cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7zjxxc
title: Occurrence Download

description: A dataset listing the 76 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is USA.43_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Squamata"
 ]
}

 The dataset's 76 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071783-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvvs7q
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Solanum rostratum Dunal"
 ]
}

 The dataset includes 34 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010082-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqh7ae
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022949-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywyjyz
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028008-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d588x5
title: Occurrence Download

description: A dataset containing 219721545 species occurrences available in GBIF matching the query:
{
 "BasisOfRecord" : [
 "is Specimen"
 ]
}

 The dataset includes 219721545 records from 7261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107217-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxy698
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Abies kansouensis, Abies sutchuenensis)"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042969-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7agr9q
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mimosa pigra",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042967-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3m94rq
title: Occurrence Download

description: A dataset containing 392089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Typha latifolia"
 ]
}

 The dataset includes 392089 records from 2066 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042858-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5etep
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ciliosemina pedunculata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 399 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014898-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqhcvy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanorivulus ignescens",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014899-260208012135463/datasets/export for details.
DOI: 10.5281/zenodo.18621766
title: Arabic Short-Answer Similarity and Grading Dataset for Automated Assessment Research

description: This dataset was developed within a sociology course and was used to evaluate similarity algorithms between student answers (SA) and model answers (MA). It extends the dataset previously introduced in [1]. The data were collected from third-year secondary school students and consist of 270 student responses (27 questions per assignment × 10 student responses per question). Each response was evaluated independently by two human graders using predefined model answers. Scores range from 0 (completely incorrect) to 5 (completely correct). The graders worked independently and were unaware of each other’s evaluations. To ensure grading reliability, the final score for each response is the average of the two graders’ scores. The dataset represents Arabic textual answers in a sociology course and can be used for research in automated short-answer grading, similarity measurement, and Arabic NLP applications.Further details on the development, structure, and applications of this dataset are provided in [2,3]. 

[1] Shehab, A., et al. (2018). An automatic Arabic essay grading system based on text similarity algorithms. International Journal of Advanced Computer Science and Applications, 9(3), 263–268.

[2] Lotfy, N., et al. (2023). An enhanced automatic Arabic essay scoring system based on machine learning algorithms. Computer Modeling in Engineering & Sciences, 77, 1227–1249.

[3] Ezz, M., et al. "Efficient Arabic Essay Scoring with Hybrid Models: Feature Selection, Data Optimization, and Performance Trade-Offs." Computers, Materials & Continua 86.1 (2026).

 

Any use of this dataset in published or publicly disseminated work, including journal articles, conference papers, theses, or technical reports, requires proper citation of the references listed above.
DOI: 10.5281/zenodo.18630360
title: Arabic Short-Answer Similarity and Grading Dataset for Automated Assessment Research

description: This dataset was developed within a sociology course and was used to evaluate similarity algorithms between student answers (SA) and model answers (MA). It extends the dataset previously introduced in [1]. The data were collected from third-year secondary school students and consist of 270 student responses (27 questions per assignment × 10 student responses per question). Each response was evaluated independently by two human graders using predefined model answers. Scores range from 0 (completely incorrect) to 5 (completely correct). The graders worked independently and were unaware of each other’s evaluations. To ensure grading reliability, the final score for each response is the average of the two graders’ scores. The dataset represents Arabic textual answers in a sociology course and can be used for research in automated short-answer grading, similarity measurement, and Arabic NLP applications.Further details on the development, structure, and applications of this dataset are provided in [2,3]. 

[1] Shehab, A., et al. (2018). An automatic Arabic essay grading system based on text similarity algorithms. International Journal of Advanced Computer Science and Applications, 9(3), 263–268.

[2] Lotfy, N., et al. (2023). An enhanced automatic Arabic essay scoring system based on machine learning algorithms. Computer Modeling in Engineering & Sciences, 77, 1227–1249.

[3] Ezz, M., et al. "Efficient Arabic Essay Scoring with Hybrid Models: Feature Selection, Data Optimization, and Performance Trade-Offs." Computers, Materials & Continua 86.1 (2026).

 

Any use of this dataset in published or publicly disseminated work, including journal articles, conference papers, theses, or technical reports, requires proper citation of the references listed above.
DOI: 10.5281/zenodo.18630194
title: Supplementary material for: A transparent window into the rhizosphere: a simplified workflow for spatially resolved soil metabolomics

description: This Zenodo record contains the complete supplementary material for:

Title: A transparent window into the rhizosphere: a simplified workflow for spatially resolved soil metabolomics

Supplementary Tables:Table S1. Sample metadata for Experiment 1, including sampling date, species, zone, total root length (TRL), and total root surface area (RSA).Table S2. Sample metadata for Experiment 2, including treatment, social context, temperature condition, TRL, and RSA.Table S3. Curated metabolite feature table for Experiment 1 (n = 24 features after filtering).Table S4. Curated metabolite feature table for Experiment 2 (n = 65 features after filtering).Table S5. PERMANOVA and multivariate statistics summary for Experiment 1.Table S6. PERMANOVA and multivariate statistics summary for Experiment 2.Table S7. Summary metabolome metrics for Experiment 1.Table S8. Summary metabolome metrics for Experiment 2.Table S9. Feature-wise statistical tests for Experiment 1.Table S10. Feature-wise statistical tests for Experiment 2.

