cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60520/ieda/113721
title: Assessment of groundwater potential zones of Akure metropolis (Borehole data and VES data)

description: This research addresses recurring water scarcity during dry seasons in Akure metropolis, Nigeria—a crisis exacerbated by demographic growth, expanding domestic and industrial water demands, and groundwater overexploitation. Through comprehensive geophysical investigations, we developed a methodological framework to identify and spatially delineate groundwater resource prospect zones. Our approach integrated multiple hydrogeological parameters derived from electrical resistivity surveys (transverse resistance, hydraulic conductivity, and aquifer transmissivity) with lineament density analysis from satellite imagery to create thematic spatial representations. These parameters were systematically weighted using the analytical hierarchy process (AHP) within a multi-criteria decision analysis framework to construct a groundwater prediction mapping index (GWPMI).
The resulting groundwater potential prediction model (GWPPM) classified the investigated site into four specific categories: low, low-medium, medium, and medium-high potential zones. Validation against existing borehole yield data shows that nearly 92% within the metropolitan zones exhibits poor groundwater prospect, with only 8% demonstrating suitable characteristics for sustainable extraction. The reliability of our predictive model was confirmed through relative operating characteristic analysis, which demonstrated the predominance of low to medium groundwater yield capacity (100% correlation) across the study region. This research provides critical spatial intelligence for identifying viable groundwater development zones and offers a decision-support framework for sustainable groundwater resource management by local water authorities. The methodological approach presented here can be adapted for similar hydrogeological assessments in comparable geological settings.
DOI: 10.15468/dl.aabg4t
title: Occurrence Download

description: A dataset containing 2560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Argentina, Brazil, Paraguay)",
 "TaxonKey is Cyanoloxia glaucocaerulea (d'Orbigny & Lafresnaye, 1837)"
 ]
}

 The dataset includes 2560 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002253-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15090245
title: Example dataset Columba

description: The test dataset includes the following files:


- **Reference Files:** 

 `HG00096.1.19.fasta`

 `HG00097.1.19.fasta`

 

 

- **Paired-End Reads Files:** 

 `SRR17981962_1_sampled.fastq`





 `SRR17981962_2_sampled.fastq` 







The reference files are sequences that are derived from the **1000 Genomes Project** and represent two haplotypes of chromosome 19 from human individuals HG00096 and HG00097.


The reads files contain 100k paired-end reads sampled from a larger run (accession no. SRR17981962).
DOI: 10.5281/zenodo.15090246
title: Example dataset Columba

description: The test dataset includes the following files:


- **Reference Files:** 

 `HG00096.1.19.fasta`

 `HG00097.1.19.fasta`

 

 

- **Paired-End Reads Files:** 

 `SRR17981962_1_sampled.fastq`





 `SRR17981962_2_sampled.fastq` 







The reference files are sequences that are derived from the **1000 Genomes Project** and represent two haplotypes of chromosome 19 from human individuals HG00096 and HG00097.


The reads files contain 100k paired-end reads sampled from a larger run (accession no. SRR17981962).
DOI: 10.5281/zenodo.15057015
title: 3D Position Data measured with an API Radian laser tracker and an OptiTrack Motion Capture System

description: 3D Position Data was measured with an API Radian laser tracker and an OptiTrack Motion Capture System to assess the measurement uncertainty of the OptiTrack Motion Capture System. The data is acquired according to the VDI/VDE 2634.The metadata profiles, static metadata sets, and the data model compliant with the Sensor Interfacing Language (SOIL) are added to richly describe the measurement data in the storage-efficient CSV files.
DOI: 10.5281/zenodo.15090119
title: Cryo-ET Spinach Thylakoid Photosystem II Positions

description: DESCRIPTION

This dataset contains the positions used to analyze the distribution of Photosystem II particles in Spinach thylakoids, presented in the below publication.Tomograms corresponding to these annotations can be accessed via EMPIAR-12612.

CITATION: When using this dataset, please cite

Molecular architecture of thylakoid membranes within intact spinach chloroplastsdoi: https://doi.org/10.1101/2024.11.24.625035
DOI: 10.5281/zenodo.15090120
title: Cryo-ET Spinach Thylakoid Photosystem II Positions

description: DESCRIPTION

This dataset contains the positions used to analyze the distribution of Photosystem II particles in Spinach thylakoids, presented in the below publication.Tomograms corresponding to these annotations can be accessed via EMPIAR-12612.

