cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.y8nhgx
title: Occurrence Download

description: A dataset listing the 19 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is New Zealand",
 "GadmGid is NZL.11_1",
 "TaxonKey is Aves",
 "Year 1000-1912"
 ]
}

 The dataset's 19 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067799-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18076764
title: procurement demand forecasting model for changes in procurement patterns
DOI: 10.5281/zenodo.18076763
title: procurement demand forecasting model for changes in procurement patterns
DOI: 10.6084/m9.figshare.30944081.v1
title: Invasive Species (Plant Science) Review Data

description: These files were generated as part of the module <b>“Experimental Plant Ecology 1.”</b>
DOI: 10.15468/nwr55a
title: Erbario di graminacee di Pier Antonio Micheli | Pier Antonio Micheli's grasses herbarium

description: Erbario di graminacee di Pier Antonio Micheli | Pier Antonio Micheli's grasses herbarium (XVIII-XIX century)
DOI: 10.6084/m9.figshare.30893066.v3
title: Drones Dataset

description: multi-drone systems<br>
DOI: 10.34740/kaggle/dsv/14322976
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18076716
title: Sleep and Dream Database

description: This repository duplicates the entire Sleep and Dream Database (SDDb), a public collection of dream reports. The purpose of this repository is (a) to provide a convenient access point for the dream reports, and (b) to provide a system of SDDb version control so that analysis of these dream reports can be replicated even when the official SDDb undergoes modifications. It contains all SDDb dream reports as of the date of download (see "Dates" section of this repository). No additional processing was applied.
description: All SDDb dream reports were downloaded using the following steps:



Went to the SDDb library page.

Hit the START SEARCHING button to get to the SDDb library search page.

Hit the SEARCH button with all search parameters empty to perform a "blank" search and return 100% of the dataset. (step 3 shortcut)

Hit the [Download icon] button to download the file locally as dream_search_<timestamp>.csv.

Uploaded the local file here to Zenodo.


See the "Dates" section of this repository for the date of download from SDDb.
DOI: 10.13140/rg.2.2.14677.08166
title: medline CSV
DOI: 10.5281/zenodo.11662064
title: Sleep and Dream Database

description: This repository duplicates the entire Sleep and Dream Database (SDDb), a public collection of dream reports. The purpose of this repository is (a) to provide a convenient access point for the dream reports, and (b) to provide a system of SDDb version control so that analysis of these dream reports can be replicated even when the official SDDb undergoes modifications. It contains all SDDb dream reports as of the date of download (see "Dates" section of this repository). No additional processing was applied.
description: All SDDb dream reports were downloaded using the following steps:



Went to the SDDb library page.

Hit the Advanced search dropdown to get to the SDDb search page.

Hit the Search Button with all search parameters empty to perform a "blank" search and return 100% of the dataset.

Hit the Export CSV button.

Hit the Skip and Export CSV button to download the file locally as dream-export.csv.

Uploaded the local file dream-export.csv to Zenodo.


See the "Dates" section of this repository for the date of download from SDDb.
DOI: 10.5281/zenodo.11662063
title: Sleep and Dream Database

description: This repository duplicates the entire Sleep and Dream Database (SDDb), a public collection of dream reports. The purpose of this repository is (a) to provide a convenient access point for the dream reports, and (b) to provide a system of SDDb version control so that analysis of these dream reports can be replicated even when the official SDDb undergoes modifications. It contains all SDDb dream reports as of the date of download (see "Dates" section of this repository). No additional processing was applied.
description: All SDDb dream reports were downloaded using the following steps:



Went to the SDDb library page.

Hit the START SEARCHING button to get to the SDDb library search page.

Hit the SEARCH button with all search parameters empty to perform a "blank" search and return 100% of the dataset. (step 3 shortcut)

Hit the [Download icon] button to download the file locally as dream_search_<timestamp>.csv.

Uploaded the local file here to Zenodo.


