cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.au7xdo
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procyon lotor (Linnaeus, 1758)",
 "Geometry POLYGON((-97.800292 20.858811,-98.591308 20.220965,-98.459472 19.890723,-98.151855 19.663280,-97.646484 19.311143,-97.998046 19.124409,-98.371582 19.207428,-98.591308 19.435514,-98.723144 19.414792,-98.635253 19.062117,-98.854980 18.604601,-99.294433 18.312810,-99.382324 18.083200,-99.008789 17.999631,-98.657226 17.832374,-98.305664 17.832374,-97.998046 17.936928,-97.866210 18.041421,-97.800292 18.271086,-97.536621 18.104087,-97.185058 18.229351,-96.855468 18.375379,-96.547851 18.458768,-96.525878 18.625424,-96.811523 18.604601,-97.075195 18.604601,-97.272949 18.687878,-97.338867 18.833515,-97.272949 19.041348,-97.097167 19.228176,-97.272949 19.435514,-97.470703 19.497664,-97.382812 19.704657,-97.185058 20.179723,-97.448730 20.262197,-97.712402 20.282808,-97.602539 20.488773,-97.800292 20.858811))",
 "Country is Mexico"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-150221044754056/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3n2wgz
title: Occurrence Download

description: A dataset containing 412409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.479608666666667 48.58410666666667, 2.479608666666667 65.67073733333334, -31.565747 65.67073733333334, -31.565747 48.58410666666667, 2.479608666666667 48.58410666666667))",
 "EventDate is 2011-08-01,2011-08-31"
 ]
}

 The dataset includes 412409 records from 520 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053245-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.foyrcn
title: Occurrence Download

description: A dataset containing 1364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Woodsia glabella R.Br. ex Richardson",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1364 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5xpr8
title: Occurrence Download

description: A dataset containing 5628 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global Register of Introduced and Invasive Species - Hawaii, United States (ver.2.0, 2022)"
 ]
}

 The dataset includes 5628 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054854-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3f0on
title: Occurrence Download

description: A dataset containing 14659 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arbutus unedo L."
 ]
}

 The dataset includes 14659 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2qp3t
title: Occurrence Download

description: A dataset containing 2222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (United States of America, Mexico, Canada)",
 "Year is greater than 1978",
 "Year is less than 2019",
 "HasGeospatialIssue is false",
 "TaxonKey is Tamias amoenus J.A.Allen, 1890"
 ]
}

 The dataset includes 2222 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053268-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgsdzj
title: Occurrence Download

description: A dataset containing 958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pectis papposa Harv. & A.Gray",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 958 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wh5jr
title: Occurrence Download

description: A dataset containing 1106 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (France, Saint Barthélemy, French Guiana, Guadeloupe, Saint Martin (French part), Martinique, New Caledonia, French Polynesia, Saint Pierre and Miquelon, Réunion, French Southern Territories, Wallis and Futuna, Mayotte)",
 "DatasetKey is one of (University of North Carolina at Chapel Hill Herbarium; Max & Fran Hommersand Algae Herbarium: Algae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is not null",
 "PhylumKey is not null"
 ]
 }
 ]
}

 The dataset includes 1106 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053259-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amirdz
title: Occurrence Download

description: A dataset containing 18341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((11.48 42.73,11.48 43.53,13.21 43.53,13.21 42.73,11.48 42.73))"
 ]
}

 The dataset includes 18341 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7a78g
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Zimbabwe",
 "OccurrenceStatus is Present",
 "TaxonKey is Pontederia crassipes Mart."
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053244-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkzrdf
title: Occurrence Download

description: A dataset containing 4044 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SOUTHERN OCEAN ISOPODA"
 ]
}

 The dataset includes 4044 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adt4be
title: Occurrence Download

description: A dataset containing 7072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is CHN.24.1_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2023"
 ]
}

 The dataset includes 7072 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054853-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agedyr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia oxycephala Kitag."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufx2xs
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrocincla anabatina anabatina"
 ]
}

 The dataset includes 326 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006075-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdl9r6
title: Occurrence Download

description: A dataset containing 85309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pipilo chlorurus (Audubon, 1839)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 85309 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqqm52
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clelia langeri Reichle & Embert, 2005"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024364-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3hlwc
title: Occurrence Download

description: A dataset containing 308 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Measurements of elephant tusk trophies taken in Botswana 2010"
 ]
}

 The dataset includes 308 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnwntw
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acinonyx jubatus (Schreber, 1775)",
 "Year 2016-2020"
 ]
}