CITATION: When using this dataset, please cite

Molecular architecture of thylakoid membranes within intact spinach chloroplastsdoi: https://doi.org/10.1101/2024.11.24.625035
DOI: 10.15468/dl.wrwx3g
title: Occurrence Download

description: A dataset containing 2601 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Digitaria ischaemum (Schreb.) Muhl.",
 "Year 1981-2010"
 ]
}

 The dataset includes 2601 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002258-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9mkwj
title: Occurrence Download

description: A dataset containing 91031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-90 -90,0 -90,0 -30,-90 -30,-90 -90))",
 "TaxonKey is Lobodon carcinophaga (Hombron & Jacquinot, 1842)"
 ]
}

 The dataset includes 91031 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002248-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49bjfm
title: Occurrence Download

description: A dataset containing 30890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Argentina, Brazil, Paraguay)",
 "TaxonKey is Cyanoloxia brissonii (Lichtenstein & Mhc, 1823)"
 ]
}

 The dataset includes 30890 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002257-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyyqes
title: Occurrence Download

description: A dataset containing 612187 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Programa de fotomonitoreo de objetos de conservación y amenazas en el Sistema Nacional de Áreas Protegidas (SNAP)"
 ]
}

 The dataset includes 612187 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002249-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpm36w
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Brazil, Argentina, Paraguay)",
 "TaxonKey is Spinus yarrellii (Audubon, 1839)"
 ]
}

 The dataset includes 83 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002260-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5d4y5
title: Occurrence Download

description: A dataset containing 23306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.43224 39.75074,-74.98145 39.73038,-74.97557 40.11878,-75.37324 40.13192,-75.43224 39.75074))",
 "HasGeospatialIssue is false",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 23306 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002256-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15090083
title: MemBrain-pick Spinach Thylakoid Evaluation Data

description: DESCRIPTION

This folder contains the data that was used for evaluation of MemBrain-pick's performance in localizing Photosystem II particles on spinach thylakoid membranes.The data is part of the paper Molecular architecture of thylakoid membranes within intact spinach chloroplasts.

The full dataset can be found underhttps://zenodo.org/records/15090120CITATION: When using this dataset, please cite

Molecular architecture of thylakoid membranes within intact spinach chloroplastsdoi: https://doi.org/10.1101/2024.11.24.625035

AND

MemBrain v2: an end-to-end tool for the analysis of membranes in cryo-electron tomographydoi: https://doi.org/10.1101/2024.01.05.574336
DOI: 10.5281/zenodo.15090084
title: MemBrain-pick Spinach Thylakoid Evaluation Data

description: DESCRIPTION

This folder contains the data that was used for evaluation of MemBrain-pick's performance in localizing Photosystem II particles on spinach thylakoid membranes.The data is part of the paper Molecular architecture of thylakoid membranes within intact spinach chloroplasts.

The full dataset can be found underhttps://zenodo.org/records/15090120CITATION: When using this dataset, please cite

Molecular architecture of thylakoid membranes within intact spinach chloroplastsdoi: https://doi.org/10.1101/2024.11.24.625035

AND

MemBrain v2: an end-to-end tool for the analysis of membranes in cryo-electron tomographydoi: https://doi.org/10.1101/2024.01.05.574336
DOI: 10.15468/dl.xemtkz
title: Occurrence Download

description: A dataset containing 37375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Colombia, Venezuela (Bolivarian Republic of), Ecuador)",
 "TaxonKey is Espeletia Mutis ex Humb. & Bonpl."
 ]
}

 The dataset includes 37375 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002259-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/00004830
title: A Randomized, Double-Blind, Placebo-Controlled, 3-Arm, Parallel-Group, Multicenter Study to Evaluate the Efficacy, Safety, and Tolerability of Canagliflozin in the Treatment of Subjects With Type 2 Diabetes Mellitus With Inadequate Glycemic Control on Metformin

description: The purpose of this study is to evaluate the efficacy and safety of 2 different doses of canagliflozin compared with placebo in patients with type 2 diabetes mellitus who are receiving treatment with metformin monotherapy (ie, treatment with a single drug) and have inadequate glycemic (blood sugar) control.
DOI: 10.25934/pr00004830.0
title: Available IPD datapackage for study 'A Randomized, Double-Blind, Placebo-Controlled, 3-Arm, Parallel-Group, Multicenter Study to Evaluate the Efficacy, Safety, and Tolerability of Canagliflozin in the Treatment of Subjects With Type 2 Diabetes Mellitus With Inadequate Glycemic Control on Metformin'

description: The purpose of this study is to evaluate the efficacy and safety of 2 different doses of canagliflozin compared with placebo in patients with type 2 diabetes mellitus who are receiving treatment with metformin monotherapy (ie, treatment with a single drug) and have inadequate glycemic (blood sugar) control.
DOI: 10.5281/zenodo.15003264
title: FamilySearch Line-Level Dataset of Transcribed Handwritten Ottoman Nüfūs Records

description: We present a line-level annotated dataset of historical Ottoman Nüfūs records.The transcriptions for these images can be used by the public for creating handwritten text recognition (HTR) systems.The lines are transcribed in their original script, and accompanying images have been preprocessed for use in HTR.Each line has been either transcribed or reviewed by an expert human linguist to ensure the accuracy and quality of the data.Furthermore, we present a smaller set of labels to seed automated transliteration efforts.
DOI: 10.15468/dl.pfdru5
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Hypselotriton orientalis David, 1873"
 ]
}