Supplementary Data:Data S1. Rhizobox 3D-print files (STL).Data S2. Rhizobox dimension diagram (PDF).Data S3. Analysis scripts (R).Data S4. MZmine and SIRIUS processing parameters.Data S5. Rhizosphere extraction protocol.

All analyses were performed in R (version 4.5.2).
DOI: 10.5285/f7b8e72f-9bbe-4a03-8140-fada73e95b8c
title: Physiological, morphological and functional traits of encroaching and non-encroaching savanna trees under contrasting CO2 concentrations, water stress, and grass competition, South Africa, 2022

description: This dataset provides physiological, morphological, and functional trait measurements for twelve African savanna tree species belonging to the Vachellia and Senegalia genera (Fabaceae family). The data encompasses six species classified as encroaching (increasing in density in African savannas) and six non-encroaching species, facilitating comparative analysis of traits facilitating encroachment ability. The variables capture sapling responses to a factorial combination of environmental conditions, specifically atmospheric carbon dioxide concentration, water availability, and interspecific grass competition.

The dataset details plant performance under elevated CO2 versus ambient CO2 and contrasts well-watered and water-limited conditions. Furthermore, the data includes comparative metrics for trees grown with and without competition from the grass species Themeda triandra. All measurements were derived from saplings grown for 11 months in large pots containing local savanna soil within open-top chambers (Rhodes University Elevated CO2 Facility, Makhanda, South Africa), culminating in physiological assessments and destructive harvesting for morphological analysis.

The work was supported by the Natural Environment Research Council (Grant NE/T000759/1).
description: Data Generation Process

The data were generated through a controlled split-plot experiment conducted at the Rhodes University Elevated CO2 Facility (RUECF) in Makhanda, South Africa.

Experimental Setup and Environmental Monitoring 
Data generation began with the establishment of pots in sixteen open-top chambers (OTCs) designed to impose specific environmental treatments. These treatments included manipulated atmospheric CO2 concentrations (ambient vs. elevated to ~550 ppm), water availability (automated daily irrigation vs. ambient rainfall), and interspecific competition (pots containing established Themeda triandra grass swards vs. bare soil). 

Cultivation of Biological Material
The biological data component originated from twelve indigenous legume species (Vachellia and Senegalia spp.) selected based on their encroachment status. Seeds were heat-shocked to break dormancy, germinated and transplanted into the experimental OTCs. These saplings were grown under the assigned factorial treatment conditions for a period of 11 months (December 2021 - November 2022).

Data Acquisition
Final data collection was performed in two stages. In the month preceding harvest, physiological trait data were captured in situ. Subsequently, the experiment concluded with the destructive harvesting of all individuals. Morphological and functional trait data were then generated through the physical measurement and analysis of the harvested biomass.
DOI: 10.5281/zenodo.18630193
title: Supplementary material for: A transparent window into the rhizosphere: a simplified workflow for spatially resolved soil metabolomics

description: This Zenodo record contains the complete supplementary material for:

Title: A transparent window into the rhizosphere: a simplified workflow for spatially resolved soil metabolomics

Supplementary Tables:Table S1. Sample metadata for Experiment 1, including sampling date, species, zone, total root length (TRL), and total root surface area (RSA).Table S2. Sample metadata for Experiment 2, including treatment, social context, temperature condition, TRL, and RSA.Table S3. Curated metabolite feature table for Experiment 1 (n = 24 features after filtering).Table S4. Curated metabolite feature table for Experiment 2 (n = 65 features after filtering).Table S5. PERMANOVA and multivariate statistics summary for Experiment 1.Table S6. PERMANOVA and multivariate statistics summary for Experiment 2.Table S7. Summary metabolome metrics for Experiment 1.Table S8. Summary metabolome metrics for Experiment 2.Table S9. Feature-wise statistical tests for Experiment 1.Table S10. Feature-wise statistical tests for Experiment 2.

Supplementary Data:Data S1. Rhizobox 3D-print files (STL).Data S2. Rhizobox dimension diagram (PDF).Data S3. Analysis scripts (R).Data S4. MZmine and SIRIUS processing parameters.Data S5. Rhizosphere extraction protocol.

