cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3q57pv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dupontia psilosantha (Rupr.) Griseb.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019985-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ds5q5k
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diprion pini (Linnaeus, 1758)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0393323-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhtmip
title: Occurrence Download

description: A dataset containing 1797 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Libidibia ferrea (Mart. ex Tul.) L.P.Queiroz"
 ]
}

 The dataset includes 1797 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035702-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5k2e8f
title: Occurrence Download

description: A dataset containing 632 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron redowskianum Maxim."
 ]
}

 The dataset includes 632 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147422-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jj42zk
title: Occurrence Download

description: A dataset containing 13 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 Micrixalus nelliyampathi Biju, Garg, Gururaja, Shouche & Walujkar, 2014"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019968-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sauert
title: Occurrence Download

description: A dataset containing 3420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lespedeza Michx.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 3420 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0171091-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vi1unj
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Papilio demodocus Esper, 1798"
 ]
}

 The dataset includes 369 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035704-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8vqac
title: Occurrence Download

description: A dataset containing 462719 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muricidae"
 ]
}

 The dataset includes 462719 records from 762 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147407-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkwx2s
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liolaemus frassinettii Núñez, 2007"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0284764-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxr9ea
title: Occurrence Download

description: A dataset containing 1365 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caladenia rigida R.S.Rogers"
 ]
}

 The dataset includes 1365 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112024-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykfg3v
title: Occurrence Download

description: A dataset containing 529 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anolis etheridgei Williams, 1962"
 ]
}

 The dataset includes 529 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0284751-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7evfx
title: Occurrence Download

description: A dataset containing 3167 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 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Percina maculata (Girard, 1859)"
 ]
}

 The dataset includes 3167 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112029-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mamfra
title: Occurrence Download

description: A dataset containing 22859 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arion intermedius Normand, 1852, Arion rufus (Linnaeus, 1758))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 22859 records from 408 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231444-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i77krt
title: Occurrence Download

description: A dataset containing 18736896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-111.92871 23.56399,-107.18262 19.22818,-103.49121 9.62241,-88.46191 9.53575,-92.68066 28.92163,-111.92871 23.56399))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18736896 records from 1775 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025175-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcpbsk
title: Occurrence Download

description: A dataset containing 3818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scarus trispinosus"
 ]
}

 The dataset includes 3818 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041921-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/96iift
title: PAN-00178977 - belt hook (military)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00178977&lt;/p&gt;
description: Modified: 2025-08-25T14:57:16+02:00
DOI: 10.5281/zenodo.17872100
title: Calcitonin Gene-Related Peptide Concentration in Cerebrospinal Fluid and Serum in Horses Affected by Trigeminal-Mediated Headshaking and other conditions

description: Trigeminal-mediated headshaking (TMHS) in horses shares clinical features with human trigeminal neuralgia (HTN). Elevated levels of the neuropeptide calcitonin gene-related peptide (CGRP) have been found in the blood and cerebrospinal fluid (CSF) of HTN patients. Inhibition of CGRP in humans has shown promise for pain relief. Data on CGRP in horses affected by TMHS are currently lacking but, if quantifiable and validated, could assist in developing new diagnostic and more rational therapeutic approaches.

This study aimed to quantify and correlate CGRP concentrations in the serum and CSF of horses with TMHS; compare CSF CGRP levels across horses with various neurological, painful, inflammatory, and chronic conditions; analyse serum CGRP concentrations before and after exercise-induced headshaking in affected horses versus healthy controls.
DOI: 10.5281/zenodo.17872101
title: Calcitonin Gene-Related Peptide Concentration in Cerebrospinal Fluid and Serum in Horses Affected by Trigeminal-Mediated Headshaking and other conditions

description: Trigeminal-mediated headshaking (TMHS) in horses shares clinical features with human trigeminal neuralgia (HTN). Elevated levels of the neuropeptide calcitonin gene-related peptide (CGRP) have been found in the blood and cerebrospinal fluid (CSF) of HTN patients. Inhibition of CGRP in humans has shown promise for pain relief. Data on CGRP in horses affected by TMHS are currently lacking but, if quantifiable and validated, could assist in developing new diagnostic and more rational therapeutic approaches.

