cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17136937
title: High resolution drone imagery and supporting underwater photos of coral reefs in Moʻorea

description: Summary

The data in this Box folder (linked below) represent drone imagery captured of the Northern Lagoons of the island of Moʻorea from April 17-25, 2023, as well as underwater photos of the Northern Lagoons region.

 

Methods




In-water photos were collected using a Sony a6700 with a 16-50mm lens. This camera has an APS-C sensor at 24.2 megapixels and the photos were captured in JPG extra-fine format. The camera was housed in a Ikelite underwater housing connected to floating platform via a camera hot shoe adapter and 15-inch cable. All electronics were housed in a pelican case that contained an Emlid Reach M2 multi-band GNSS module. Every time the snorkeler triggered the shutter, a coordinate position was marked that was later PPK-corrected using a base station file from an Emlid Reach RS2+ GNN receiver. All geotag coordinates attained a ‘fix" solution that indicates the rover has successfully resolved integer ambiguities, resulting in centimeter-level accuracy. 




Drone imagery was collected at 70m flying height (1cm pixel) with a mean shutter speed of 1/2500 using a WingtraOne Gen I platform with a Sony RX1R II full frame camera with CMOS sensor at 42.2 megapixels. JPG photos were PPK-corrected using a base station file from an Emlid Reach RS2+ GNN receiver to survey-grade fixed solution. Adobe Lightroom was used to spectrally boost the colors in each photo before being uploaded and processed into orthomosaics using the cloud-based DroneDeploy photogrammetry engine resulting in an average RMSE of +/- 15cm. 




 

Terms of Use




The Nature Conservancy (TNC) collected these data. TNC makes no guarantee of accuracy or completeness. Data are for informational purposes and are not suitable for legal, engineering, or surveying purposes. TNC is not obligated to update/maintain the data to reflect changing conditions. Commercial use is not allowed. Sharing the data (sublicensing) is not allowed. Users must obtain a direct license by downloading the data themselves. TNC should be credited as the data source in derivative works. Users are advised to pay attention to the contents of this metadata document. Read TNC’s full, legal, Standard Terms of Use for Geospatial Data (no sublicensing) here.  




 

Datasets




As of this release, the specific files included in the Box folders are:  








Mo'orea Underwater Photos - Public = in-water photos of coral reef collected in the Northern Lagoons region. Folder names refer to the name of the coral reef captured in the imagery.  










Mo’orea Coral Reef Drone Orthomosaics - Public = drone imagery of coral reefs in the Northern Lagoons region that has been georeferenced, color-corrected, and mosaicked. File names refer to the name of the coral reef captured in the imagery.  



 




Acknowledgements 








Coral Gardeners (https://coralgardeners.org/)




Community members who helped to prioritize sites
DOI: 10.5281/zenodo.17136938
title: High resolution drone imagery and supporting underwater photos of coral reefs in Moʻorea

description: Summary

The data in this Box folder (linked below) represent drone imagery captured of the Northern Lagoons of the island of Moʻorea from April 17-25, 2023, as well as underwater photos of the Northern Lagoons region.

 

Methods




In-water photos were collected using a Sony a6700 with a 16-50mm lens. This camera has an APS-C sensor at 24.2 megapixels and the photos were captured in JPG extra-fine format. The camera was housed in a Ikelite underwater housing connected to floating platform via a camera hot shoe adapter and 15-inch cable. All electronics were housed in a pelican case that contained an Emlid Reach M2 multi-band GNSS module. Every time the snorkeler triggered the shutter, a coordinate position was marked that was later PPK-corrected using a base station file from an Emlid Reach RS2+ GNN receiver. All geotag coordinates attained a ‘fix" solution that indicates the rover has successfully resolved integer ambiguities, resulting in centimeter-level accuracy. 




