cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17544912
title: Underwater images collected by a Kite surf in Le-Morne, Mauritius - 2018-06-02

description: This dataset was collected by a Kite surf in Le-Morne, Mauritius - 2018-06-02. 

            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.17260967
title: Acronyches natural-language species descriptions

description: Acronyches natural-language species descriptions from Lucid Builder v4 in SDD XML format from taxonomic revision in 2025
DOI: 10.5281/zenodo.17260968
title: Acronyches natural-language species descriptions

description: Acronyches natural-language species descriptions from Lucid Builder v4 in SDD XML format from taxonomic revision in 2025
DOI: 10.3886/e239740
title: Centers for Independent Living Survey

description: Mathematica conducted a survey of federally funded centers for independent living (CILs) in 2021, to gather information on their services for youth, including out of school youth with disabilities from minority backgrounds.
description: No weights
description: Response Rates: 77 percent
description: Presence of Common Scales: NA
description: 100% of CILs were recruited
description: Federally funded centers for independent living. Smallest Geographic Unit: Local
description: web-based survey; Data were collected via a web survey
DOI: 10.3886/e239740v1
title: Centers for Independent Living Survey

description: Mathematica conducted a survey of federally funded centers for independent living (CILs) in 2021, to gather information on their services for youth, including out of school youth with disabilities from minority backgrounds.
description: No weights
description: Response Rates: 77 percent
description: Presence of Common Scales: NA
description: 100% of CILs were recruited
description: Federally funded centers for independent living. Smallest Geographic Unit: Local
description: web-based survey; Data were collected via a web survey
DOI: 10.5281/zenodo.17545504
title: WP4 Desk-Based Research (Ireland): Education for Democracy – National and Comparative Analysis

description: This report presents the national desk-based research conducted by Dublin City University (DCU) under Work Package 4 (WP4) of the Horizon Europe DEMOCRAT project. WP4 explored Education for Democracy (EfD) across six European countries through national policy mapping, curriculum analysis, and teacher education review. The Irish component included a comprehensive review of primary, post-primary, and higher education curricula, as well as participatory and rights-based education initiatives. The analysis contributes to the comparative synthesis led by Tallinn University and the University of Helsinki. This dataset and report are released to ensure transparent authorship and citation for the Irish WP4 outputs and may be cited in any subsequent publications referring to the DEMOCRAT comparative Education for Democracy analysis.
DOI: 10.15468/dl.22gt9g
title: Occurrence Download

description: A dataset containing 3770216 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 3770216 records from 3959 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020242-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4r6pn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes thalia Luer & Hirtz"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007323-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ug8jd
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Karenia brevis (C.C.Davis) G.Hansen & Ø.Moestrup, 2000"
 ]
}

 The dataset includes 360 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030102-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zvd2wf
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cranichis ricartii Ackerman"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088913-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dxdq8
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lobelia rubescens De Wild."
 ]
}

 The dataset includes 149 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012422-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdhj5j
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemidactylus sushilduttai Giri, Bauer, Mohapatra, Srinvasulu & Agarwal, 2017)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051238-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qnvvz
title: Occurrence Download

description: A dataset containing 692821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer pseudoplatanus L."
 ]
}

 The dataset includes 692821 records from 1993 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012408-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k57x23
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is one of (Kenya, Tanzania, United Republic of, Uganda, Burundi, Rwanda)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphenodontia"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016120-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdtuxx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpinia schultzei Lauterb. ex Valeton"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016155-230224095556074/datasets/export for details.
DOI: 10.15468/dl.s5wdgp
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Living Specimen, Occurrence evidence)",
 "TaxonKey is Balanophyllia thalassae Zibrowius, 1980"
 ]
}

 The dataset includes 50 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007997-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7dybm
title: Occurrence Download

description: A dataset containing 447 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sebastes rosaceus Girard, 1854"
 ]
}

 The dataset includes 447 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120796-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hw36av
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melignomon eisentrauti Louette, 1981)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 120 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019838-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2r6ng
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hibanobambusa Maruy. & H.Okamura"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008020-230224095556074/datasets/export for details.
DOI: 10.15468/dl.dqqa9z
title: Occurrence Download

description: A dataset containing 370095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Microcarbo niger (Vieillot, 1817))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 370095 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016133-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dd5ydd
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleurostachys kuhlmannii Kük."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085695-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6h9w4
title: Occurrence Download

description: A dataset containing 959 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sitta formosa Blyth, 1843)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 959 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019840-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4vyz2
title: Occurrence Download

description: A dataset containing 208627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tityra semifasciata (Spix, 1825))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 208627 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008001-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d54j8s
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpinia seimundii Ridl."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016163-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekftn8
title: Occurrence Download

description: A dataset containing 950 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taeniurops meyeni (Müller & Henle, 1841)"
 ]
}

 The dataset includes 950 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085716-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzhtuk
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wurfbainia hedyosma (I.M.Turner) Škorničk. & A.D.Poulsen"
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019839-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.264pft
title: Occurrence Download

description: A dataset containing 17619 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guadua Kunth"
 ]
}

 The dataset includes 17619 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008010-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtz6mt
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abronia mixteca Bogert & Porter, 1967)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 59 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026642-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9h5ttx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla anceps Plocek"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008011-230224095556074/datasets/export for details.
DOI: 10.15468/dl.jardv8
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleurostachys tenuiflora Brongn."
 ]
}

 The dataset includes 277 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085719-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jcw64
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hornstedtia irosinensis Elmer"
 ]
}

 The dataset includes 23 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019849-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mssax2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Urile perspicillatus (Pallas, 1811))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016165-230224095556074/datasets/export for details.
DOI: 10.15468/dl.c4z36q
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla animosa Plocek"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008023-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzabkr
title: Occurrence Download

description: A dataset containing 502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Germany, France, Austria, Spain, Switzerland, Luxembourg, Slovenia, Belgium, Bulgaria, Georgia)",
 "TaxonKey is Eristalis jugorum Egger, 1858"
 ]
}

 The dataset includes 502 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123249-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g8jk9
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IND",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Dypsis lutescens (H.Wendl.) Beentje & J.Dransf., Dypsis lutescens (Bory) H.Wendl.)"
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016229-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7sc95
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontodon tuberosus Georgi"
 ]
}

 The dataset includes 608 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005964-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqa6fa
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla angustata S.E.Fröhner"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008014-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78uehh
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meistera acuminata (Thwaites) Škorničk. & M.F.Newman"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019844-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qducfu
title: Occurrence Download

description: A dataset containing 1689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Myiobius villosus",
 "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 1689 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077144-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjyrg4
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Prioniturus platurus (Vieillot, 1818))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 106 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016167-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yvehv
title: Occurrence Download

description: A dataset containing 12838 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Myioborus brunniceps",
 "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 12838 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077149-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.