cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xhhm2p
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neltuma alba (Griseb.) C.E.Hughes & G.P.Lewis",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 360 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007222-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tt7upa
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aquilaria filaria (Oken) Merr."
 ]
}

 The dataset includes 57 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013772-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck3naa
title: Occurrence Download

description: A dataset containing 5006 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alaudala cheleensis Swinhoe, 1871"
 ]
}

 The dataset includes 5006 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013771-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7a3mv5
title: Occurrence Download

description: A dataset containing 917079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ethiopia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 917079 records from 472 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013766-250515123054153/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/13724431
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.u9z4u7
title: Occurrence Download

description: A dataset containing 32764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene dioica",
 "Country is Germany",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year 1980-2025",
 {
 "or" : [
 "StateProvince is null",
 "StateProvince is Bayern"
 ]
 }
 ]
}

 The dataset includes 32764 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031977-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9m9k9
title: Occurrence Download

description: A dataset containing 14167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "Geometry POLYGON((-125.18856 37.27975,-102.83908 37.27975,-102.83908 49.66114,-125.18856 49.66114,-125.18856 37.27975))",
 "OccurrenceStatus is Present",
 "TaxonKey is Cervus canadensis",
 "Year 2020-2025"
 ]
}

 The dataset includes 14167 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031976-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17602551
title: Underwater images collected by a Kite surf in Pointe-Esny, Mauritius - 2018-03-04

description: This dataset was collected by a Kite surf in Pointe-Esny, Mauritius - 2018-03-04. 

            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: 10.5281/zenodo.17604644
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS251113x Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS251113x Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.17604645
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS251113x Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS251113x Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.xs2t8s
title: Occurrence Download

description: A dataset containing 163162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trametes versicolor"
 ]
}

 The dataset includes 163162 records from 643 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031953-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wqzna
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrogale melanura"
 ]
}

 The dataset's 4 records were derived from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031972-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.242xee
title: Occurrence Download

description: A dataset containing 8362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((26.28003 64.79122,-1.81772 58.8759,-24.98605 40.88348,-3.29656 33.24286,29.97712 37.92581,26.28003 64.79122))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cladanthus mixtus"
 ]
}

 The dataset includes 8362 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031978-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjb66a
title: Occurrence Download

description: A dataset containing 591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhinophrynus dorsalis",
 "Year 1926-2025"
 ]
}

 The dataset includes 591 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031979-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bf6g2c
title: Occurrence Download

description: A dataset containing 1512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Otus megalotis"
 ]
}

 The dataset includes 1512 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031980-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u58zud
title: Occurrence Download

description: A dataset containing 1885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-125.41001 40.76389,-111.28707 40.76389,-111.28707 49.30334,-125.41001 49.30334,-125.41001 40.76389))",
 "TaxonKey is Alces alces"
 ]
}

 The dataset includes 1885 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031981-251025141854904/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/13724480
title: Indonesian Hoax News Dataset
DOI: 10.15468/dl.6vbmq8
title: Occurrence Download

description: A dataset containing 39687858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 39687858 records from 5194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031964-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7284/166526
title: SSV (Sound Speed Velocimeter) data collected during research cruise AR85-01 using a Valeport Thru-Hull SVS instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5061/dryad.8h950
title: Data from: Sorting specimen-rich invertebrate samples with cost-effective NGS barcodes: validating a reverse workflow for specimen processing

description: Biologists frequently sort specimen-rich samples to species. This process
 is daunting when based on morphology, and disadvantageous if performed
 using molecular methods that destroy vouchers (e.g., metabarcoding). An
 alternative is barcoding every specimen in a bulk sample and then
 presorting the specimens using DNA barcodes, thus mitigating downstream
 morphological work on presorted units. Such a “reverse workflow” is too
 expensive using Sanger sequencing, but we here demonstrate that is
 feasible with an NGS barcoding pipeline that allows for cost-effective
 high throughput generation of short specimen-specific barcodes (313 bp of
 COI; lab cost &lt;$0.50 per specimen) through Next Generation
 Sequencing of tagged amplicons. We applied our approach to a large sample
 of tropical ants, obtaining barcodes for 3290 of 4032 specimens (82%). NGS
 barcodes and their corresponding specimens were then sorted into molecular
 operational taxonomic units (mOTUs) based on objective clustering and
 Automated Barcode Gap Discovery (ABGD). High diversity of 88-90 mOTUs (4%
 clustering) was found and morphologically validated based on preserved
 vouchers. The mOTUs were overwhelmingly in agreement with morphospecies
 (match ratio 0.95 at 4% clustering). Because of lack of coverage in
 existing barcode databases, only 18 could be accurately identified to
 named species, but our study yielded new barcodes for 48 species,
 including 28 that are potentially new to science. With its low cost and
 technical simplicity, the NGS barcoding pipeline can be implemented by a
 large range of laboratories. It accelerates invertebrate species
 discovery, facilitates downstream taxonomic work, helps with building
 comprehensive barcode databases, and yields precise abundance information.
description: NUSants_313bp_COI --
 SUPERSEDED - TO BE DELETED AT CURATIONFasta of all ant
 barcodes annotated with species namesNUSants_313bp_COI.fascombined all_stats_NUSantsAll_Stats MiSeq Output (Successful sequences)NUSants_313bp_COI_GenBankFasta of Formicidae COI 313 bp barcodes submitted to GenBank, annotated with updated morphospecies names
DOI: 10.7284/166521
title: Water Temperature data collected during research cruise AR85-01 using a SeaBird SBE-48 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.25921/c6ns-7s85
title: Coral bleaching data from BleachWatch in the Florida Keys National Marine Sanctuary from 2024-05-28 to 2024-10-15 (NCEI Accession 0311613)

description: As the occurence and severity of coral bleaching has increased in the Florida Keys National Marine Sanctuary (FKNMS) since the 1980’s, The U.S. National Oceanic and Atmospheric Administration (NOAA) and other scientists have developed remote sensing products and a network of environmental monitoring stations in order to try to more accurately predict coral bleaching in the Florida Keys. However, although remote sensing and in-situ data collection can provide an indication of when environmental conditions are ideal for the onset of coral bleaching, the actual onset of bleaching can be a gradual process, and effects can vary over an area as large as the FKNMS. In order to accurately assess the initial affects of bleaching events, and to assess coral condition during and after bleaching events, the Florida Keys BleachWatch program coordinates a large network of trained observers to provide regular reports of actual coral conditions on the reefs.

