cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17547027
title: Underwater images collected by a Kite surf in Le-Morne, Mauritius - 2018-06-10

description: This dataset was collected by a Kite surf in Le-Morne, Mauritius - 2018-06-10. 

            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.

            
                
                                       
                
                
 GPS information: 

                No GPS.
            
                    
                

                
            

            
 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: 10.34740/kaggle/dsv/13641105
title: Berita UNMUS
DOI: 10.7267/ww72bm58j
title: Scale-dependent community dynamics structure comparatively diverse yet internally homogenous invertebrate metacommunities in Grand Canyon tributaries.
title: eDNA-based community dataset of aquatic invertebrates in Grand Canyon, Arizona, USA

description: Landscape discontinuities in river networks can induce abrupt changes in environmental conditions and community assemblages, although both of these ecosystem characteristics can shift within an uninterrupted reach as well. Differences in community structure can emerge due to dispersal-related dynamics or habitat filtering along elevational or environmental gradients, which can increase the capacity of the landscape to support biodiversity. Numerous low-order tributaries flow directly into the seventh-order mainstem of the Grand Canyon segment of the Colorado River, and these tributaries drain steep and heterogeneous landscapes. This raises the possibility that tributaries support diverse aquatic communities across elevational and longitudinal gradients. Here, we use eDNA metabarcoding to quantify aquatic invertebrate community structure at lower, middle, and upper reaches spanning two-kilometer intervals upstream from the confluences of fourteen tributaries in Grand Canyon, as well as within the mainstem Colorado River at each tributary confluence. Aquatic invertebrate communities differed between tributaries, but did not significantly differ in taxonomic richness or community dissimilarity between lower, middle, and upper reaches or show significant changes across within-tributary environmental gradients. The moderate patterns of dissimilarity that did occur within tributaries were primarily due to compositional turnover. Tributary basin-level heterogeneities are an important determinant of biodiversity distribution in Grand Canyon, more so than reach-level variation within tributaries, highlighting the scale-dependent nature of metacommunity dynamics in aquatic ecosystems.
DOI: 10.5281/zenodo.17546912
title: Symbolic Feedback for Transparent Fault Anticipation in Neuroergonomic Brain-Machine Interface

description: This archive contains the reproduction protocol and symbolic trace data used in the study “Symbolic Feedback for Transparent Fault Anticipation in Neuroergonomic Brain-Machine Interfaces,” accepted in Frontiers in Robotics and AI. All parameters, thresholds, and symbolic mappings are included for reproducibility.
DOI: 10.5281/zenodo.17546913
title: Symbolic Feedback for Transparent Fault Anticipation in Neuroergonomic Brain-Machine Interface

description: This archive contains the reproduction protocol and symbolic trace data used in the study “Symbolic Feedback for Transparent Fault Anticipation in Neuroergonomic Brain-Machine Interfaces,” accepted in Frontiers in Robotics and AI. All parameters, thresholds, and symbolic mappings are included for reproducibility.
DOI: 10.34740/kaggle/dsv/13641123
title: Dataset jadwal event lariku.info
DOI: 10.15151/esrf-es-2232203172
title: Macromolecular crystallography at the Philipps University Marburg (MarBAG)

description: The MarBAG, based at Philipps-University Marburg and the Max-Planck-Institute for Terrestrial Microbiology in Marburg, Germany, employs X-ray crystallography to elucidate the fundamental mechanisms underlying the synthesis, assembly, and function of macromolecular machines and cellular structures. This research encompasses critical biological processes, including CO2 fixation pathways, flagellar biosynthesis, CRISPR-Cas systems, and phage-bacteria interactions. Additionally, our investigations extend to plant-pathogen interactions and the role of nucleotide-derived signaling molecules in cellular stress physiology and organization of bacteria and higher organisms.
To enhance our structural characterization of macromolecular complexes that are challenging to crystallize, we have recently installed a 200 keV cryo-electron microscope at UMR. This advanced instrumentation enables routine screening and quality assessment of samples for cryoelectron microscopy.
DOI: 10.57783/za1w-t595
title: LibreChat
DOI: 10.17632/4xc9rf4dmn
title: OSA、Aβ、ENO1数据集

description: 本数据是关于OSA、Aβ、ENO1相关性研究的数据集，包括原始数据及分析数据。在门诊和病房收集了87名参与者基础数据和血清学数据，通过SPSS软件进行统计学分析。
DOI: 10.17632/4xc9rf4dmn.1
title: OSA、Aβ、ENO1数据集

description: 本数据是关于OSA、Aβ、ENO1相关性研究的数据集，包括原始数据及分析数据。在门诊和病房收集了87名参与者基础数据和血清学数据，通过SPSS软件进行统计学分析。
DOI: 10.17632/6ktvsw3sfx
title: Data from: Spatial footprint of maritime vessels in the waters of a fast-growing coastal megalopolis

description: Repository contains processed AIS data products (daily rasterised vessel trajectories) in the form of geotif rasters, alongside example R code for combining raster data into annual figures.
DOI: 10.17632/6ktvsw3sfx.1
title: Data from: Spatial footprint of maritime vessels in the waters of a fast-growing coastal megalopolis

