cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15021867
title: DeepSurge storm surge predictions for RAFT-CMIP6 tropical cyclones in the North Atlantic

description: Data for Rice et al. 2025 "Projecting U.S. coastal storm surge risks and impacts with deep learning" Environ. Res. Lett. 20 104013

Storm surge data for the North Atlantic basin generated by applying the DeepSurge (version 1) storm surge model to 900,000 synthetic tropical cyclones created with the Risk Analysis Framework for Tropical Cyclones (RAFT) forced by CMIP6 data for the historical (1980-2015) and future (2066-2100) climate under SSP5-8.5.

Each of the 18 files describes maximum storm surge levels for 50,000 storm seeds (though a portion of seeds, ~20%, don't develop enough to reach land and induce surge). Maximum surge is recorded at each of 4199 coastal nodes spanning the North Atlantic basin.

For more information on RAFT, see Rice et al. (2025) and Lipari et al. (2024) which describe and use the same set of RAFT-CMIP6 tracks used in this dataset. See Xu et al. (2021) and Xu et al. (2024) for specifics on the RAFT methodology.

There are known anomalies in the Chesapeake Bay, due to issues with the underying training data (ADCIRC simulations) for this first version of DeepSurge. Addressing these issues with a new set of higher fidelity ADCIRC simulations is an area of ongoing work.
description: This work was supported by the Multisector Dynamics and Regional and Global Model Analysis program areas of the U.S. Department of Energy (DOE), Office of Science, Office of Biological and Environmental Research as part of the multi-program, collaborative Integrated Coastal Modeling (ICoM) project. The Pacific Northwest National Laboratory is operated for DOE by Battelle Memorial Institute under contract DE-AC05-76RL01830.
DOI: 10.5281/zenodo.15021868
title: DeepSurge storm surge predictions for RAFT-CMIP6 tropical cyclones in the North Atlantic

description: Data for Rice et al. 2025 "Projecting U.S. coastal storm surge risks and impacts with deep learning" Environ. Res. Lett. 20 104013

Storm surge data for the North Atlantic basin generated by applying the DeepSurge (version 1) storm surge model to 900,000 synthetic tropical cyclones created with the Risk Analysis Framework for Tropical Cyclones (RAFT) forced by CMIP6 data for the historical (1980-2015) and future (2066-2100) climate under SSP5-8.5.

Each of the 18 files describes maximum storm surge levels for 50,000 storm seeds (though a portion of seeds, ~20%, don't develop enough to reach land and induce surge). Maximum surge is recorded at each of 4199 coastal nodes spanning the North Atlantic basin.

For more information on RAFT, see Rice et al. (2025) and Lipari et al. (2024) which describe and use the same set of RAFT-CMIP6 tracks used in this dataset. See Xu et al. (2021) and Xu et al. (2024) for specifics on the RAFT methodology.

There are known anomalies in the Chesapeake Bay, due to issues with the underying training data (ADCIRC simulations) for this first version of DeepSurge. Addressing these issues with a new set of higher fidelity ADCIRC simulations is an area of ongoing work.
description: This work was supported by the Multisector Dynamics and Regional and Global Model Analysis program areas of the U.S. Department of Energy (DOE), Office of Science, Office of Biological and Environmental Research as part of the multi-program, collaborative Integrated Coastal Modeling (ICoM) project. The Pacific Northwest National Laboratory is operated for DOE by Battelle Memorial Institute under contract DE-AC05-76RL01830.
DOI: 10.3535/ffe-7ga-xwh
title: Xanthoria elegans (Link) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.n3rf5a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lythrum junceum",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046760-250827131500795/datasets/export for details.
DOI: 10.3535/8ws-5pj-597
title: Rinodina pyrina (Ach.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ehr-3ym-794
title: Caloplaca anularis Clauzade & Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vy4-kv3-m1n
title: Arthrorhaphis alpina (Schaer.) R. Sant.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2f7-fa6-02a
title: Dermatocarpon intestiniforme (Körb.) Hasse

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tmm-q76-r5c
title: Romjularia lurida (Ach.) Timdal

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/eeq-83x-jls
title: Lobothallia radiosa (Hoffm.) Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.gy4c69
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lythrum junceum",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046761-250827131500795/datasets/export for details.
DOI: 10.6084/m9.figshare.29959061
title: Informed Consent Forms

description: This package contains the informed consent forms used in the study <i>“Utility and Reliability of a Pediatric Preanesthesia Questionnaire: A Monocentric Prospective Study in a Tunisian Public Hospital.”</i>It includes the <b>Arabic version</b>, which was provided to parents and legal guardians of participating children. The form explains the study objectives, the voluntary nature of participation, confidentiality of data, and the option of seeking assistance from a trusted third person to complete the questionnaire.It also includes the <b>English translation</b>, prepared for transparency and international readership, preserving the original structure and ethical safeguards, including parental rights and medical confidentiality.
DOI: 10.6084/m9.figshare.29959061.v3
title: Informed Consent Forms