Each BleachWatch observer receives a packet containing information on the project and FAQ’s on coral bleaching, report forms complete with detailed instructions, and an underwater visual aid. The report form has been designed to minimize the effort needed to make observations and report on conditions, and the underwater visual aids are designed to minimize gear for the diver to carry yet be easily accessible and available when needed to help make mental notes on coral condition throughout the dive. The underwater visual aid provides a summary of the important information needed from the monitoring form such as environmental conditions as well as images to help determine percent of bleached live coral cover and major growth types for ease of coral identification. After exiting the water, observers simply enter these and any other notable observations on the report form provided. Observers are asked to report as regularly as possible, and are made to understand that observations of no bleaching present are equally as important.

By interpreting observations of coral condition from various areas within a geographic zone of concern during potential bleaching events, additional insight can be gained toward determining natural resilience, both for habitat types, geographical location, and species of coral. This information will allow researchers to further develop the accuracy of available coral bleaching early warning products and assist resource managers to better communicate the condition of the reefs as potential bleaching events occur, as well as potentially integrating the information into existing management plans.
DOI: 10.7284/166527
title: Transmissometer data collected during research cruise AR85-01 using a SeaBird C-Star instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5061/dryad.pt07g
title: Data from: Selection on skewed characters and the paradox of stasis

description: Observed phenotypic responses to selection in the wild often differ from
 predictions based on measurements of selection and genetic variance. An
 overlooked hypothesis to explain this paradox of stasis is that a skewed
 phenotypic distribution affects natural selection and evolution. We show
 through mathematical modelling that, when a trait selected for an optimum
 phenotype has a skewed distribution, directional selection is detected
 even at evolutionary equilibrium, where it causes no change in the mean
 phenotype. When environmental effects are skewed, Lande and Arnold’s
 (1983) directional gradient is in the direction opposite to the skew. In
 contrast, skewed breeding values can displace the mean phenotype from the
 optimum, causing directional selection in the direction of the skew. These
 effects can be partitioned out using alternative selection estimates based
 on average derivatives of individual relative fitness, or additive genetic
 covariances between relative fitness and trait (Robertson-Price identity).
 We assess the validity of these predictions using simulations of selection
 estimation under moderate samples size. Ecologically relevant traits may
 commonly have skewed distributions, as we here exemplify with avian laying
 date – repeatedly described as more evolutionarily stable than expected –,
 so this skewness should be accounted for when investigating evolutionary
 dynamics in the wild.
description: Selection on skewed
 characters - Simulations Scripts and ResultsSimulations scripts and
 results for both cases of skewness in environmental effects and skewness
 in breeding values distribution, and scripts used for generate the figure
 1 and S1.
DOI: 10.25921/0p23-yp64
title: Coral bleaching data from BleachWatch in the Florida Keys National Marine Sanctuary from 2025-02-26 to 2025-11-17 (NCEI Accession 0311779)

description: As the occurance and severity of coral bleaching has increased in the Florida Keys National Marine Sanctuary (FKNMS) since the 1980’s, The U.S. National Oceanic and Atmospheric Administration (NOAA) and other scientists have developed remote sensing products and a network of environmental monitoring stations in order to try to more accurately predict coral bleaching in the Florida Keys. However, although remote sensing and in-situ data collection can provide an indication of when environmental conditions are ideal for the onset of coral bleaching, the actual onset of bleaching can be a gradual process, and effects can vary over an area as large as the FKNMS. In order to accurately assess the initial affects of bleaching events, and to assess coral condition during and after bleaching events, the Florida Keys BleachWatch program coordinates a large network of trained observers to provide regular reports of actual coral conditions on the reefs.

Each BleachWatch observer receives a packet containing information on the project and FAQ’s on coral bleaching, report forms complete with detailed instructions, and an underwater visual aid. The report form has been designed to minimize the effort needed to make observations and report on conditions, and the underwater visual aids are designed to minimize gear for the diver to carry yet be easily accessible and available when needed to help make mental notes on coral condition throughout the dive. The underwater visual aid provides a summary of the important information needed from the monitoring form such as environmental conditions as well as images to help deternine percent of bleached live coral cover and major growth types for ease of coral identification. After exiting the water, observers simply enter these and any other notable observations on the report form provided. Observers are asked to report as regularly as possible, and are made to understand that observations of no bleaching present are equally as important.

By interpreting observations of coral condition from various areas within a geographic zone of concern during potential bleaching events, additional insight can be gained toward determining natural resilience, both for habitat types, geographical location, and species of coral. This information will allow researchers to further develop the accuracy of available coral bleaching early warning products and assist resource managers to better communicate the condition of the reefs as potential bleaching events occur, as well as potentially integrating the information into existing management plans.
DOI: 10.7284/166528
title: Transmissometer data collected during research cruise AR85-01 using a SeaBird C-Star instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166495
title: TSG (Thermosalinograph) data collected during research cruise AR85-01 using a SeaBird SBE-45 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition