character_Classic.txt" is the simplified character text of the Thousand Character Classic.

All fonts were downloaded from chinesefonts.org, with the exceptions of Liu Jian Mao Cao, Long Cang, Noto Sans SC, Noto Serif SC, ZCOOL KuaiLe, ZCOOL XiaoWei, ZCOOL QingKe HuangYou, and Zhi Mang Xing, which were downloaded from fonts.google.com.

Code to reproduce the character arrays can be viewed and run in Google Colab. The notebook can also be copied in order to save or edit it.
DOI: 10.5281/zenodo.18099038
title: Thousand Character Classification

description: Characters of the Thousand Character Classic (千字文) in 50 different fonts. Individual characters are saved as 28 x 28 NumPy arrays depicting the characters as white-on-black images, roughly matching the MNIST dataset, though binary (0 or 1) rather than grayscale (0-255). The characters are rendered in simplified text (简体字), which brings the number of unique characters down from 1000 to 994. Also, some fonts do not render all characters, resulting in fewer than 994 characters for some fonts.

Under "Characters", the rendered characters and labels are saved under each font. Characters are saved as N x 28 x 28 arrays, where N is the number of characters rendered in that font. Labels are saved as a csv listing all characters rendered in that font.

Under "Fonts", the fonts used to render the characters are saved as either .ttf or .otf files.

"Thousand_Character_Classic.txt" is the simplified character text of the Thousand Character Classic.

All fonts were downloaded from chinesefonts.org, with the exceptions of Liu Jian Mao Cao, Long Cang, Noto Sans SC, Noto Serif SC, ZCOOL KuaiLe, ZCOOL XiaoWei, ZCOOL QingKe HuangYou, and Zhi Mang Xing, which were downloaded from fonts.google.com.

Code to reproduce the character arrays can be viewed and run in Google Colab. The notebook can also be copied in order to save or edit it.
DOI: 10.3886/e243493
title: Global Tobacco Surveillance System (GTSS) - Global Youth Tobacco Survey (GYTS)

description: 1999-2018. The GYTS is a school-based survey that collects data on students aged 13–15 years using a standardized methodology for constructing the sample frame, selecting schools and classes, and processing data. The GYTS surveillance system is intended to enhance the capacity of countries to design, implement, and evaluate tobacco control and prevention programs. Funding for the GYTS has been provided by the Canadian Public Health Association, National Cancer Institute, United Nations Children Emergency Fund, and the World Health Organization—Tobacco Free Initiative.
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description: (Downloaded 1/10/2026)
DOI: 10.3886/e243493v1
title: Global Tobacco Surveillance System (GTSS) - Global Youth Tobacco Survey (GYTS)

description: 1999-2018. The GYTS is a school-based survey that collects data on students aged 13–15 years using a standardized methodology for constructing the sample frame, selecting schools and classes, and processing data. The GYTS surveillance system is intended to enhance the capacity of countries to design, implement, and evaluate tobacco control and prevention programs. Funding for the GYTS has been provided by the Canadian Public Health Association, National Cancer Institute, United Nations Children Emergency Fund, and the World Health Organization—Tobacco Free Initiative.
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description: (Downloaded 1/10/2026)
DOI: 10.15468/dl.cp9v75
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is New Zealand",
 "TaxonKey is Vallisneria spiralis"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003237-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rvcz2
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daucus carota",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "Country is Argentina",
 "Country is Malaysia",
 "Country is India",
 "Country is Romania"
 ]
 },
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2010"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003238-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18216435
title: Numerical data for: Yellowness correlates with stiffness in aging human dentin

description: This repository contains the numerical data underlying the quantitative analyses and conclusions reported in the manuscript"Yellowness correlates with stiffness in aging human dentin" submitted to the Journal of Dental Research.

The shared dataset represents the final processed values used for analysis and figure generation.Figure 1 presents representative qualitative visualizations and was not used for quantitative or statistical analysis.Individual measurement-level raw data are not available, as values were averaged prior to analysis in accordance with the experimental design.
DOI: 10.5281/zenodo.18216434
title: Numerical data for: Yellowness correlates with stiffness in aging human dentin

description: This repository contains the numerical data underlying the quantitative analyses and conclusions reported in the manuscript"Yellowness correlates with stiffness in aging human dentin" submitted to the Journal of Dental Research.