 The dataset includes 238 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054858-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kejkvf
title: Occurrence Download

description: A dataset containing 79106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Animalia",
 "DecimalLatitude is greater than 37.3365520357454",
 "DecimalLatitude is less than 38.7970777826184",
 "DecimalLongitude is greater than -111.757426633776",
 "DecimalLongitude is less than -110.533153467084"
 ]
}

 The dataset includes 79106 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snn26u
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "StateProvince is Córdoba",
 "TaxonKey is Testudines"
 ]
}

 The dataset includes 550 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037352-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ozzg09
title: 2014 Environmental Performance Index (EPI)

description: The 2014 Environmental Performance Index (EPI) ranks 178 countries on 20 performance indicators in the following 9 policy categories: health impacts, air quality, water and sanitation, water resources, agriculture, forests, fisheries, biodiversity and habitat, and climate and energy. These categories track performance and progress on two broad policy objectives, environmental health and ecosystem vitality. The EPI's proximity-to-target methodology facilitates cross-country comparisons among economic and regional peer groups. The data set includes the 2014 EPI and component scores, backcast EPI scores for 2002-2012, and time-series source data. The 2014 EPI was formally released in Davos, Switzerland, at the annual meeting of the World Economic Forum on January 25, 2014. These are the result of collaboration between the Yale Center for Environmental Law and Policy (YCELP) and the Columbia University Center for International Earth Science Information Network (CIESIN). The Interactive Website for the 2014 EPI is at http://epi.yale.edu/.
description: To provide quantitative metrics for evaluating a country's environmental performance in different policy categories relative to clearly defined targets.
DOI: 10.26023/43mf-np8n-3q0v
title: NCAR/EOL 5 minute ISFS surface flux data, tilt corrected, geographic coordinate winds. Version 2.1

description: Tilt corrected 5 minute averages of surface flux data collected by the NCAR/EOL Integrated Surface Flux System (ISFS) during the CHEESEHEAD field campaign using the Leica theodolite survey measurements. These data have been quality controlled and are available in NetCDF format. The winds reported by the sonic anemometers have been rotated into geographic coordinates and corrected for the orientation of the sonic anemometers. The tilt corrections applied were determined by the use of laser multi-station scans of the position and orientation of the sonic anemometers with respect to gravity. Note: A companion dataset is available that corrects for sonic orientation with respect to flow through the sensor using the planarfit method: https://doi.org/10.26023/J7FD-1ME6-H70T Disclaimer: GPS positions of stations are not included in this dataset, but can be found at the ISFS Operations at CHEESEHEAD page linked below.
DOI: 10.15468/dl.65c8wv
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037353-250920141307145/datasets/export for details.
DOI: 10.15468/dl.pwcs4s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parexocoetus mento",
 "Country is Syrian Arab Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037354-250920141307145/datasets/export for details.
DOI: 10.15468/dl.4dfktn
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037355-250920141307145/datasets/export for details.
DOI: 10.15468/dl.rgn52y
title: Occurrence Download

description: A dataset containing 490 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is BioBlitz Azores: Multitaxa inventories of the biodiversity of “Jardim Duque da Terceira” (Angra do Heroísmo,Terceira Island, Azores, Portugal)."
 ]
}

 The dataset includes 490 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037357-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2br79h
title: Occurrence Download

description: A dataset containing 17477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Rana catesbeiana"
 ]
}

 The dataset includes 17477 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037356-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30260185
title: RNA-seq analysis of Drosophila melanogaster midgut during Pseudomonas entomophila infection

description: This study investigates transcriptional changes in the adult Drosophila melanogaster midgut upon oral infection with the entomopathogen Pseudomonas entomophila for 20 hours. Midgut samples were collected from 5–7 day old flies under two conditions: uninfected control and P. entomophila-infected. genotype – NP1Gal4&gt;UAS-Luciferase-RNAi
DOI: 10.6084/m9.figshare.30260185.v1
title: RNA-seq analysis of Drosophila melanogaster midgut during Pseudomonas entomophila infection

description: This study investigates transcriptional changes in the adult Drosophila melanogaster midgut upon oral infection with the entomopathogen Pseudomonas entomophila for 20 hours. Midgut samples were collected from 5–7 day old flies under two conditions: uninfected control and P. entomophila-infected. genotype – NP1Gal4&gt;UAS-Luciferase-RNAi
DOI: 10.15468/dl.p3ecdb
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037359-250920141307145/datasets/export for details.
DOI: 10.15468/dl.zvzdnm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Equulites klunzingeri",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037361-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17603/ds2-kv4c-db15
title: Collapse Volume Ratio and Fatality Rate Modeling, in Collapse Volume Ratio - Reinforced Concrete Moment Frame Buildings

