cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17616037
title: Underwater images collected by  Scuba diving in Ifaty, Madagascar - 2022-10-30

description: This dataset was collected by  Scuba diving in Ifaty, Madagascar - 2022-10-30. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
DOI: 10.15468/dl.fxa5q9
title: Occurrence Download

description: A dataset containing 9183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Fraxinus excelsior"
 ]
}

 The dataset includes 9183 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035223-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muadp8
title: Occurrence Download

description: A dataset containing 472665 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erigeron canadensis"
 ]
}

 The dataset includes 472665 records from 2876 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035196-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6ekz3
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus vanderbilti"
 ]
}

 The dataset includes 36 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025688-250811113504898/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.28843832
title: Data and R code for: 'Predator activity, proactive anti-predator strategies, and nesting phenology produce a dynamic landscape of risk to tundra goose reproduction'

description: This repository contains all of the data and R code needed to reproduce the analyses for: "Predator activity, proactive anti-predator strategies, and nesting phenology produce a dynamic landscape of risk to tundra goose reproduction" by Johnson-Bice et al., <i>Journal of Animal Ecology.</i> Refer to the main text for details on the methods used in this study.<b>Abstract</b>1. Birds generally rely on proactive anti-predator strategies when selecting nest sites, as they have limited options to adapt to changing levels of risk once incubation begins. Arctic waterfowl often nest colonially as an anti-predator strategy but dispersed-breeding species may use other proactive strategies, such as nesting in areas perceived to be safer. However, empirical links between spatial patterns of predation risk and nest habitat selection or success are needed to better understand how predator activity shapes Arctic waterfowl reproduction.2. Using activity data from the main cursorial nest predators, Arctic and red foxes (<i>Vulpes lagopus</i>, <i>V. vulpes</i>), and aerial predators, we evaluate the influence predator activity has on Canada goose (<i>Branta canadensis interior</i>) nest habitat selection and success, and how nesting phenology mediates these effects.3. We compared habitat selection models fit to i) goose nest locations and ii) fox locations obtained from GPS collars and found that geese and foxes displayed nearly opposite patterns of selection for the same landscape traits. Geese selected sites that minimized their probability of encountering foxes while also maximizing their ability to detect foxes. Spatial predictions of fox activity revealed nests located in areas with higher probability of fox use had lower nest success, indicating fox space-use patterns reflect predation risk.4. Landscape heterogeneity influenced both fox and goose nest habitat selection patterns and, consequently, spatial variation in predation risk and reproductive success. Aerial predators appeared to have a lesser effect on spatial patterns of goose nest habitat selection and success.5. Spatial patterns of nest success were, however, strongly influenced by nesting phenology. Nests initiated earlier had a greater probability of successfully hatching, but these patterns depended on location; the benefits of nesting early decreased in areas of high fox activity.6. Our study demonstrates the mechanisms by which nesting phenology, predator activity, and landscape heterogeneity interact to shape bird reproduction, and provides an empirical demonstration of how our understanding of predation risk is enhanced by integrating both spatial and temporal dynamics.
DOI: 10.15468/dl.2uqwb7
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laggera decurrens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 195 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009949-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14607577
title: Dataset jadwal event lariku.info
DOI: 10.15468/dl.pyctpk
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lamprocephalus montanus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009951-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5rknx
title: Occurrence Download

description: A dataset containing 636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnopus montagnei"
 ]
}

 The dataset includes 636 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009952-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14607597
title: List Benchmarks Kaggle
DOI: 10.15468/dl.9ygwa7
title: Occurrence Download

description: A dataset containing 208 records in GBIF matching the query:
SELECT
 '351' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 28.773895969281842
 AND decimalLatitude &lt;= 33.06103686093294
 AND decimalLongitude &gt;= 59.54300976905608
 AND decimalLongitude &lt;= 66.79339852040943
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 208 records were derived from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009945-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.de9gea
title: Occurrence Download

description: A dataset containing 20080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amanita vaginata"
 ]
}