See the "Dates" section of this repository for the date of download from SDDb.
DOI: 10.6084/m9.figshare.30893066.v4
title: Drones Dataset

description: multi-drone systems<br>
DOI: 10.25345/c5b27q49s
title: MassIVE MSV000100342 - GNPS Chemical composition, agathisflavone quantitative HPLC-DAD analysis, antimicrobial and cytotoxic activities of Anacardium occidentale leaves.
title: Paper title: Chemical composition, agathisflavone quantitative HPLC-DAD analysis, antimicrobial and cytotoxic activities of Anacardium occidentale leaves. Autor list: Fabricia Petroline de Sena do Nascimento, Viviane Motta Ferreira, Carolayne Cavalcante Brasil, Sarah Cristina Andrade Silva, Maria Laura Faleiros Ribeiro de Melo, Valeria Maria Melleiro Gimenez, Pollyanna Francielli de Oliveira, Wilson Roberto Cunha, Marcio Luis Andrade e Silva, Denise Crispim Tavares, Regina Helena Pires and Patricia Mendonca Pauletti Citation: Metabolites 2025, submitted Brief description of the data: The data was used to generated table 1 The molecular network was generated using the online workflow with the following parameters: precursor ion mass and MS/MS fragment tolerances were set to 0.5 and 0.05 Da, respectively. The cosine score was set above 0.65, and at least 5 common fragment ions were required per MS/MS spectrum. Library annotations were obtained by comparison between MS/MS spectra and GNPS spectral libraries, requiring at least 5 matching fragment ions and a cosine score above 0.65
DOI: 10.15468/dl.shf35d
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myrmecosaurus ferrugineus"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067800-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29652356.v1
title: Source data for Vegetation greening drives long-term dust mitigation in Eastern Asia

description: This dataset supports the study <i>“Vegetation greening drives long-term dust mitigation in Eastern Asia.”</i><br>It includes all source data for the main figures, outputs from the dust emission model (DuEM v1), MERRA-2 dust optical depth data, and observation-based dust storm records. The dataset also provides shapefiles defining the Eastern Asian dust source and downwind regions. DuEM outputs cover both historical simulations (1982–2023) and future CMIP6 scenarios (SSP1-2.6, SSP2-4.5, SSP5-8.5). All data are provided in standard formats (CSV, XLSX, GeoTIFF, SHP, AI), along with essential processing codes to ensure transparency, reproducibility, and reuse.
DOI: 10.5281/zenodo.18076666
title: AI-Powered Business Intelligence Impact on Customer Experience and Loyalty: A Multi-Theoretical Analysis of Indonesian E-Commerce Platforms

description: This record contains the article, anonymized dataset, analysis results (Stage 1 measurement model, Stage 2 structural model, and bootstrap results), figures, and supplementary materials for the study on AI-powered business intelligence in Indonesian e-commerce platforms.  The dataset has been anonymized and does not contain any personally identifiable information.
DOI: 10.5281/zenodo.18076667
title: AI-Powered Business Intelligence Impact on Customer Experience and Loyalty: A Multi-Theoretical Analysis of Indonesian E-Commerce Platforms

description: This record contains the article, anonymized dataset, analysis results (Stage 1 measurement model, Stage 2 structural model, and bootstrap results), figures, and supplementary materials for the study on AI-powered business intelligence in Indonesian e-commerce platforms.  The dataset has been anonymized and does not contain any personally identifiable information.
DOI: 10.6084/m9.figshare.30878969
title: Sample

description: Samples
DOI: 10.6084/m9.figshare.30878969.v3
title: Sample

description: Samples
DOI: 10.6084/m9.figshare.30878969.v2
title: Evaluation of CellVoyager

description: For the benchmarking results on therapeutic target nomination, we evaluate ability of CellVoyager to nominate cell type specific therapeutic targets for rheumatoid arthritis (RA) by replicating the analytical procedures described in the PINNACLE study. We evaluate CellVoyager across 420 analytical runs spanning seven distinct cell types as part of the Therapeutic Target Nomination benchmark.
DOI: 10.48366/r1568399
title: Automated assessment, pedagogy & learning dynamics - Comparison December 2025

description: A concise, keyword-style comparison of the first five uploaded papers that focus on automated assessment, GenAI-supported lesson planning, learning analytics, and student knowledge-tracing. Each row is a paper and columns capture core attributes: Title, Authors, Year, Venue, Keywords, Aim, Methods, Dataset, Models/Approach, and Finding1–Finding3. Use this table to quickly scan methodological choices (e.g., LLMs, embeddings, decision trees, BKT), dataset scale (lab/field samples), and the top 2–3 takeaways per paper (performance highlights, limitations, and practical implications).
DOI: 10.6084/m9.figshare.30959981
title: Data_sheet_1_The effect of land-use change on CH4 fluxes, methanogens and methanotrophs A case study of Huixian Karst National Wetland Park, China

description: Land-use change can significantly alter the wetland methane (CH<sub>4</sub>) cycling process, thereby affecting ecosystem services of wetlands. However, the impact of land-use on methanogens, methanotrophs, and CH<sub>4</sub> fluxes in karst wetlands remains unclear. The objective of this study is to compare CH<sub>4</sub> emissions, methanogens, and methanotrophs in a lake wetland (LW) and its adjacent paddy fields (PF) and abandoned paddy fields (PF-A) in Huixian karst wetland ecosystem and explore the mechanisms by which microorganisms and environmental factors caused by land-use change drive CH<sub>4</sub> emissions. The topsoils (0-20 cm) from LW, PF, and PF-A were collected. The CH<sub>4 </sub>fluxes were measured using static-dark-chamber combined gas chromatography. The abundance, diversity, and composition of methanogens and methanotrophs were detected with quantitative PCR (qPCR) and high-throughput sequencing, respectively.
DOI: 10.6084/m9.figshare.30959981.v1
title: Data_sheet_1_The effect of land-use change on CH4 fluxes, methanogens and methanotrophs A case study of Huixian Karst National Wetland Park, China

description: Land-use change can significantly alter the wetland methane (CH<sub>4</sub>) cycling process, thereby affecting ecosystem services of wetlands. However, the impact of land-use on methanogens, methanotrophs, and CH<sub>4</sub> fluxes in karst wetlands remains unclear. The objective of this study is to compare CH<sub>4</sub> emissions, methanogens, and methanotrophs in a lake wetland (LW) and its adjacent paddy fields (PF) and abandoned paddy fields (PF-A) in Huixian karst wetland ecosystem and explore the mechanisms by which microorganisms and environmental factors caused by land-use change drive CH<sub>4</sub> emissions. The topsoils (0-20 cm) from LW, PF, and PF-A were collected. The CH<sub>4 </sub>fluxes were measured using static-dark-chamber combined gas chromatography. The abundance, diversity, and composition of methanogens and methanotrophs were detected with quantitative PCR (qPCR) and high-throughput sequencing, respectively.
DOI: 10.25345/c56d5pq8z
title: MassIVE MSV000100343 - LC-MS/MS data for Aspergillus penicillioides 3587
title: It is LC-MS/MS data of the crude extract of the fungus Aspergillus penicillioides.
DOI: 10.15468/dl.ubnr46
title: Occurrence Download

description: A dataset containing 791 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is one of (Benin, Nigeria, Ghana)",
 "OccurrenceStatus is Present",
 "TaxonKey is Momordica charantia",
 "Year 2000-2025"
 ]
}

 The dataset includes 791 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067802-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/7363
title: UCF-v7.9-Master-Canon
DOI: 10.15468/dl.vkgbqd
title: Occurrence Download

description: A dataset containing 131944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crotalus"
 ]
}

