cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11219308
title: Windstorm Return Level Model based on WISC/WWIEUR Footprints as described in Priestley et al. (2023, NHESS)

description: This dataset and code runs the windstorm return level model as documented in Priestley et al. (2023; https://doi.org/10.5194/nhess-23-3845-2023). 

 

The code uses the NAO co-variate and the two options either estimate return levels and uncertainty for one location, with the other script plotting a map for all of Europe (with upper and lower bounds). The code is constructed using python3.7. All model calculations have already been made, and so the data provided is the parameters calculated on a gridpoint basis. 

Data has been provided for both the WISC footprints (as in the paper), and also the newer Winter Windstorm Indicators for Europe footprints (WWIEUR, https://cds.climate.copernicus.eu/cdsapp#!/dataset/sis-european-wind-storm-indicators?tab=overview), and the model can be run for either. The WISC footprints span 1950-2014, and WWIEUR from 1979-2021.

In the code, you must specify the return period(s) of interest, as well as the NAO state. It is recommended that the NAO state does not exceed -2 or +2, as the data used to build the model does not go beyond these bounds. Therefore, any value outside these bounds has no data trained on it. For return periods, we do not recommend going beyond 500 years. Confidence estimates provided are the 95% intervals.

In order for the code to run, the data must remain in its current file structure/hierarchy.

This model is intended as a tool to test the sensitivity of return levels to NAO state across Europe. For both the WISC and WWIEUR, different estimates are provided due to the different resolutions of the input data, and also the different methodologies used to create the footprints.

The model can be run with new input data, any users wishing to do so should please get in touch and this code can be made available.

 

Any queries or questions, please contact via email: m.priestley@exeter.ac.uk
DOI: 10.5281/zenodo.11219307
title: Windstorm Return Level Model based on WISC/WWIEUR Footprints as described in Priestley et al. (2023, NHESS)

description: This dataset and code runs the windstorm return level model as documented in Priestley et al. (2023; https://doi.org/10.5194/nhess-23-3845-2023). 

 

The code uses the NAO co-variate and the two options either estimate return levels and uncertainty for one location, with the other script plotting a map for all of Europe (with upper and lower bounds). The code is constructed using python3.7. All model calculations have already been made, and so the data provided is the parameters calculated on a gridpoint basis. 

Data has been provided for both the WISC footprints (as in the paper), and also the newer Winter Windstorm Indicators for Europe footprints (WWIEUR, https://cds.climate.copernicus.eu/cdsapp#!/dataset/sis-european-wind-storm-indicators?tab=overview), and the model can be run for either. The WISC footprints span 1950-2014, and WWIEUR from 1979-2021.

In the code, you must specify the return period(s) of interest, as well as the NAO state. It is recommended that the NAO state does not exceed -2 or +2, as the data used to build the model does not go beyond these bounds. Therefore, any value outside these bounds has no data trained on it. For return periods, we do not recommend going beyond 500 years. Confidence estimates provided are the 95% intervals.

In order for the code to run, the data must remain in its current file structure/hierarchy.

This model is intended as a tool to test the sensitivity of return levels to NAO state across Europe. For both the WISC and WWIEUR, different estimates are provided due to the different resolutions of the input data, and also the different methodologies used to create the footprints.

The model can be run with new input data, any users wishing to do so should please get in touch and this code can be made available.

 

Any queries or questions, please contact via email: m.priestley@exeter.ac.uk
DOI: 10.15468/dl.7cejyq
title: Occurrence Download

description: A dataset containing 12569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Bidens pilosa L., Tagetes minuta L., Gutenbergia cordifolia Benth. ex Oliv., Prosopis juliflora (Sw.) DC., Parthenium L.)"
 ]
}

 The dataset includes 12569 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023061-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69wrvd
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gutenbergia rueppellii Sch.Bip."
 ]
}

 The dataset includes 223 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023063-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpfbtp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chondromorpha kelaarti (Humbert, 1865))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023065-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhmm8m
title: Occurrence Download

description: A dataset containing 643 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gutenbergia cordifolia Benth. ex Oliv."
 ]
}

 The dataset includes 643 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023064-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4a5jex
title: Occurrence Download

description: A dataset containing 3643 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnanthemum amygdalinum (Delile) Sch.Bip. ex Walp."
 ]
}

 The dataset includes 3643 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023062-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyfhs8
title: Occurrence Download

description: A dataset containing 4325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachydesmus superus Latzel, 1884)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4325 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023068-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.huj2at
title: Occurrence Download

description: A dataset containing 23276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calathus fuscipes (Goeze, 1777))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23276 records from 328 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023067-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6p5926
title: Occurrence Download

description: A dataset containing 2744 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sherbournia G.Don"
 ]
}