description: Repository contains processed AIS data products (daily rasterised vessel trajectories) in the form of geotif rasters, alongside example R code for combining raster data into annual figures.
DOI: 10.17632/dsgyh54gb8.1
title: Structural analysis, microstructural analysis and borehole data - Campiglia Marittima (Northern Apennines, Italy)

description: Folders containing the files associated with the manuscript "Growth of a magma-filled antiform from granite emplacement to post-intrusive cooling." by Samuele Papeschi, Marco Bonini, Riccardo Lanari, Chiara del Ventisette, & Domenico Montanari. The research published in this dataset is part of the MIGRATE Project, funded by the SNFS.

*corresponding authors: Samuele Papeschi, Domenico Montanari.
DOI: 10.17632/svjvn3f8bg
title: Microprobe, XRF, XRD, Raman data - Norsi/Cavo serpentinite carbonation Island of Elba

description: Folders containing the files associated with the EPSL submission "Fluid-driven serpentinite carbonation in the Elba subduction channel: Implications for the origin of the Apennines." by Samuele Papeschi, Roberto Emanuele Rizzo, Andrea Rielli, Matthew Tarling, Vanni Moggi Cecchi, Elena Pecchioni, Keishi Okazaki, Takehiro Hirose, & Paola Vannucchi.

Details of the analytical protocols are available in the main text and supplementary material. Contacts of the corresponding author (Samuele Papeschi) are provided in the ReadMe file. Please contact for sample request/further information.
DOI: 10.17632/svjvn3f8bg.2
title: Microprobe, XRF, XRD, Raman data - Norsi/Cavo serpentinite carbonation Island of Elba

description: Folders containing the files associated with the EPSL submission "Fluid-driven serpentinite carbonation in the Elba subduction channel: Implications for the origin of the Apennines." by Samuele Papeschi, Roberto Emanuele Rizzo, Andrea Rielli, Matthew Tarling, Vanni Moggi Cecchi, Elena Pecchioni, Keishi Okazaki, Takehiro Hirose, & Paola Vannucchi.

Details of the analytical protocols are available in the main text and supplementary material. Contacts of the corresponding author (Samuele Papeschi) are provided in the ReadMe file. Please contact for sample request/further information.
DOI: 10.17632/5fggmtc63s
title: Big logo Big vibes

description: Data about the true feelings of individuals towards others' use of luxury goods in the workplace. And the results showed the relative positions of the user and the observer may have an impact on this feeling. This data was obtained through simulated stimulation using a black GUCCI tote bag, allowing the samples to self-report their true feelings.
DOI: 10.17632/5fggmtc63s.2
title: Big logo Big vibes

description: Data about the true feelings of individuals towards others' use of luxury goods in the workplace. And the results showed the relative positions of the user and the observer may have an impact on this feeling. This data was obtained through simulated stimulation using a black GUCCI tote bag, allowing the samples to self-report their true feelings.
DOI: 10.48511/ai0qyj47
title: Shuswap Lake at Pierres Point

description: The Columbia Shuswap Invasive Species Society (CSISS) collects plankton samples for several waterbodies in the Northern Columbia Basin which are tested for the presence of larval stages of invasive mussels and clams. Along with the plankton samples, ancillary data including surface pH, surface temperature and Secchi depth are measured. Data is collected from July to October either every 2 weeks or every month (depending on the waterbody’s risk of infestation).
DOI: 10.7910/dvn/qqidfk
title: PEAT PsychoPy

description: Put all of these files into a single folder, and change the filepath names in the excel sheets to match the location of the folder on your computer.
DOI: 10.5281/zenodo.13138754
title: Raw MRI imaging for "In Vivo Neuroprotection in Ischemic Stroke by Activated Protein C Requires β-Arrestin 2"

description: The protease, activated protein C (APC) and its variants provide pharmacological benefits in many murine preclinical injury models, including neuroprotection for ischemic stroke and mortality reduction for sepsis.  The in vivo mechanism of action for APC in ischemic stroke and sepsis injury models, similar to extensive in vitro studies using cultured cells, involves protease activated receptor (PAR) 1-mediated biased signaling. Cell culture studies showed that APC/PAR1 signaling requires β-Arrestin 2, an intracellular scaffold protein, and that β-Arrestin 2-dependent, APC-initiated signaling can distinctly alter a wide variety of intracellular signaling pathways.  It is unclear whether in vitro studies can be extrapolated to in vivo mechanisms of action.  This study employed a proximal transient Middle Cerebral Artery Occlusion model to study the neuroprotective actions of the signaling-selective APC variant, 3K3A-APC, in β-arrestin 2 deficient (Arrb2-/-) mice. Based on the size and shape of brain injury areas, 3K3A-APC significantly limited brain injury in control mice to a relatively small, localized area whereas these protective effects were lost in Arrb2-/- mice. Thus, these data indicate that the major in vitro mechanism of action that requires β-arrestin 2 for APC/PAR1 biased signaling is central to the in vivo mechanism of action for APC’s neuroprotection.
DOI: 10.15468/dl.jxjqqf
title: Occurrence Download

description: A dataset containing 52320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is ff7bd5db-b724-4932-b496-10ea298851f9",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 52320 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020581-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16907928
title: The origin and tidal of hot Jupiters constrained by a broken age-frequency relation (public data release).