 The dataset includes 131944 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067798-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30893066.v5
title: Drones Dataset

description: multi-drone systems<br>
DOI: 10.6084/m9.figshare.30959984
title: Evaluation of CellVoyager

description: For the benchmarking results on therapeutic target nomination, we evaluate the ability of CellVoyager to nominate cell type specific therapeutic targets for rheumatoid arthritis (RA) by replicating the analytical procedures described in the PINNACLE study. We evaluate CellVoyager across 420 analytical runs spanning seven distinct cell types as part of the Therapeutic Target Nomination benchmark.
DOI: 10.6084/m9.figshare.30959984.v1
title: Evaluation of CellVoyager

description: For the benchmarking results on therapeutic target nomination, we evaluate the ability of CellVoyager to nominate cell type specific therapeutic targets for rheumatoid arthritis (RA) by replicating the analytical procedures described in the PINNACLE study. We evaluate CellVoyager across 420 analytical runs spanning seven distinct cell types as part of the Therapeutic Target Nomination benchmark.
DOI: 10.15468/dl.2rgpy8
title: Occurrence Download

description: A dataset containing 5411 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia tortilis"
 ]
}

 The dataset includes 5411 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067803-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25828/qmgv-5930
title: Civil Cases of Debt 1985-2025
DOI: 10.15468/dl.ecbzmp
title: Occurrence Download

description: A dataset containing 2295539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gallinago gallinago",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 2295539 records from 1933 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067801-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rn2r7s
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Colombia",
 "Country is Ecuador",
 "Country is Peru"
 ]
 },
 "Geometry POLYGON((-80 -7,-70 -7,-70 11,-80 11,-80 -7))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Valeriana pilosa Ruiz & Pav.",
 "Year 2000-2021"
 ]
}

 The dataset includes 275 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118277-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxrirr
title: Occurrence Download

description: A dataset containing 446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Echium gaditanum Boiss."
 ]
}

 The dataset includes 446 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003147-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.elpikj
title: Occurrence Download

description: A dataset containing 6080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nepenthaceae",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 6080 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037259-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ax5net
title: Occurrence Download

description: A dataset containing 27064 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tympanuchus cupido (Linnaeus, 1758)"
 ]
}

 The dataset includes 27064 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059244-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2lllw
title: Occurrence Download

description: A dataset containing 18009 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helictotrichon pubescens (Huds.) Schult."
 ]
}

 The dataset includes 18009 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012125-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvjwhq
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Nymphargus cochranae (Goin, 1961)"
 ]
}

 The dataset includes 54 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084936-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adxzuf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Elizaldia calycina subsp. multicolor (Kunze) Chater"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003151-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5km2v
title: Occurrence Download

description: A dataset containing 1067 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tympanuchus pallidicinctus (Ridgway, 1873)"
 ]
}

 The dataset includes 1067 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059245-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49uqkm
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Erodium recoderi Auriault & Guitt."
 ]
}

 The dataset includes 30 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003155-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkinuo
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.2347 19.15466,-98.87489 19.15466,-98.87489 19.52133,-99.2347 19.52133,-99.2347 19.15466))",
 "HasCoordinate is true",
 "TaxonKey is Ambystoma mexicanum (Shaw & Nodder, 1798)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 212 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012140-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knct91
title: Occurrence Download

description: A dataset containing 2340 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Type Specimen Database of Museum and Institute of Zoology PAS"
 ]
}

 The dataset includes 2340 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012127-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o9mr6y
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Abarema acreana (J.F.Macbr.) L.Rico",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003160-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wp9pu3
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.06328 19.9679,-97.99599 19.9679,-97.99599 20.02469,-98.06328 20.02469,-98.06328 19.9679))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1921-2022"
 ]
}

 The dataset includes 342 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118278-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcj2tp
title: Occurrence Download

description: A dataset containing 39989 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myoxocephalus scorpius (Linnaeus, 1758)"
 ]
}

 The dataset includes 39989 records from 229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059243-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdubzc
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1979-2013",
 "HasCoordinate is true",
 "TaxonKey is Dracaena draco (L.) L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 280 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012145-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.