All analyses were performed in R (version 4.5.2).
DOI: 10.5517/ccdc.csd.cc2jv57t
title: CCDC 2348846: Experimental Crystal Structure Determination

description: Related Article: Dongjing Hong|2024|CSD Communication|||
description: Related Article: Linping Shi, Chenfei Ren, Wenlei Zhang, Changfu Chen, Youting Zhai, Shuangyu Wu, Zongmin Tan, Yan Liu, Chunqiu Xia, Yunyin Niu||J.Mol.Struct.|||doi:10.1016/j.molstruc.2026.145679
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.18629681
title: Results for REMIND-PyPSA-Eur paper

description: Data and scripts to reproduce all results figures for the paper:



A. Odenweller et al. (2026) "REMIND-PyPSA-Eur: Integrating power system flexibility into sector-coupled energy transition pathways", Progress in Energy, https://doi.org/10.1088/2516-1083/ae3ffe


See README.md for instructions.

Customised REMIND model: https://github.com/aodenweller/remind/releases/tag/v3.5.1-remind-pypsa-eur-paper

Customised PyPSA-Eur model: https://github.com/aodenweller/pypsa-eur/releases/tag/v2025.07.0-remind-pypsa-eur-paper
DOI: 10.5281/zenodo.18629682
title: Results for REMIND-PyPSA-Eur paper

description: Data and scripts to reproduce all results figures for the paper:



A. Odenweller et al. (2026) "REMIND-PyPSA-Eur: Integrating power system flexibility into sector-coupled energy transition pathways", Progress in Energy, https://doi.org/10.1088/2516-1083/ae3ffe


See README.md for instructions.

Customised REMIND model: https://github.com/aodenweller/remind/releases/tag/v3.5.1-remind-pypsa-eur-paper

Customised PyPSA-Eur model: https://github.com/aodenweller/pypsa-eur/releases/tag/v2025.07.0-remind-pypsa-eur-paper
DOI: 10.5281/zenodo.18629873
title: A mathematical model of HPAI transmission between dairy cattle and wild birds with environmental effects
DOI: 10.5281/zenodo.18629874
title: A mathematical model of HPAI transmission between dairy cattle and wild birds with environmental effects
DOI: 10.5281/zenodo.18630353
title: LINF_330011900

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18630352
title: LINF_330011900

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.xwrvwj
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Nymphaea mexicana"
 ]
}

 The dataset includes 68 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014900-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ssf3f
title: Occurrence Download

description: A dataset containing 1327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample, Human Observation, Observation, Machine Observation, Material citation, Fossil, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((25.02497 -33.41496,26.09785 -33.41496,26.09785 -32.96066,25.02497 -32.96066,25.02497 -33.41496))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1000-1950"
 ]
}

 The dataset includes 1327 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014901-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnvx4m
title: Occurrence Download

description: A dataset containing 4059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia hyssopifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4059 records from 255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014902-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e28ngw
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Viet Nam",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Macaca fascicularis",
 "Year 2010-2026"
 ]
}

 The dataset includes 222 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014903-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9d3yc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanorivulus imperatrizensis",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014905-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6754uc
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maytenus rigida",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 461 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014906-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqzwkx
title: Occurrence Download

description: A dataset containing 628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cinchona calisaya",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 628 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014907-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xadux6
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Incarvillea semiretschenskia"
 ]
}

 The dataset's 2 records were derived from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014883-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245255
title: College of Nursing Sciences, Eleyele, Ibadan, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09036153255) 09036153255

description: College of Nursing Sciences, Eleyele, Ibadan, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09036153255) 09036153255 (09036153255) For More Details On How To Apply And Register Online. The Management Of The School Hereby Inform The general Public On The Sales Of The General Nursing Admission Form Into The School Of Nursing, And Also The Sales Of Two (2) Years Post Basic Nursing Program. Contact The Educational Board Admin On (09036153255) For More Details On How To Purchase The Form And Register Online. REQUIREMENT FOR THE THREE YEARS GENERAL NURSING PROGRAMMES1. GENERAL NURSING PROGRAMME Admission Requirements Candidates For Admission Into The General Nursing Program Of The Nursing And Midwifery Council Of Nigeria Must Posses The Senior Secondary School Certificate Or It’s Equivalent With Five Credits To Include English Language And Either Physics, Chemistry, Biology/Health Science At Not More Than Two sittings. Duration Of Training: Three Calendar Years. Registered Nurse (RN) Also POST BASIC NURSING MIDWIFERY PROGRAMME Admission Requirements: The Candidate Must Be a Registered Nurse, Five (O,Level) Credits Not More Two Sittings And Must Also Meet All institutional Requirements. Duration of Training: Two Calendar Year.{09036153255}