 The dataset includes 2744 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217108-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9h3psa
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Calamagrostis epigeios Steud."
 ]
}

 The dataset includes 260 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083951-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pwbce
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Two new genera and two new species of cicadas from Central America (Hemiptera: Cicadidae: Cicadinae)"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131059-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttdg8q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Siphonandrium K.Schum."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217110-210914110416597/datasets/export for details.
DOI: 10.15468/dl.2upn6x
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Allium victorialis subsp. platyphyllum Hultén"
 ]
}

 The dataset includes 60 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117165-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.764bnu
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centroglossa tripollinica (Barb.Rodr.) Barb.Rodr."
 ]
}

 The dataset includes 23 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131100-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsrw5w
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenosepala C.H.Perss."
 ]
}

 The dataset includes 109 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217115-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5jm9e
title: Occurrence Download

description: A dataset listing the 713 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viruses"
 ]
}

 The dataset's 713 records were derived from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001704-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37sxsw
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syringantha Standl."
 ]
}

 The dataset includes 125 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217122-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jsxcg
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia sagrana (A.Rich.) Alain"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131089-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7u4ysw
title: Occurrence Download

description: A dataset containing 292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Larix gmelinii (Rupr.) Kuzen."
 ]
}

 The dataset includes 292 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083950-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdy6tg
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((105 17.5,124.5 17.5,124.5 41,105 41,105 17.5))",
 "OccurrenceStatus is Present",
 "TaxonKey is Conger myriaster (Brevoort, 1856)"
 ]
}

 The dataset includes 28 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131091-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bygsz7
title: Occurrence Download

description: A dataset containing 728 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Harpactes erythrocephalus (Gould, 1834)",
 "Year 1972-2022"
 ]
}

 The dataset includes 728 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280053-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oxfyqc
title: Occurrence Download

description: A dataset containing 16512 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Réserves Naturelles de France (RNF) - RNF - Données du Conservatoire d'espaces naturel Limousin"
 ]
}

 The dataset includes 16512 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026836-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62a47s
title: Occurrence Download

description: A dataset containing 2052964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 2052964 records from 472 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021614-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcc2uy
title: Occurrence Download

description: A dataset containing 5047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Empidonax virescens (Vieillot, 1818)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 5047 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276971-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbr8sq
title: Occurrence Download

description: A dataset containing 697070 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Geometry POLYGON((1.63482 47.55233,1.5112 44.53433,4.37453 44.53433,4.27837 47.55233,1.63482 47.55233))",
 "TaxonKey is Aves",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 697070 records from 384 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017566-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnawb3
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia celata R.A.Dyer"
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205887-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbxv8u
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Cambodia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elephas maximus Linnaeus, 1758"
 ]
}

 The dataset includes 261 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115776-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xk93e6
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centranthus longiflorus Steven"
 ]
}

 The dataset includes 391 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131063-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22cuye
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thaumatomyrmex Mayr, 1887"
 ]
}

 The dataset includes 499 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0355423-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8spwbv
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The interesting and complex tribe Oxycoleini (Coleoptera, Cerambycidae): a new genus, new species, and taxonomic notes"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131068-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cv9wd
title: Occurrence Download

description: A dataset containing 1549 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dionaea muscipula Ellis"
 ]
}

 The dataset includes 1549 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083314-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et84xk
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stevensia Poit."
 ]
}

 The dataset includes 245 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217116-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nv37n
title: Occurrence Download

description: A dataset containing 59318 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centranthus ruber (L.) DC."
 ]
}

 The dataset includes 59318 records from 650 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131071-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.15helg
title: Occurrence Download

description: A dataset containing 302212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "InstitutionCode is AMNH"
 ]
}

 The dataset includes 302212 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001392-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7us5j
title: Occurrence Download

description: A dataset containing 359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Selaginella doederleinii Hieron.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 359 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003997-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oam1ir
title: Occurrence Download

description: A dataset containing 19167940 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19167940 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016836-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2xo2o
title: Occurrence Download

description: A dataset containing 12799155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passeriformes",
 {
 "or" : [
 "Country is Estonia",
 "Country is Germany",
 "Country is Belgium",
 "Country is Finland",
 "Country is Portugal",
 "Country is Switzerland",
 "Country is Denmark",
 "Country is Italy",
 "Country is France",
 "Country is Spain",
 "Country is Austria",
 "Country is Poland",
 "Country is Liechtenstein",
 "Country is Netherlands"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12799155 records from 962 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001392-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.