cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7438144
title: STORM tropical cyclone wind speed return periods as global GeoTIFFs

description: Global tropical cyclone wind speed return period maps.

This dataset is derived with minimal processing from the following datasets created by Bloemendaal et al, which are released with a CC0 license:

[1] Bloemendaal, Nadia; de Moel, H. (Hans); Muis, S; Haigh, I.D. (Ivan); Aerts, J.C.J.H. (Jeroen) (2023): STORM tropical cyclone wind speed return periods. Version 4. 4TU.ResearchData. Dataset. https://doi.org/10.4121/12705164.v4

[2] Bloemendaal, Nadia; de Moel, Hans; Dullaart, Job; Haarsma, R.J. (Reindert); Haigh, I.D. (Ivan) et. al. (2023): STORM climate change tropical cyclone wind speed return periods. Version 4. 4TU.ResearchData. Dataset. https://doi.org/10.4121/14510817.v4

Datasets containing tropical cyclone maximum wind speed (in m/s) return periods, generated using the STORM datasets (see https://www.nature.com/articles/s41597-020-0381-2) and STORM climate change datasets (see https://figshare.com/s/397aff8631a7da2843fc). Return periods were empirically calculated using Weibull's plotting formula. The STORM_FIXED_RETURN_PERIOD dataset contains maximum wind speeds for a fixed set of return periods at 10 km resolution in every basin and for every climate model used here (see below).

The GeoTIFFs provided in the datasets linked above have been mosaicked into single files with global extent for each climate model/return period using the following code: 

https://github.com/nismod/open-gira/blob/88dc522dd267020b16927e1b51ba46c4df4da277/workflow/tropical-cyclone/STORM.smk

Files are named on the pattern: STORM_FIXED_RETURN_PERIODS_{STORM_MODEL}_{STORM_RP}_YR_RP.tif

STORM_MODEL is be one of constant, CMCC-CM2-VHR4, CNRM-CM6-1-HR, EC-Earth3P-HR or HadGEM3-GC31-HM. The "constant" files are for the present day, baseline climate scenario as explained in dataset [1]. The other files are for 2050, RCP8.5 under different models as explained in the paper linked from dataset [2].

STORM_RP is one of 10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 200, 300, 400, 500, 600, 700, 800, 900, 1000, 2000, 3000, 4000, 5000, 6000, 7000, 8000, 9000 or 10000.

Updates

2024-04-05: recreated GeoTIFFs to align precisely with source pixels, updated references to v4, uploaded GeoTIFFs within ZIP to meet Zenodo file limits.
description: Funding: This research received funding from the FCDO Climate Compatible Growth Programme.

Disclaimer: The views expressed in this website do not necessarily reflect the UK government's official policies.
DOI: 10.5281/zenodo.7438145
title: STORM tropical cyclone wind speed return periods as global GeoTIFFs

