cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/xhz-qfj-dgh
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mqy-r43-eps
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x72-t4b-fn6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1k9-knd-fhs
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c23-dst-qth
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p4t-8x2-hvx
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1zl-5mb-dmh
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/atf-9r9-dec
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.6nppqy
title: Occurrence Download

description: A dataset containing 1876589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haliaeetus albicilla",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 1876589 records from 478 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021564-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4jx-eg5-ly4
title: †Plesiothyris Douvillé, 1879

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yhy-mnc-09a
title: †Mysidioptera Salomon, 1895

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.df5hnx
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichandra unguis-cati",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021602-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mxh-dhp-sef
title: Straelenia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y58-4my-rym
title: Arthropoda

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.cgr8fh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichandra unguis-cati",
 "Country is Malawi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021603-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/538-cth-qxc
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/klc-8k6-wvl
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dnt-tma-ree
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v1j-h23-t32
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0he-j87-1xn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1je-n0w-q2b
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/300-m11-qbm
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c4f-sek-w6g
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s0a-fd8-9kh
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.f45zn2
title: Occurrence Download

description: A dataset containing 415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glaucidium palmatum Siebold & Zucc.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 415 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032305-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg87hj
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anaphalis alpicola Makino",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 167 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032304-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q836p2
title: Occurrence Download

description: A dataset containing 2841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Deutzia crenata Siebold & Zucc.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 2841 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032306-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7939/r3ww77b8s
title: Boardex Reports - Company Details - 2017 April

description: Board Summary Reports provide information on individual members of boards of directors (by name) including: director role & experience, committee membership, director and committee compensation. Data goes back to 1999 when available. Includes: Europe - Company Details North America (NA) - Company Details Rest of the World (ROW) - Company Details UK - Company Details
DOI: 10.15468/dl.6fpqaa
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fritillaria walujewii Regel",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032308-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kk6e8d
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Papaver rhoeas L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 60 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032311-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87x5pq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lilium tianschanicum N.A.Ivanova ex Grubov",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032310-250426092105405/datasets/export for details.
DOI: 10.15468/dl.pz9hkd
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fritillaria yuminensis X.Z.Duan",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032309-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhv2v7
title: Occurrence Download

description: A dataset containing 520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thymus quinquecostatus Čelak.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 520 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032312-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ycxfv
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diphylleia grayi F.Schmidt",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 481 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032313-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7939/r3-6vcg-tc22
title: BoardEx Reports - SMDEs Profiles - Set 4 - 2020 April

description: SMDE - senior management, disclosed earners - profiles. Includes: UK - SMDEs Profile - Characteristics; UK - SMDEs Profile - Education & Achievements; UK - SMDEs Profile - Employment Current Board; UK - SMDEs Profile - Employment Current NonBoard; UK - SMDEs Profile - Employment Historical Board; UK - SMDEs Profile - Employment Historical NonBoard; and UK - SMDEs Profile - Other Activities.
DOI: 10.15468/dl.sndegw
title: Occurrence Download

description: A dataset containing 1291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Elephantorrhiza Benth."
 ]
}

 The dataset includes 1291 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032315-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2r8y2
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bistorta officinalis Raf.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 326 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032316-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jrdkf
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aquilegia flabellata Siebold & Zucc.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 167 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032317-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wg6wcw
title: Occurrence Download

description: A dataset containing 980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardiocrinum cordatum (Thunb.) Makino",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 980 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032318-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kuunsq
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Elettaria Maton"
 ]
}

 The dataset includes 349 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032320-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbxk28
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tulipa biflora Pall.",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032322-250426092105405/datasets/export for details.
DOI: 10.15468/dl.3fy2n4
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tulipa altaica Pall. ex Spreng.",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032321-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqczas
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tulipa dasystemon (Regel) Regel",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032323-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwkb9g
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium erianthum DC.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 195 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032324-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p72jpd
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Sardinella longiceps Valenciennes, 1847",
 "Year 2000-2025"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032325-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15306897
title: Code and data for "Global representation of extratropical cyclone precipitation and future trends in CMIP6 models" by M. Jucker et al., QJRMS (2025)

description: Code and derived data required to reproduce all published figures, including supplementary.

How to run

Requires xarray, pandas, seaborn, scipy, cartopy, parmap, aostools (provided here).

Also requires local access to CMIP6 and ERA5 data to attach precipitation and 2-metre temperature to cyclones.

To set up your working directory: this has to be called "stormtrack". Then cd into the stormtrack directory, download all files, then:

tar -xf data.tar
tar -xf aostools.tar
tar -xf code.tar


The hardest part is to get the script to read CMIP6 and reanalysis data. The code uses intake paths to find the data for each model and member. If that's not an option for you, you will need to provide file paths for all CMIP6 data in stormtrack/functions.py -> GetCMIPData(). Custom paths are used for ERA5 in the script, so look for the case model == 'ERA5' to see how to change the code to access your version of CMIP6 data. The same applies to ERA5 and JRA55 data.