description: This package contains the informed consent forms used in the study <i>“Utility and Reliability of a Pediatric Preanesthesia Questionnaire: A Monocentric Prospective Study in a Tunisian Public Hospital.”</i>It includes the <b>Arabic version</b>, which was provided to parents and legal guardians of participating children. The form explains the study objectives, the voluntary nature of participation, confidentiality of data, and the option of seeking assistance from a trusted third person to complete the questionnaire.It also includes the <b>English translation</b>, prepared for transparency and international readership, preserving the original structure and ethical safeguards, including parental rights and medical confidentiality.
DOI: 10.6084/m9.figshare.29959061.v2
title: Informed Consent Forms

description: This package contains the informed consent forms used in the study <i>“Utility and Reliability of a Pediatric Preanesthesia Questionnaire: A Monocentric Prospective Study in a Tunisian Public Hospital.”</i>It includes the <b>Arabic version</b>, which was provided to parents and legal guardians of participating children. The form explains the study objectives, the voluntary nature of participation, confidentiality of data, and the option of seeking assistance from a trusted third person to complete the questionnaire.It also includes the <b>English translation</b>, prepared for transparency and international readership, preserving the original structure and ethical safeguards, including parental rights and medical confidentiality.
DOI: 10.3535/ffq-srs-5g1
title: Peltigera leucophlebia (Nyl.) Gyeln.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pdz-134-3eb
title: Protoblastenia calva (Dicks.) Zahlbr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b0l-jrj-6zw
title: Sporastatia testudinea (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5066/p9ygiyfx
title: Massachusetts Shoreline Change Project, 2021 Update: A GIS Compilation of Shoreline Change Rates Calculated Using Digital Shoreline Analysis System Version 5.1, With Supplementary Intersects and Baselines for Massachusetts

description: The Massachusetts Office of Coastal Zone Management launched the Shoreline Change Project in 1989 to identify erosion-prone areas of the coast and support local land-use decisions. Trends of shoreline position over long and short-term timescales provide information to landowners, managers, and potential buyers about possible future impacts to coastal resources and infrastructure.  In 2001, a 1994 shoreline was added to calculate both long- and short-term shoreline change rates along ocean-facing sections of the Massachusetts coast. In 2013 two oceanfront shorelines for Massachusetts were added using 2008-2009 color aerial orthoimagery and 2007 topographic lidar datasets obtained from NOAA's Ocean Service, Coastal Services Center. In 2018, two new mean high water (MHW) shorelines for the Massachusetts coast extracted from lidar data between 2010-2014 were added to the dataset. This 2021 data release includes rates that incorporate one new shoreline extracted from 2018 lidar data collected by the U.S. Army Corps of Engineers (USACE) Joint Airborne Lidar Bathymetry Technical Center of Expertise (JALBTCX), added to the existing database of all historical shorelines (1844-2014), for the North Shore, South Shore, Cape Cod Bay, Outer Cape, Buzzard&rsquo;s Bay, South Cape, Nantucket, and Martha&rsquo;s Vineyard, excluding Boston harbor and the Elizabeth Islands. Included in this data release is a proxy-datum bias reference line that accounts for the positional difference in a proxy shoreline (like a High Water Line shoreline) and a datum shoreline (like a Mean High Water shoreline). This issue is explained further in Ruggiero and List (2009) and in the process steps of the metadata associated with the rates. This release includes both long-term (~150+ years) and short term (~30 years) rates.  Files associated with the long-term rates have &quot;LT&quot;; in their names, files associated with short-term rates have &quot;ST&quot;; in their names.
DOI: 10.3535/csb-vap-c4r
title: Parmeliopsis hyperopta (Ach.) Vain.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5la-le7-ltx
title: Rhizocarpon umbilicatum (Ramond) Flagey

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.5fqacj
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parasesarma messa"
 ]
}

 The dataset includes 201 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046762-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/v73-938-tjs
title: Parmeliopsis ambigua (Hoffm.) Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kpx-jjm-m43
title: Miriquidica nigroleprosa (Vain.) Hertel & Rambold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hps-xjz-2j1
title: Lepraria lobificans Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.z24fsp
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parasesarma onychophorum"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046763-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fym-atx-v30
title: Bryoria fuscescens (Gyeln.) Brodo & D. Hawksw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.qdf9w7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "Geometry POLYGON ((-12.569168 -71.180114, -12.731991 -71.270634,-12.690965 -71.388048, -12.579098 -71.338456,-12.569168 -71.180114))",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046764-250827131500795/datasets/export for details.
DOI: 10.3535/l25-t6d-jr1
title: Trapeliopsis flexuosa (Fr.) Coppins & P. James

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.uv4ywg
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parasesarma peninsulare"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046765-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/gjp-5g3-s25
title: Lecidella elaeochroma (Ach.) M. Choisy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.m73n8j
title: Occurrence Download

description: A dataset containing 486574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falco tinnunculus",
 "HasCoordinate is true",
 "Country is United Kingdom of Great Britain and Northern Ireland"
 ]
}