 The dataset includes 20080 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009953-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35utaf
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lamyropsis cynaroides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 37 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009954-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcxkgy
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Langebergia canescens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009957-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vawg9q
title: Occurrence Download

description: A dataset containing 30536 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphinema byssoides"
 ]
}

 The dataset includes 30536 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009956-260120142942310/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.31144957
title: teste

description: aaaa
DOI: 10.6084/m9.figshare.31144957.v1
title: teste

description: aaaa
DOI: 10.15468/dl.7cbv9d
title: Occurrence Download

description: A dataset containing 870 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuvieronius hyodon"
 ]
}

 The dataset includes 870 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009958-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpkykf
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapidia apicifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 46 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009959-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8krh6n
title: Occurrence Download

description: A dataset containing 6697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 6697 records from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009962-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfehbu
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lasiocephalus ovatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 214 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009964-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8uavm
title: Occurrence Download

description: A dataset containing 721 records in GBIF matching the query:
SELECT
 '352' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 28.773895969281842
 AND decimalLatitude &lt;= 33.06103686093294
 AND decimalLongitude &gt;= 64.95601065715208
 AND decimalLongitude &lt;= 72.35951506377688
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 721 records were derived from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009955-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14607655
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.rp9evg
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lasiopogon brachypterus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 26 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009965-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2jm5w7
title: CCDC 2342139: Experimental Crystal Structure Determination

description: Related Article: Zhou Luo, Yi-Hao Zhang, Chao Zhang, Kewei Dong, Pranab K. Pramanick, Shen Zhao, Yuanyuan Liu, Guoqiang Yang|2026|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c20265
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: 10.5517/ccdc.csd.cc2jw7j6
title: CCDC 2349878: Experimental Crystal Structure Determination

description: Related Article: Cihat Güleryüz, Ayesha Mohyuddin, Abrar U. Hassan|2024|Opt.Mater.|126|116023|doi:10.1016/j.optmat.2024.116023
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: 10.15468/dl.ffxz9h
title: Occurrence Download

description: A dataset containing 1152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-180 -60,-70 -60,-70 70,-180 70,-180 -60))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, e9f60bdb-217d-4b4e-a22a-2781321220a1)",
 "TaxonKey is Balaenoptera musculus",
 "Year 2000-2026"
 ]
}

 The dataset includes 1152 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009968-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qt2fr7
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lasiopogon muscoides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 117 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009967-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg6ppj
title: Occurrence Download

description: A dataset containing 20413 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Whale-Watching cetacean occurrences by Futurismo Azores Adventures from 2008 to 2018 off São Miguel (Azores)"
 ]
}

 The dataset includes 20413 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009969-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qw46km
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lasiospermum poterioides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009971-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9r5hpt
title: Occurrence Download

description: A dataset containing 6549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lasthenia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 6549 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009972-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46k7g2
title: Occurrence Download

description: A dataset containing 603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Launaea fragilis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 603 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009974-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzgt7e
title: Occurrence Download

description: A dataset containing 12620 records in GBIF matching the query:
SELECT
 '353' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 28.773895969281842
 AND decimalLatitude &lt;= 33.06103686093294
 AND decimalLongitude &gt;= 70.36901154524809
 AND decimalLongitude &lt;= 77.92563160714433
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 12620 records were derived from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009966-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsq7mk
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lawrencella rosea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 481 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009975-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzssg8
title: Occurrence Download

description: A dataset containing 1709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Layia platyglossa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1709 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009978-260120142942310/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.30017734
title: RMET DATA

description: RMET VALIDATION
DOI: 10.6084/m9.figshare.30017734.v1
title: RMET DATA

description: RMET VALIDATION
DOI: 10.6084/m9.figshare.30017734.v2
title: RMET DATA

description: RMET VALIDATION
DOI: 10.7266/7mcr5ds2
title: TAMU Stommel glider data collected 2024-01-28 to 2024-04-23 in the Gulf of America
DOI: 10.34740/kaggle/dsv/14681000
title: Indonesian Hoax News Dataset
DOI: 10.15468/dl.4zj3je
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agkistrodon russeolus"
 ]
}

 The dataset includes 133 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002572-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.