This study aimed to quantify and correlate CGRP concentrations in the serum and CSF of horses with TMHS; compare CSF CGRP levels across horses with various neurological, painful, inflammatory, and chronic conditions; analyse serum CGRP concentrations before and after exercise-induced headshaking in affected horses versus healthy controls.
DOI: 10.15468/dl.t78hq7
title: Occurrence Download

description: A dataset containing 45360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scarus taeniopterus"
 ]
}

 The dataset includes 45360 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041920-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r859qd
title: Occurrence Download

description: A dataset containing 1710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sapindus saponaria"
 ]
}

 The dataset includes 1710 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041922-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.puxhgu
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-121.91997 36.55769,-121.94296 36.54117,-121.90544 36.5081,-121.79169 36.46919,-121.68762 36.30748,-121.59807 36.3377,-121.69004 36.48962,-121.81831 36.55769,-121.91997 36.55769))",
 "HasGeospatialIssue is false",
 "TaxonKey is Oncorhynchus mykiss",
 "Year 1985-2024"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041924-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5c75a
title: Occurrence Download

description: A dataset containing 37207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((153.034858 -30.696538, 152.984938 -30.645862, 152.920138 -30.645862, 152.970036 -30.696538, 153.034858 -30.696538))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 37207 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041923-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56eg5p
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllochaetopterus anglicus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041925-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yw8guu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((118.266 1.965181, 118.195696 1.959612, 118.127125 1.943044, 118.061975 1.915885, 118.001852 1.878804, 117.948238 1.832715, 117.902451 1.778753, 117.86562 1.718247, 117.83865 1.652688, 117.822204 1.58369, 117.816687 1.512953, 117.822233 1.442218, 117.838704 1.373227, 117.865695 1.307678, 117.90254 1.247185, 117.948331 1.193237, 118.001941 1.147162, 118.06205 1.110094, 118.127179 1.082945, 118.195725 1.066384, 118.266 1.060818, 118.336275 1.066384, 118.404821 1.082945, 118.46995 1.110094, 118.530059 1.147162, 118.583669 1.193237, 118.62946 1.247185, 118.666305 1.307678, 118.693296 1.373227, 118.709767 1.442218, 118.715313 1.512953, 118.709796 1.58369, 118.69335 1.652688, 118.66638 1.718247, 118.629549 1.778753, 118.583762 1.832715, 118.530148 1.878804, 118.470025 1.915885, 118.404875 1.943044, 118.336304 1.959612, 118.266 1.965181))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041926-251120083545085/datasets/export for details.
DOI: 10.15468/dl.scb899
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eugenia espinhacensis"
 ]
}

 The dataset includes 28 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041927-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/fywe0d
title: PAN-00104861 - coin/coin-related, Constantinus I (306-337), nummus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00104861&lt;/p&gt;
description: Modified: 2025-05-06T10:28:14+02:00
DOI: 10.15468/dl.rhuc8g
title: Occurrence Download

description: A dataset containing 5443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nauclea latifolia",
 "Continent is Africa"
 ]
}

 The dataset includes 5443 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041928-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15831598
title: Global Geo-hazard Risk Assessment of Long-Span Bridges Enhanced with InSAR Availability - research data

description: Global Geo-hazard Risk Assessment of Long-Span Bridges Enhanced with InSAR Availability - Research Data

Description

This dataset contains processed geospatial data, risk assessment results, and visualisation materials supporting the research paper "Global geo-hazard risk assessment of long-span bridges enhanced with InSAR availability", published in Nature Communications, DOI: 10.1038/s41467-025-64260-x.

Contents

Hazard Data (hazard/): Normalised geotiff rasters for landslide susceptibility and ground subsidence hazards. The hazard data was originally published by Herrera-García, G. et al, while the landslide dataset was created by Redshaw, P. & Bottomley, J.. This dataset only contains normalised versions of the aforementioned datasets.

Herrera-García, G. et al. Mapping the global threat of land subsidence. Science 371, 34–36 (2021). DOI: 10.1126/science.abb8549

Redshaw, P. & Bottomley, J. The Global Landslide Hazard Map: Final Project Report. Tech. Rep., The World Bank (2020). 

 

Persistent Scatterer Predictions (predicted_PS/): Machine learning-generated MT-InSAR PS availability predictions by continent (7 continental regions). Generated using methodology proposed by Malinowska, D., Milillo, P., Briggs, K., Reale, C., and Giardina, G.