 The dataset includes 486574 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046695-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/srb-3n3-177
title: Rinodina immersa (Körb.) J. Steiner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dbe-pg1-5g2
title: Physcia aipolia (Ehrh. ex Humb.) Fürnr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mrr-lqx-2b3
title: Bacidia herbarum (Stizenb.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q9j-crq-rg5
title: Candelariella aurella (Hoffm.) Zahlbr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.18739/a2cv4bt6h
title: Mineralogical composistion, trace element concentration, and radiogenic isotope ratios of mineral separates of bedload from four southwestern Greenland streams (collected 2013 & 2017).

description: These datasets provide information about mineral separates taken from three bedload samples in streams that have no hydrologic connection to the Greenland Ice Sheet and one sample from a stream that drains meltwater from the Greenland Ice Sheet. These streams represent a continuum of time since the Greenland Ice Sheet began to retreat across the landscapes after the Last Glacial Maximum. The mineral separates were hand-picked from the sand fraction of the bulk bedload. Data include the mass fractions (weight percent) of multiple minerals from the suite of minerals that comprise bulk bedload samples (dataset: "Mineral compositions by size"). The fraction of minerals are also divided into sand and silt sizes. Data also include trace element compositions of the mineral separates and their neodymium, strontium, and lead isotope ratios (dataset: "Mineral paper Dataset"). The weight fractions of the mineral separates coupled with the neodymium, strontium, and lead concentrations in the mineral separates allow calculations of the elemental fractions of each mineral contributing to composition of the bulk bedload for each element. These two datasets are used to evaluate changes in mineral weathering and bulk sediment mineral assemblages as chemical weathering approaches equilibrium with time since the Last Glacial Maximum.
DOI: 10.3535/ck6-5c8-3w9
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.t9x4xk
title: Occurrence Download

description: A dataset containing 66512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is USA.46_1",
 "Geometry POLYGON((-71.54773 45.00104,-73.28995 45.00104,-73.70072 42.5782,-72.44009 42.51559,-71.97266 44.22465,-71.42025 44.62926,-71.54773 45.00104))",
 "HasGeospatialIssue is false",
 "Year 2025-2025"
 ]
}

 The dataset includes 66512 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046740-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/txn-7bs-n46
title: Tephromela atra (Huds.) Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.a2tfej
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lythrum junceum",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046768-250827131500795/datasets/export for details.
DOI: 10.5066/p9owfeuh
title: Preliminary estimates of forecasted shoreline positions and associated uncertainties for Florida and Georgia

description: During Hurricane Irma, Florida and Georgia experienced substantial impacts to beaches, dunes, barrier islands, and coral reefs. Extensive erosion and coral losses from hurricanes result in increased vulnerability of coastal regions, including densely populated areas. Erosion may put critical infrastructure at risk of future flooding and may cause economic loss. The U.S. Geological Survey (USGS) Coastal and Marine Hazards Resources Program is working to assess shoreline erosion along the southeast U.S. coastline and analyze its implications for future vulnerability.
DOI: 10.15468/dl.vwj4uh
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lythrum junceum",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046767-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/dtl-xw7-dg0
title: Lobothallia cheresina (Müll. Arg.) A. Nordin, Cl. Roux & Sohrabi

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.6084/m9.figshare.28875935
title: S1 File.

description: cover letter to plos one journal
DOI: 10.6084/m9.figshare.28875935.v3
title: S1 File.

description: cover letter to plos one journal
DOI: 10.6084/m9.figshare.28875935.v4
title: S1 File.

description: cover letter to plos one journal
DOI: 10.3535/hme-7dg-8h8
title: Solorina bispora Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0gy-t0r-kyt
title: Diploschistes muscorum (Scop.) R. Sant.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n63-flg-z01
title: Lobothallia cheresina (Müll. Arg.) A. Nordin, Cl. Roux & Sohrabi

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5a3-7xd-k80
title: Bilimbia lobulata (Sommerf.) Hafellner & Coppins

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ra1-ra8-1cg
title: Rhizocarpon umbilicatum (Ramond) Flagey

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.prrfxa
title: Occurrence Download

description: A dataset containing 169923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Thalurania colombica"
 ]
}

 The dataset includes 169923 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046674-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/wqm-rkc-khe
title: Diplotomma hedinii (H. Magn.) P. Clerc & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5qz-bd2-hey
title: Buellia iberica Giralt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v0s-ted-b9r
title: Xanthoria elegans (Link) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1h9-bck-lne
title: Bagliettoa baldensis (A. Massal.) Vězda

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/89q-p9j-drm
title: Lecanora saligna (Schrad.) Zahlbr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d2c-gsh-82x
title: Farnoldia jurana (Schaer.) Hertel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tl1-fkz-lvm
title: Rinodina immersa (Körb.) J. Steiner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z48-yce-c9y
title: Cladonia pyxidata (L.) Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.pj66wp
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lythrum junceum",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046770-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ejd-6gg-mkb
title: Candelariella aurella (Hoffm.) Zahlbr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ks0-gxk-1h0
title: Rinodina pyrina (Ach.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.kawr6a
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.28.81_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 43 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046771-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.