Once everything is in place, run

sh code/create_data.sh

Note, this will take several hours if not days.

To create all the paper figures, run

sh code/create_paper_figures.sh
DOI: 10.5281/zenodo.15306898
title: Code and data for "Global representation of extratropical cyclone precipitation and future trends in CMIP6 models" by M. Jucker et al., QJRMS (2025)

description: Code and derived data required to reproduce all published figures, including supplementary.

How to run

Requires xarray, pandas, seaborn, scipy, cartopy, parmap, aostools (provided here).

Also requires local access to CMIP6 and ERA5 data to attach precipitation and 2-metre temperature to cyclones.

To set up your working directory: this has to be called "stormtrack". Then cd into the stormtrack directory, download all files, then:

tar -xf data.tar
tar -xf aostools.tar
tar -xf code.tar


The hardest part is to get the script to read CMIP6 and reanalysis data. The code uses intake paths to find the data for each model and member. If that's not an option for you, you will need to provide file paths for all CMIP6 data in stormtrack/functions.py -> GetCMIPData(). Custom paths are used for ERA5 in the script, so look for the case model == 'ERA5' to see how to change the code to access your version of CMIP6 data. The same applies to ERA5 and JRA55 data.

Once everything is in place, run

sh code/create_data.sh

Note, this will take several hours if not days.

To create all the paper figures, run

sh code/create_paper_figures.sh
DOI: 10.6084/m9.figshare.28887851
title: CMIP6 global cyclone tracks

description: This folder contains CMIP6 cyclone tracks generated for Pepler (2024) and Pepler et al. (2025). For associated reanalysis datasets see https://doi.org/10.6084/m9.figshare.24086898.v1. These cyclones were identified using the Murray and Simmonds (1991) and Simmonds et al. (1999) cyclone tracking scheme. The source code and documentation is available at https://cyclonetracker.earthsci.unimelb.edu.au/Tracks are provided for 8 CMIP6 models from historical simulations for 1950-2014, and ssp3-7.0 for 2015-2099. Surface cyclones are tracked using 6-hourly MSLP, and upper cyclones are tracked using 6-hourly 500 hPa geopotential height for models where this is available. These models were selected based on availability of 6-hourly 500hPa data on the NCI node of the ESGF.Cyclone tracks are provided based on the weakest intensity threshold, with stronger thresholds typically identified to select lows for use in the paper. For more details on the parameters used for detection and tracking see the files *incycloc and *intrack which are used as inputs for the tracking scheme.A separate track file is provided for each year, beginning on 1 December of the previous year, to allow for the identification of cross-year tracks when relevant. Each .tar.gz file includes all tracks for one simulation, e.g. $model_$member_$ssp_$level_$details.tar.gzColumn headings:ID Track IDFix Instance within trackDate Date* (UTC)Time Time (UTC)Open/closed Is there closed circulation (0) or an "open" ridge. Lon LongitudeLat LatitudeMSLP Central pressure (hPa)Laplacian Laplacian of MSLP (hPa. Deg.lat^2), which represents the curvature of the MSLP. This is a better indicator of the strength of a systemDepth Depth of cyclone (hPa) between central point and outer radiusRadius Radius of cyclone (degrees)Up Steering velocity (U)Vp Steering velocity (V)*Dates are two digit years, and in some cases are wrong because of the way the tracking scheme works (e.g. 1999-2001).References: Murray, R. J., and I. Simmonds, 1991: A numerical scheme for tracking cyclone centres from digital data. Part I: Development and operation of the scheme. Aust. Meteorol. Mag., 39, 155166.Simmonds, I., R. J. Murray, and R. M. Leighton, 1999: A refinement of cyclone tracking methods with data from FROST. Aust. Meteorol. Mag., (special edition), 3549.Pepler, Acacia (2024) Recent trends in extratropical lows and their rainfall over Australia. <i>Journal of Southern Hemisphere Earth Systems Science</i> 74, ES24002. https://doi.org/10.1071/ES24002Pepler AS, Di Virgilio G, Dowdy AD, Goyal R, Su C-H, Thatcher M, and Syktus J. (2025) Projections of Australian low pressure systems in downscaled CMIP6 models Submitted to JSHESS
DOI: 10.15468/dl.vquy6p
title: Occurrence Download

description: A dataset containing 10098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "OccurrenceStatus is Present",
 "TaxonKey is Orchidaceae"
 ]
}

 The dataset includes 10098 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032326-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.