description: We analyze data to model collapse volume ratios and fatality rates after earthquakes in medium-rise concrete buildings
description: This project provides the data and reproducible code for the study “A Performance-Based Earthquake Fatality Modeling Framework Using Collapse Volume Ratios” (Ceferino et al., 2025). The dataset comes from post-earthquake virtual inspections of 356 reinforced concrete buildings affected by the 2023 Kahramanmaraş earthquakes. Each record contains collapse volume ratio estimates—a continuous measure of survivable space lost due to partial or total collapse—along with intensity measures and basic building attributes. This is the first comprehensive dataset of collapse volume ratios, making it a unique resource for advancing fatality modeling.

The Python code in this repository is organized into modular functions that reproduce all analyses and figures from the study. It includes implementations of lognormal fragility exceedance functions, zero–one–inflated Beta distributions for collapse volume ratios, logistic mappings from partial-collapse severity to fatality rates, and comparisons between the proposed R-based framework and conventional HAZUS-style fatality models. The code is written for transparency and adaptability: users can substitute empirical data, fragility parameters, or calibration choices to extend the framework to other regions, building stocks, or hazard contexts.

This combination of data and code is unique in explicitly incorporating partial collapse into a performance-based fatality modeling workflow. Conventional models assume only a binary collapse state and impose unrealistically low caps on fatality rates. By contrast, the collapse volume ratio framework provides a reproducible and flexible approach that captures the full spectrum of collapse severities observed in real earthquakes, while the dataset offers the first large-scale empirical basis for calibration.

The intended audience includes researchers developing new risk models, practitioners and policymakers who rely on fatality estimates to guide retrofit strategies, and students or educators seeking a well-documented example of probabilistic modeling with real post-earthquake data.
DOI: 10.15468/dl.nstad8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037360-250920141307145/datasets/export for details.
DOI: 10.6084/m9.figshare.30022759
title: CARDIO-AI-CHECK: CARDIO-AI: Compliance and AI Regulation for Deep Learning in ECG and Cardiac Signal Interpretation – AI – Checklist for Holistic ECG Compliance and Knowledge

description: CARDIO-AI-CHECK is a comprehensive checklist for developers and researchers developing cardiac AI devices, especially ECG-based ones, to meet both clinical and market requirements. It covers critical aspects of the product lifecycle from data collection, validation, model development, robustness testing to meet regulatory standards on SaMD, EU MDR, and standards lifecycle management. Beyond pre-market readiness, it also emphasizes post-market quality management systems (QMS), risk control, and continuous improvement, offering a structured pathway for secure, effective, and future-proof deployment of cardiac AI technologies.
DOI: 10.6084/m9.figshare.30022759.v3
title: CARDIO-AI-CHECK: CARDIO-AI: Compliance and AI Regulation for Deep Learning in ECG and Cardiac Signal Interpretation – AI – Checklist for Holistic ECG Compliance and Knowledge

description: CARDIO-AI-CHECK is a comprehensive checklist for developers and researchers developing cardiac AI devices, especially ECG-based ones, to meet both clinical and market requirements. It covers critical aspects of the product lifecycle from data collection, validation, model development, robustness testing to meet regulatory standards on SaMD, EU MDR, and standards lifecycle management. Beyond pre-market readiness, it also emphasizes post-market quality management systems (QMS), risk control, and continuous improvement, offering a structured pathway for secure, effective, and future-proof deployment of cardiac AI technologies.
DOI: 10.6084/m9.figshare.30022759.v2
title: CARDIO-AI-CHECK: CARDIO-AI: Compliance and AI Regulation for Deep Learning in ECG and Cardiac Signal Interpretation – AI – Checklist for Holistic ECG Compliance and Knowledge

description: CARDIO-AI-CHECK is a comprehensive checklist for developers and researchers developing cardiac AI devices, especially ECG-based ones, to meet both clinical and market requirements. It covers critical aspects of the product lifecycle from data collection, validation, model development, robustness testing to meet regulatory standards on SaMD, EU MDR, and standards lifecycle management. Beyond pre-market readiness, it also emphasizes post-market quality management systems (QMS), risk control, and continuous improvement, offering a structured pathway for secure, effective, and future-proof deployment of cardiac AI technologies.