description: This file includes key data and column definitions for generating figures in the manuscript. The data were collected and processed from publicly available datasets, including Kepler DR25 and the planetary systems table (https://exoplanetarchive.ipac.caltech.edu/), LAMOST (https://www.lamost.org/), Gaia DR2 (https://gea.esac.esa.int/archive/). Additional data required for the manuscript can also be obtained from these publicly available datasets.
DOI: 10.13140/rg.2.2.29001.81762
title: Dataset: McChesney et al. (2025) Where are all the parents? study (published in Higher Education)
DOI: 10.15468/dl.9n4v92
title: Occurrence Download

description: A dataset containing 981365 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Epilobium billardiereanum, Ruschia nonimpressa, Genista willingii, Epilobium rechingeri, Hemimeris centrodes, Tristagma nivale, Crescentia cujete, Xysmalobium parviflorum, Podolepis eremaea, Epilobium minutum, Trieenea longipedicellata, Trieenea frigida, Brodiaea appendiculata, Anthoxanthum aristatum, Anthoxanthum odoratum, Sesleria vaginalis, Raphionacme zeyheri, Ricinocarpos digynus, Gamochaeta rubrolinea, Ruschia bijliae, Ruschia bipapillata, Ruschia aggregata, Ruschia inclusa, Ruschia langebaanensis, Anabasis lachnantha, Anabasis prostrata, Conophytum mirabile, Conophytum obscurum, Homalium rufescens, Cyanothamnus ramosus, Echium rosulatum, Saussurea discolor, Amsonia orientalis, Lebeckia grandiflora, Agathosma apiculata, Agathosma lancifolia, Agathosma pubigera, Aquilegia nevadensis, Dendromecon harfordii, Epilobium hirtigerum, Genista balearica, Genista germanica, Dryopteris guanchica, Podolepis laciniata, Sarcocaulon multifidum, Alectra lurida, Alectra thyrsoidea, Dischisma crassum, Epilobium lanceolatum, Adansonia gregorii, Hydropectis estradii, Dipodium roseum, Ricinocarpos trichophyllus, Ruschia middlemostii, Ruschia scabra, Ruschia singula, Tulbaghia ludwigiana, Tulbaghia montana, Anabasis annua, Clitoria ternatea, Conophytum achabense, Conophytum loescheanum, Echium aculeatum, Chaloupkaea gigantea, Genista teretifolia, Genista tridentata, Poranthera ericoides, Ricinocarpos stylosus, Paris incompleta, Dryopteris complexa, Agathosma adnata, Agathosma bicornuta, Agathosma bodkinii, Agathosma capitata, Aquilegia confusa, Epilobium willisii, Dryopteris brathaica, Dierama reynoldsii, Poranthera dissecta, Alectra pumila, Hemimeris sabulosa, Homalocarpus dissectus, Echium italicum, Echium lidii, Echium perezii, Platylobium alternifolium, Podolepis rugata, Lebeckia zeyheri, Parthenium tomentosum, Dryopteris maxonii, Galinsoga subdiscoidea, Sesleria nitida, Ruschia aspera, Ruschia vanheerdei, Conophytum smorenskaduense, Echium simplex, Deinandra martirensis, Genista lobelii, Amsonia grandiflora, Liparis swenssonii)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 981365 records from 3456 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020578-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsa98x
title: Occurrence Download

description: A dataset containing 4727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Silphium integrifolium Michx."
 ]
}

 The dataset includes 4727 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078322-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwasy6
title: Occurrence Download

description: A dataset containing 8607 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbario BIO de Criptogamia (Hongos) (BIO-Fungi), Universidad del Pais Vasco (UPV/EHU)"
 ]
}

 The dataset includes 8607 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006090-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.924z9t
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trachylepis brevicollis (Wiegmann, 1837))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 318 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022780-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2qmvk
title: Occurrence Download

description: A dataset containing 37920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "Year 1960-2020"
 ]
}

 The dataset includes 37920 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009811-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgdw5r
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes aculeata Luer"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006096-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tj5tze
title: Occurrence Download

description: A dataset containing 513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Otus gurneyi",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 513 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078314-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvaqp8
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myriopholis blanfordi (Boulenger, 1890))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022766-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52k6pf
title: Occurrence Download

description: A dataset containing 50558 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Morus L."
 ]
}

 The dataset includes 50558 records from 880 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067953-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vr2v54
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium frigidum Boiss. & Heldr."
 ]
}

 The dataset includes 76 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009845-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2khw52
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes alcicornis Luer & R.Escobar"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006119-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbbyta
title: Occurrence Download

description: A dataset containing 243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Otus fuliginosus",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 243 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078315-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.