The shared dataset represents the final processed values used for analysis and figure generation.Figure 1 presents representative qualitative visualizations and was not used for quantitative or statistical analysis.Individual measurement-level raw data are not available, as values were averaged prior to analysis in accordance with the experimental design.
DOI: 10.5281/zenodo.15802564
title: Cell-Type Resolved Protein Atlas of Brain Lysosomes Identifies SLC45A1-Associated Disease as a Lysosomal Disorder_LAMP1_Primary neuron for Ghoochani A, Heiby J., et al 2025
DOI: 10.5281/zenodo.15802563
title: Cell-Type Resolved Protein Atlas of Brain Lysosomes Identifies SLC45A1-Associated Disease as a Lysosomal Disorder_LAMP1_Primary neuron for Ghoochani A, Heiby J., et al 2025
DOI: 10.15468/dl.pm9d5t
title: Occurrence Download

description: A dataset containing 354299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Enhalus acoroides, Thalassia hemprichii, Thalassia testudinum, Halophila sulawesii, Halophila hawaiiana, Halophila beccarii, Halophila spinulosa, Halophila stipulacea, Halophila minor, Halophila decipiens, Halophila ovalis, Posidoniaceae, Cymodoceaceae, Zosteraceae)"
 ]
}

 The dataset includes 354299 records from 1043 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003231-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e243495
title: US Census Annual Estimates of the Resident Population for Selected Age Groups by Sex for the United States

description: 2010-2018; 2019. US Census Annual Estimates of the Resident Population for Selected Age Groups by Sex for the United States. The estimates for the 2010-2018 dataset are based on the 2010 Census and reflect changes to the April 1, 2010 population due to the Count Question Resolution program and geographic program revisions. Median age is calculated based on single year of age. The estimates for 2019 are based on a one-year dataset that was published on the US Census website in 2021. For population estimates methodology statements, see http://www.census.gov/popest/methodology/index.html.
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description: (Downloaded 1/10/2026)
DOI: 10.3886/e243495v1
title: US Census Annual Estimates of the Resident Population for Selected Age Groups by Sex for the United States

description: 2010-2018; 2019. US Census Annual Estimates of the Resident Population for Selected Age Groups by Sex for the United States. The estimates for the 2010-2018 dataset are based on the 2010 Census and reflect changes to the April 1, 2010 population due to the Count Question Resolution program and geographic program revisions. Median age is calculated based on single year of age. The estimates for 2019 are based on a one-year dataset that was published on the US Census website in 2021. For population estimates methodology statements, see http://www.census.gov/popest/methodology/index.html.
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description: (Downloaded 1/10/2026)
DOI: 10.15468/dl.6rzab4
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is New Zealand",
 "TaxonKey is Vallisneria australis"
 ]
}

 The dataset includes 31 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003240-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18204714
title: seurat object for 'CXCR5 identifies stem-like resident memory CD8+ T cells enriched for latent EBV specificity in tonsils'

description: A seurat object saved in qs format containing post-filtered cells, with matched gene expression, ADT expression, VDJ receptor sequences, and calculated UMAP.

Data is related to the published manuscript 'CXCR5 identifies stem-like resident memory CD8+ T cells enriched for latent EBV specificity in tonsils'. Raw data also available at https://zenodo.org/records/17278504.

File is opened using the qs_read command from the qs2 R package.
DOI: 10.5281/zenodo.18204713
title: seurat object for 'CXCR5 identifies stem-like resident memory CD8+ T cells enriched for latent EBV specificity in tonsils'

description: A seurat object saved in qs format containing post-filtered cells, with matched gene expression, ADT expression, VDJ receptor sequences, and calculated UMAP.

Data is related to the published manuscript 'CXCR5 identifies stem-like resident memory CD8+ T cells enriched for latent EBV specificity in tonsils'. Raw data also available at https://zenodo.org/records/17278504.

File is opened using the qs_read command from the qs2 R package.
DOI: 10.5281/zenodo.18216494
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS260111x Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS260111x Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.18216493
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS260111x Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS260111x Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.25574/28406
title: Chandra X-ray Observatory ObsId 28406

description: AO-25 Monitor the HRC-I PSF and optical axis - December
DOI: 10.25574/28408
title: Chandra X-ray Observatory ObsId 28408

description: AO-25 Monitor the HRC-I PSF and optical axis - December
DOI: 10.25574/28409
title: Chandra X-ray Observatory ObsId 28409

description: AO-25 Monitor the HRC-I PSF and optical axis - December
DOI: 10.25574/28410
title: Chandra X-ray Observatory ObsId 28410

description: AO-25 Monitor the HRC-I PSF and optical axis - December
DOI: 10.25574/28411
title: Chandra X-ray Observatory ObsId 28411

description: AO-25 Monitor the HRC-I PSF and optical axis - December
DOI: 10.25574/28412
title: Chandra X-ray Observatory ObsId 28412

description: AO-25 Monitor the HRC-I PSF and optical axis - December
DOI: 10.25574/28413
title: Chandra X-ray Observatory ObsId 28413

description: AO-25 Monitor the HRC-I PSF and optical axis - December
DOI: 10.25574/28415
title: Chandra X-ray Observatory ObsId 28415

description: AO-25 Monitor the HRC-I PSF and optical axis - December
DOI: 10.25574/28941
title: Chandra X-ray Observatory ObsId 28941

description: BRIGHT X-RAY BINARIES IN METAL POOR GALAXIES AND LIGO PRECURSORS
DOI: 10.25574/29604
title: Chandra X-ray Observatory ObsId 29604

description: AO-26 Dec 2024 Calibration Observations of Cas A
DOI: 10.25574/29805
title: Chandra X-ray Observatory ObsId 29805

description: X-ray follow-up of isolated neutron star candidates from the eROSITA Survey
DOI: 10.25451/flinders.31045522
title: Updates bee taxonomy as of the date shown

description: Update of previous version of the bee taxonomy file. 2026-01-12
DOI: 10.25451/flinders.31045522.v1
title: Updates bee taxonomy as of the date shown

description: Update of previous version of the bee taxonomy file. 2026-01-12
DOI: 10.5281/zenodo.18216495
title: From field to plant-factory: A multi-criteria evaluation of medicinal plants for controlled environment cultivation [DATASET]

description: Abstract


Wild harvest and field cultivation of medicinal plants pose major challenges. While the former threatens extinction of wild populations the latter suffers from varying environments, pests, diseases, and contamination which can compromise yield, safety, and consistency of bioactive metabolites of medicinal plants (MPs). In contrast, Controlled Environment Plant Production Systems (CEPPS), such as vertical farms or plant factories, can produce high-quality and consistent MPs by growing plants in an optimised and consistent environment. However, there is no systematic framework to identify and select MPs most suited for commercial-scale CEPPS. Here, we developed a multi-criteria decision-making framework to systematically evaluate MP species best suited for commercial CEPPS. We evaluated 77 MPs based on seven criteria spanning plant characteristics, medicinal potential, and environmental and economic status. We then ranked these MPs using a framework that combined the Analytical Hierarchy Process (AHP) and Weighted Sum Model (WSM), considering input from multiple decision-makers involved in MP production and research. Based on our analysis, MPs best suited for CEPPS were those with compact growth, short harvest cycles, and broad commercial use. Mentha × piperita (peppermint), Salvia officinalis (sage), and Thymus vulgaris (thyme) were the highest-ranking species with high horticultural compatibility, medicinal potential, and market demand. We also found trade-offs where some species with high medicinal value ranked lower due to their currently limited botanical suitability for CEPPS. Overall, our framework provides a data-driven tool for stakeholders to identify ideal MPs for CEPPS based on their specific needs.
DOI: 10.5281/zenodo.15778147
title: From field to plant-factory: A multi-criteria evaluation of medicinal plants for controlled environment cultivation [DATASET]

description: Abstract


Wild harvest and field cultivation of medicinal plants pose major challenges. While the former threatens extinction of wild populations the latter suffers from varying environments, pests, diseases, and contamination which can compromise yield, safety, and consistency of bioactive metabolites of medicinal plants (MPs). In contrast, Controlled Environment Plant Production Systems (CEPPS), such as vertical farms or plant factories, can produce high-quality and consistent MPs by growing plants in an optimised and consistent environment. However, there is no systematic framework to identify and select MPs most suited for commercial-scale CEPPS. Here, we developed a multi-criteria decision-making framework to systematically evaluate MP species best suited for commercial CEPPS. We evaluated 77 MPs based on seven criteria spanning plant characteristics, medicinal potential, and environmental and economic status. We then ranked these MPs using a framework that combined the Analytical Hierarchy Process (AHP) and Weighted Sum Model (WSM), considering input from multiple decision-makers involved in MP production and research. Based on our analysis, MPs best suited for CEPPS were those with compact growth, short harvest cycles, and broad commercial use. Mentha × piperita (peppermint), Salvia officinalis (sage), and Thymus vulgaris (thyme) were the highest-ranking species with high horticultural compatibility, medicinal potential, and market demand. We also found trade-offs where some species with high medicinal value ranked lower due to their currently limited botanical suitability for CEPPS. Overall, our framework provides a data-driven tool for stakeholders to identify ideal MPs for CEPPS based on their specific needs.
DOI: 10.3886/e243496
title: Sahad College of Nursing Sciences, FCT, Abuja 2026/2027 Admission Form is Out Call ☎️(08039478772) DR MERCY ☎️(+23408039478772), Midwifery Form, Post basic nursing form

description: Sahad College of Nursing Sciences, FCT, Abuja 2026/2027 Admission Form is Out Call ☎️(08039478772) DR MERCY ☎️(+23408039478772), Midwifery Form, Post basic nursing form ,Post basic midwifery Form, Transfer form are all out Call on ☎️(08039478772) on how to purchase the form and register online, For Admission Process on how to be admitted and mode of payment of School Fee And Acceptances Fee Contact Office of the registrar on ☎️(+23408039478772) more Inquiry On AND ADMISSION ASSISTANCE CALL DR. MRS MERCY ON ☎️(08039478772)
DOI: 10.25574/30642
title: Chandra X-ray Observatory ObsId 30642

description: Unexpected X-ray Spectral Hardening in the most luminous FBOT
DOI: 10.25574/30653
title: Chandra X-ray Observatory ObsId 30653

description: F-Star Stellar Cycles
DOI: 10.25451/flinders.31045528
title: beesChecklist

description: Update of previous version of the global bee checklist file. 2026-01-12
DOI: 10.25451/flinders.31045528.v1
title: beesChecklist

description: Update of previous version of the global bee checklist file. 2026-01-12
DOI: 10.3886/e243498
title: NOHSS Adult Indicators

description: 2012-2020 (even years). Data from BRFSS for indicators of adult oral health for even years from 2012 through 2020. National estimates are represented by the median prevalence among 50 states and the District of Columbia data. Estimates are prepared from the BRFSS public use data sets. Estimates in this file are not age adjusted, and may differ slightly from estimates available from the BRFSS web site or Chronic Disease Indicators due to small differences in definition, age adjustment or rounding. For more information, see: https://www.cdc.gov/oralhealthdata/overview/Adult-Indicators.html.
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description: (Downloaded 1/10/2026)
DOI: 10.3886/e243498v1
title: NOHSS Adult Indicators

description: 2012-2020 (even years). Data from BRFSS for indicators of adult oral health for even years from 2012 through 2020. National estimates are represented by the median prevalence among 50 states and the District of Columbia data. Estimates are prepared from the BRFSS public use data sets. Estimates in this file are not age adjusted, and may differ slightly from estimates available from the BRFSS web site or Chronic Disease Indicators due to small differences in definition, age adjustment or rounding. For more information, see: https://www.cdc.gov/oralhealthdata/overview/Adult-Indicators.html.
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description: (Downloaded 1/10/2026)
DOI: 10.34740/kaggle/dsv/14468295
title: Peer-to-Peer Boliviano (BOB) Exchange Data