Drone imagery was collected at 70m flying height (1cm pixel) with a mean shutter speed of 1/2500 using a WingtraOne Gen I platform with a Sony RX1R II full frame camera with CMOS sensor at 42.2 megapixels. JPG photos were PPK-corrected using a base station file from an Emlid Reach RS2+ GNN receiver to survey-grade fixed solution. Adobe Lightroom was used to spectrally boost the colors in each photo before being uploaded and processed into orthomosaics using the cloud-based DroneDeploy photogrammetry engine resulting in an average RMSE of +/- 15cm. 




 

Terms of Use




The Nature Conservancy (TNC) collected these data. TNC makes no guarantee of accuracy or completeness. Data are for informational purposes and are not suitable for legal, engineering, or surveying purposes. TNC is not obligated to update/maintain the data to reflect changing conditions. Commercial use is not allowed. Sharing the data (sublicensing) is not allowed. Users must obtain a direct license by downloading the data themselves. TNC should be credited as the data source in derivative works. Users are advised to pay attention to the contents of this metadata document. Read TNC’s full, legal, Standard Terms of Use for Geospatial Data (no sublicensing) here.  




 

Datasets




As of this release, the specific files included in the Box folders are:  








Mo'orea Underwater Photos - Public = in-water photos of coral reef collected in the Northern Lagoons region. Folder names refer to the name of the coral reef captured in the imagery.  










Mo’orea Coral Reef Drone Orthomosaics - Public = drone imagery of coral reefs in the Northern Lagoons region that has been georeferenced, color-corrected, and mosaicked. File names refer to the name of the coral reef captured in the imagery.  



 




Acknowledgements 








Coral Gardeners (https://coralgardeners.org/)




Community members who helped to prioritize sites
DOI: 10.15468/dl.mt9ah4
title: Occurrence Download

description: A dataset containing 400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Amorpha canescens",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 400 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020388-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejteeu
title: Occurrence Download

description: A dataset containing 858421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Helichrysum petiolare, Hieracium caespitosum, Hieracium lepidulum, Hieracium praealtum, Onopordum tauricum, Osteospermum fruticosum, Roldana petasitis, Senecio angulatus, Senecio glastifolius, Senecio jacobaea, Senecio mikanioides, Senecio skirrhodon, Tussilago farfara, Menyanthes trifoliata, Tropaeolum pentaphyllum, Tropaeolum speciosum, Drosera capensis, Persicaria perfoliata, Rumex hypogaeus, Rumex sagittatus)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 858421 records from 2000 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020363-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15233331
title: Global Commercial Single-ply Membrane Market 2025 To 2034

description: Commercial Single-ply Membrane Market Size, Trends and Insights By Membrane Type (Thermoplastic, TPO, PVC, Others), By Application (Industrial, Commercial, Residential, Institutional), By Installation (Mechanically Attached System, Fully Adhered System, Induction-Welded Roof Installation System), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

The global commercial single-ply membrane market size was valued at USD 6.11 billion in 2025. The total revenue is expected to grow at a CAGR of 12.67% over the forecast period, reaching nearly USD 15.39 billion by 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68918
DOI: 10.5281/zenodo.15233332
title: Global Commercial Single-ply Membrane Market 2025 To 2034

description: Commercial Single-ply Membrane Market Size, Trends and Insights By Membrane Type (Thermoplastic, TPO, PVC, Others), By Application (Industrial, Commercial, Residential, Institutional), By Installation (Mechanically Attached System, Fully Adhered System, Induction-Welded Roof Installation System), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

The global commercial single-ply membrane market size was valued at USD 6.11 billion in 2025. The total revenue is expected to grow at a CAGR of 12.67% over the forecast period, reaching nearly USD 15.39 billion by 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68918
DOI: 10.15468/dl.5uppqn
title: Occurrence Download

description: A dataset containing 3443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Africa",
 "Country is South Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Procavia capensis (Pallas, 1766)"
 ]
}

 The dataset includes 3443 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014676-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrrpsv
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Convolvulus euphraticus Bornm."
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013305-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b295ma
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Thryonomyidae"
 ]
}