description: Global tropical cyclone wind speed return period maps. This dataset is derived with minimal processing from the following datasets created by Bloemendaal et al, which are released with a CC0 license: [1] Bloemendaal, Nadia; de Moel, H. (Hans); Muis, S; Haigh, I.D. (Ivan); Aerts, J.C.J.H. (Jeroen) (2020): STORM tropical cyclone wind speed return periods. 4TU.ResearchData. Dataset. https://doi.org/10.4121/12705164.v3 [2] Bloemendaal, Nadia; de Moel, Hans; Dullaart, Job; Haarsma, R.J. (Reindert); Haigh, I.D. (Ivan); Martinez, Andrew B.; et al. (2022): STORM climate change tropical cyclone wind speed return periods. 4TU.ResearchData. Dataset. https://doi.org/10.4121/14510817.v3 Datasets containing tropical cyclone maximum wind speed (in m/s) return periods, generated using the STORM datasets (see https://www.nature.com/articles/s41597-020-0381-2) and STORM climate change datasets (see https://figshare.com/s/397aff8631a7da2843fc). Return periods were empirically calculated using Weibull's plotting formula. The STORM_FIXED_RETURN_PERIOD dataset contains maximum wind speeds for a fixed set of return periods at 10 km resolution in every basin and for every climate model used here (see below). The GeoTIFFs provided in the datasets linked above have been mosaicked into single files with global extent for each climate model/return period using the following code: https://github.com/nismod/open-gira/blob/219315e57cba54bb18f033844cff5e48dd5979d7/workflow/rules/download/storm-ibtracs.smk#L126-L151 Files are named on the pattern: STORM_FIXED_RETURN_PERIODS_{STORM_MODEL}_{STORM_RP}_YR_RP.tif STORM_MODEL is be one of constant, CMCC-CM2-VHR4, CNRM-CM6-1-HR, EC-Earth3P-HR or HadGEM3-GC31-HM. The "constant" files are for the present day, baseline climate scenario as explained in dataset [1]. The other files are for 2050, RCP8.5 under different models as explained in the paper linked from dataset [2]. STORM_RP is one of 10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 200, 300, 400, 500, 600, 700, 800, 900, 1000, 2000, 3000, 4000, 5000, 6000, 7000, 8000, 9000 or 10000.
description: Funding: This research received funding from the FCDO Climate Compatible Growth Programme. Disclaimer: The views expressed in this website do not necessarily reflect the UK government's official policies.
DOI: 10.15468/dl.n8th9m
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus newbouldianus Rilstone"
 ]
}

 The dataset includes 102 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103652-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hps5q
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scrophularia rostrata Boiss. & Buhse"
 ]
}

 The dataset includes 22 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103650-240321170329656/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.25550047
title: Data for Template-based copying in chemically fueled dynamic combinatorial libraries

description: Data for Template-based copying in chemically fueled dynamic combinatorial libraries
DOI: 10.15468/dl.v7buqz
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea simpsoniana (Fielding & Gardner) Lipsch."
 ]
}

 The dataset includes 231 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103653-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/2959337
title: UNITE QIIME release for Fungi 2

description: Three sets of QIIME files are released, corresponding to the SHs resulting from clustering at the 3% distance (97% similarity) and 1% distance (99%) threshold levels. The third set of files is the result of a dynamic use of clustering thresholds, such that some SHs are delimited at the 3% distance level, some at the 2.5% distance level, some at the 2% distance level, and so on; these choices were made manually by experts of those particular lineages of fungi. The syntax is the same throughout the three sets of files. Includes global and 3% distance singletons.
DOI: 10.4121/ac84802e-853f-46f1-9786-b9d29c0f7557.v1
title: SAFPredDB: Bacterial synteny database

description: SAFPredDB is a bacterial synteny database built for the gene function prediction tool SAFPred, Synteny Aware Function Predictor. The database is a collection of conserved synteny and operons found across the bacterial kingdom. First, we formulated a synteny model based on experimentally known operons and the genomic features common in bacteria. We designed a bottoms-up, purely computational approach to build our database based on the proposed synteny model using complete bacterial genome assemblies from the Genome Taxonomy Database (GTDB).<br>Although we initially built SAFPred for our prediction tool only, it can be used for other purposes where such a catalog is needed. As a standalone database, it can be queried to mine information about conserved genomic patterns in bacteria. In addition, it can be updated as newer assemblies are added to GTDB.
DOI: 10.15468/dl.5r54ab
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schismatoglottis merrillii Engl."
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103654-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khrtpw
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schoenoplectiella roylei (Nees) Lye"
 ]
}

 The dataset includes 223 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103656-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guh62x
title: Occurrence Download

description: A dataset containing 2211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.49507 36.66007,-4.44242 36.66007,-4.44242 36.69095,-4.49507 36.69095,-4.49507 36.66007))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 2211 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103657-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbctzs
title: Occurrence Download

description: A dataset containing 1545 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus newbouldii Bab."
 ]
}