Malinowska, D., Milillo, P., Briggs, K., Reale, C. & Giardina, G. Coherence-based Prediction of Multi-Temporal InSAR Measurement Availability for Infrastructure Monitoring. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 1–22 (2024). DOI: 10.1109/JSTARS.2024.3449688

 

Risk Assessment Results (risk_assessment/): Bridge risk analysis outputs with multiple monitoring factor thresholds (1.15-1.55), provided in both CSV and pickle formats

 

Satellite Data Availability (snt_availability/): Sentinel-1 coverage shapefiles for current conditions and pre-failure scenarios. Those were derived using Sentinel acquisition plans

 

Visualisation Data (plots/):



Source data (CSV) for all manuscript figures and supplementary materials

Generated plot images (JPG format)

World administrative boundaries for mapping


Data Formats



Raster data: GeoTIFF (.tif)

Vector data: ESRI Shapefiles (.shp, .dbf, .prj, .shx)

Tabular data: CSV and Python pickle (.pkl) files

Images: JPEG (.jpg)


Usage

Data can be processed using the companion code repository. Risk assessment results are ready for analysis, while source data enables reproduction of all manuscript figures. Geospatial data requires GIS software or Python packages (rasterio, geopandas) for processing.

Related Publication

Dataset supports: "Global geo-hazard risk assessment of long-span bridges enhanced with InSAR availability", published in Nature Communications, DOI: 10.1038/s41467-025-64260-x.

Code repository:  bridge-risk-assessment-insar; archived on Zenodo: 10.5281/zenodo.15831783
DOI: 10.5281/zenodo.15797029
title: Global Geo-hazard Risk Assessment of Long-Span Bridges Enhanced with InSAR Availability - research data

description: Global Geo-hazard Risk Assessment of Long-Span Bridges Enhanced with InSAR Availability - Research Data

Description

This dataset contains processed geospatial data, risk assessment results, and visualisation materials supporting the research paper "Global geo-hazard risk assessment of long-span bridges enhanced with InSAR availability", published in Nature Communications, DOI: 10.1038/s41467-025-64260-x.

Contents

Hazard Data (hazard/): Normalised geotiff rasters for landslide susceptibility and ground subsidence hazards. The hazard data was originally published by Herrera-García, G. et al, while the landslide dataset was created by Redshaw, P. & Bottomley, J.. This dataset only contains normalised versions of the aforementioned datasets.

Herrera-García, G. et al. Mapping the global threat of land subsidence. Science 371, 34–36 (2021). DOI: 10.1126/science.abb8549

Redshaw, P. & Bottomley, J. The Global Landslide Hazard Map: Final Project Report. Tech. Rep., The World Bank (2020). 

 

Persistent Scatterer Predictions (predicted_PS/): Machine learning-generated MT-InSAR PS availability predictions by continent (7 continental regions). Generated using methodology proposed by Malinowska, D., Milillo, P., Briggs, K., Reale, C., and Giardina, G.

Malinowska, D., Milillo, P., Briggs, K., Reale, C. & Giardina, G. Coherence-based Prediction of Multi-Temporal InSAR Measurement Availability for Infrastructure Monitoring. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 1–22 (2024). DOI: 10.1109/JSTARS.2024.3449688

 

Risk Assessment Results (risk_assessment/): Bridge risk analysis outputs with multiple monitoring factor thresholds (1.15-1.55), provided in both CSV and pickle formats

 

Satellite Data Availability (snt_availability/): Sentinel-1 coverage shapefiles for current conditions and pre-failure scenarios. Those were derived using Sentinel acquisition plans

 

Visualisation Data (plots/):



Source data (CSV) for all manuscript figures and supplementary materials

Generated plot images (JPG format)

World administrative boundaries for mapping


Data Formats



Raster data: GeoTIFF (.tif)

Vector data: ESRI Shapefiles (.shp, .dbf, .prj, .shx)

Tabular data: CSV and Python pickle (.pkl) files

Images: JPEG (.jpg)


Usage

Data can be processed using the companion code repository. Risk assessment results are ready for analysis, while source data enables reproduction of all manuscript figures. Geospatial data requires GIS software or Python packages (rasterio, geopandas) for processing.

Related Publication

Dataset supports: "Global geo-hazard risk assessment of long-span bridges enhanced with InSAR availability", published in Nature Communications, DOI: 10.1038/s41467-025-64260-x.

Code repository:  bridge-risk-assessment-insar; archived on Zenodo: 10.5281/zenodo.15831783