 The dataset includes 223 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229955-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yge32z
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrophorbium dodsonii (H.Rob. & Cuatrec.) B.Nord."
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154316-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbwekb
title: Occurrence Download

description: A dataset containing 406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorbus tianschanica Rupr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 406 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080627-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muhcdz
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kinosternon angustipons Legler, 1965"
 ]
}

 The dataset includes 28 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016468-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5xgrr
title: Occurrence Download

description: A dataset containing 3047 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diplospora dubia (Lindl.) Masam."
 ]
}

 The dataset includes 3047 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080644-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lzosae
title: Occurrence Download

description: A dataset containing 652989 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "TaxonKey is Meleagris gallopavo Linnaeus, 1758"
 ]
}

 The dataset includes 652989 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003026-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkk4n7
title: Occurrence Download

description: A dataset containing 6325 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicentra canadensis (Goldie) Walp."
 ]
}

 The dataset includes 6325 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080636-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5883/bold:adi9110
title: Overview of Barcode Index Number - BOLD:ADI9110

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9117
title: Overview of Barcode Index Number - BOLD:ADI9117

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9123
title: Overview of Barcode Index Number - BOLD:ADI9123

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9157
title: Overview of Barcode Index Number - BOLD:ADI9157

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9179
title: Overview of Barcode Index Number - BOLD:ADI9179

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9190
title: Overview of Barcode Index Number - BOLD:ADI9190

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9195
title: Overview of Barcode Index Number - BOLD:ADI9195

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9213
title: Overview of Barcode Index Number - BOLD:ADI9213

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9315
title: Overview of Barcode Index Number - BOLD:ADI9315

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9352
title: Overview of Barcode Index Number - BOLD:ADI9352

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9353
title: Overview of Barcode Index Number - BOLD:ADI9353

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9354
title: Overview of Barcode Index Number - BOLD:ADI9354

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9358
title: Overview of Barcode Index Number - BOLD:ADI9358

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9382
title: Overview of Barcode Index Number - BOLD:ADI9382

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9383
title: Overview of Barcode Index Number - BOLD:ADI9383

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9393
title: Overview of Barcode Index Number - BOLD:ADI9393

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9397
title: Overview of Barcode Index Number - BOLD:ADI9397

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9411
title: Overview of Barcode Index Number - BOLD:ADI9411

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9414
title: Overview of Barcode Index Number - BOLD:ADI9414

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9420
title: Overview of Barcode Index Number - BOLD:ADI9420

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9443
title: Overview of Barcode Index Number - BOLD:ADI9443

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9479
title: Overview of Barcode Index Number - BOLD:ADI9479

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9489
title: Overview of Barcode Index Number - BOLD:ADI9489

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9497
title: Overview of Barcode Index Number - BOLD:ADI9497

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9498
title: Overview of Barcode Index Number - BOLD:ADI9498

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9512
title: Overview of Barcode Index Number - BOLD:ADI9512

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9516
title: Overview of Barcode Index Number - BOLD:ADI9516

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9526
title: Overview of Barcode Index Number - BOLD:ADI9526

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9527
title: Overview of Barcode Index Number - BOLD:ADI9527

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9531
title: Overview of Barcode Index Number - BOLD:ADI9531

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9541
title: Overview of Barcode Index Number - BOLD:ADI9541

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9555
title: Overview of Barcode Index Number - BOLD:ADI9555

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9573
title: Overview of Barcode Index Number - BOLD:ADI9573

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9576
title: Overview of Barcode Index Number - BOLD:ADI9576

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9582
title: Overview of Barcode Index Number - BOLD:ADI9582

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9583
title: Overview of Barcode Index Number - BOLD:ADI9583

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9585
title: Overview of Barcode Index Number - BOLD:ADI9585

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9606
title: Overview of Barcode Index Number - BOLD:ADI9606

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:adi9607
title: Overview of Barcode Index Number - BOLD:ADI9607

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.