 The dataset includes 108 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002265-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqtt9z
title: Occurrence Download

description: A dataset containing 2539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.56586 41.15998,-8.5714 41.15476,-8.57504 41.1481,-8.5636 41.13479,-8.54332 41.13009,-8.52617 41.13361,-8.52253 41.14092,-8.52928 41.14967,-8.54679 41.15815,-8.56586 41.15998))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2539 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002264-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11495034
title: Research data for the paper "Analysis of optical pattern formation on glass: a solution for an International Physicists' Tournament problem"

description: Research data for the paper "Analysis of optical pattern formation on glass". This dataset consists of a Pyhton simulation and data related to the defocusing microscopy reconstruction technique.
DOI: 10.5281/zenodo.11495035
title: Research data for the paper "Analysis of optical pattern formation on glass"

description: Research data for the paper "Analysis of optical pattern formation on glass". This dataset consists of a Pyhton simulation and data related to the defocusing microscopy reconstruction technique.
DOI: 10.5281/zenodo.14718426
title: Research data for the paper "Analysis of optical pattern formation on glass: a solution for an International Physicists' Tournament problem"

description: Research data for the paper "Analysis of optical pattern formation on glass". This dataset consists of a Pyhton simulation and data related to the defocusing microscopy reconstruction technique.
DOI: 10.15468/dl.ypj7ga
title: Occurrence Download

description: A dataset containing 1115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "CoordinateUncertaintyInMeters 0.0-100.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vinca major L.",
 "Year 1981-2010"
 ]
}

 The dataset includes 1115 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002269-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15090230
title: Land use and land cover samples for the municipality of Porto Velho, Rondônia state (RO)

description: Land use and land cover samples from 2000-2024 for the municipality of Porto Velho, Rondônia state (RO), Northern Brazil. The images and time series were collected from using the Temporal Vegetation Analysis System (SATVeg) platform, developed by the Brazilian Agricultural Research Corporation (EMBRAPA), as the primary tool. A total of 90 samples were obtained, with 30 corresponding to croplands (Agriculture), 30 to forestlands (Forest), and 30 to pasturelands (Pasture). The methodology is detailed in an article which is currently in press. The dataset is organized into folders, where each sample includes two types of files: an image file (.png) representing the NDVI time series graph and a spreadsheet (.xls) containing information on the location and temporal behavior of the Normalized Difference Vegetation Index (NDVI).
DOI: 10.5281/zenodo.15090231
title: Land use and land cover samples for the municipality of Porto Velho, Rondônia state (RO)

description: Land use and land cover samples from 2000-2024 for the municipality of Porto Velho, Rondônia state (RO), Northern Brazil. The images and time series were collected from using the Temporal Vegetation Analysis System (SATVeg) platform, developed by the Brazilian Agricultural Research Corporation (EMBRAPA), as the primary tool. A total of 90 samples were obtained, with 30 corresponding to croplands (Agriculture), 30 to forestlands (Forest), and 30 to pasturelands (Pasture). The methodology is detailed in an article which is currently in press. The dataset is organized into folders, where each sample includes two types of files: an image file (.png) representing the NDVI time series graph and a spreadsheet (.xls) containing information on the location and temporal behavior of the Normalized Difference Vegetation Index (NDVI).
DOI: 10.15468/dl.h9dbh6
title: Occurrence Download

description: A dataset containing 724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Argentina, Brazil, Uruguay)",
 "TaxonKey is Nicotiana longiflora Cav."
 ]
}

 The dataset includes 724 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002270-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.send6a
title: Occurrence Download

description: A dataset containing 18606 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelobates fuscus (Laurenti, 1768)"
 ]
}

 The dataset includes 18606 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002271-250325103851331/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.28668617.v2
title: Faster soil carbon aging with depth at higher elevations in a subtropical forest

description: Faster soil carbon aging with depth at higher elevations.
DOI: 10.5281/zenodo.15090322
title: Human Sexurity Dataset
DOI: 10.5281/zenodo.15090323
title: Human Sexurity Dataset
DOI: 10.15468/dl.82cn8d
title: Occurrence Download

description: A dataset containing 121034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-119.3308 32.49971,-117.31512 32.49971,-117.31512 35.05959,-119.3308 35.05959,-119.3308 32.49971))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 121034 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002255-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvzz65
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.3_1",
 "TaxonKey is Lampropeltis triangulum (Lacépède, 1789)"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002275-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfp6fw
title: Occurrence Download

description: A dataset containing 300648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Material sample, Occurrence evidence)",
 "Country is one of (Ireland, United Kingdom of Great Britain and Northern Ireland)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciurus carolinensis Gmelin, 1788"
 ]
}

 The dataset includes 300648 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002266-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fgktp
title: Occurrence Download

description: A dataset listing the 1108013 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantae"
 ]
}

 The dataset's 1108013 records were derived from 17336 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002263-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejz47t
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Liberia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hexaprotodon Falconer & Cautley, 1836"
 ]
}

 The dataset includes 284 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222812-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrv6v4
title: Occurrence Download

description: A dataset containing 5572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron strigosus Muhl. ex Willd.",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 5572 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037703-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mr92h4
title: Occurrence Download

description: A dataset containing 1223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocypode gaudichaudii H.Milne Edwards & Lucas, 1843",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 1223 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063103-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.