 The dataset includes 1545 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103658-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwxs5h
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scrophularia rosulata Stiefelh."
 ]
}

 The dataset includes 23 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103659-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjeek4
title: Occurrence Download

description: A dataset containing 547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-4.48697 36.64793,-4.43065 36.64793,-4.43065 36.69026,-4.48697 36.69026,-4.48697 36.64793))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 547 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103661-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3mnc2d
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea sinuata Kom."
 ]
}

 The dataset includes 128 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103662-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy6am6
title: Occurrence Download

description: A dataset containing 2603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.49605 36.65197,-4.43635 36.65197,-4.43635 36.70149,-4.49605 36.70149,-4.49605 36.65197))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 2603 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103660-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79rpxw
title: Occurrence Download

description: A dataset containing 675 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schoenoplectiella senegalensis (Steud.) Lye"
 ]
}

 The dataset includes 675 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103665-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9ham7
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schismatoglottis mindanaoana Engl."
 ]
}

 The dataset includes 18 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103663-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvabtd
title: Occurrence Download

description: A dataset containing 540 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scrophularia rubricaulis Boiss."
 ]
}

 The dataset includes 540 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103668-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjssee
title: Occurrence Download

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-4.49176 36.64339,-4.41805 36.64339,-4.41805 36.70826,-4.49176 36.70826,-4.49176 36.64339))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 669 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103667-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q5rxx6
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus newbridgensis W.P.C.Barton & Ridd."
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103666-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mjbr4
title: Occurrence Download

description: A dataset containing 573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-4.49605 36.65197,-4.43635 36.65197,-4.43635 36.70149,-4.49605 36.70149,-4.49605 36.65197))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 573 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103670-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vywu6
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea sinuatoides Nakai"
 ]
}

 The dataset includes 216 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103669-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h4dd8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schismatoglottis mira S.Y.Wong, P.C.Boyce & S.L.Low"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103673-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8pw3a
title: Occurrence Download

description: A dataset containing 408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-4.47204 36.6607,-4.43721 36.6607,-4.43721 36.68406,-4.47542 36.68454,-4.47204 36.6607))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 408 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103671-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sp6y68
title: Occurrence Download

description: A dataset containing 454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-4.49421 36.65768,-4.44462 36.65768,-4.44462 36.69052,-4.49421 36.69052,-4.49421 36.65768))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 454 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103672-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46bjdn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schoenoplectiella subbisetosa (T.Koyama) Hayas."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103674-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2zdww
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus newtonii Ballantyne"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103677-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgrxab
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-4.47169 36.66518,-4.44468 36.66518,-4.44468 36.68375,-4.47169 36.68375,-4.47169 36.66518))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 362 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103676-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agum8p
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-4.47642 36.66148,-4.44447 36.66148,-4.44447 36.68454,-4.47642 36.68454,-4.47642 36.66148))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 410 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103675-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nkpfa
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scrophularia rupestris M.Bieb. ex Willd."
 ]
}

 The dataset includes 418 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103678-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpt5zy
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schismatoglottis modesta Schott"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103680-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdvy7s
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea smithiana Hand.-Mazz."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103679-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atkk5n
title: Occurrence Download

description: A dataset containing 455 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-4.49434 36.6561,-4.43877 36.6561,-4.43877 36.69028,-4.49434 36.69028,-4.49434 36.6561))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 455 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103682-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.nmlsjvey
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (22209 records)
DOI: 10.15468/dl.d354pj
title: Occurrence Download

description: A dataset containing 2956 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schoenoplectiella supina (L.) Lye"
 ]
}

 The dataset includes 2956 records from 212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103683-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mf7d3s
title: Occurrence Download

description: A dataset containing 9477 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus nigricans Danthoine"
 ]
}

 The dataset includes 9477 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103684-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7zb3u
title: Occurrence Download

description: A dataset containing 221552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia pratensis L."
 ]
}

 The dataset includes 221552 records from 1486 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103637-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.