cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16414183
title: A Continental United States Climatology of Precipitation Whiplash Using a New Event-Based Definition

description: Precipitation whiplash events have been increasingly studied in the scientific literature over the recent decade. However, no studies have considered the spatial coherence of grid points in their examination of whiplash events. Therefore, we developed an algorithm that defines spatially coherent precipitation whiplash events on the subseasonal-to-seasonal timescale between 1915 and 2020. We define precipitation whiplash events to occur when the 30-day Standardized Precipitation Index (SPI) moves from at or above +1 to at or below -1, or vice versa. Once grid points were identified as having undergone a whiplash occurrence, Kernel Density Estimation was used to create event polygons, taking into consideration the continuity of grid points. Events were then clustered into geographical regions using k-means clustering, allowing for the examination of their climatology and characteristics across the continental United States (CONUS). The developed definition is designed to be adaptable, allowing the generated databases to be utilized in future studies and significantly enhancing the understanding of precipitation whiplash events across CONUS.

For more information and details regarding the event identification, please see the journal article: Puxley, B. L. and Martin, E. R. (2025) ‘A Continental United States Climatology of Precipitation Whiplash Using a New Event-Based Definition’  in the International Journal of Climatology.

For access to any of the code used to generate these databases, please see the GitHub repository at INSERT LINK

Any use of the databases in this Zenodo repository should cite the journal article and the Zenodo repository. Any use of the programs in the GitHub repository should cite the journal article Puxley, B. L. and Martin, E. R. (2025). 

Database Files



independent_events_drought_to_pluvial.csv



This file is a database of all drought-to-pluvial whiplash events used in the journal article for analysis. Events have been subsetted to events with an area greater than 175,000 km2, and the independence algorithm has been applied.



independent_events_pluvial_to_drought.csv



Same as above, but for pluvial-to-drought whiplash events.



independent_events_droughts.csv



Same as above, but for drought events only.



independent_events_pluvials.csv



Same as above, but for pluvial events only.



all_events_drought_to_pluvial_no_areal_thresh.csv



This file is a database of all potential drought-to-pluvial whiplash events. No areal threshold has been applied to these events, nor has the independence algorithm been applied. 



all_events_pluvial_to_drought_no_areal_thresh.csv



This file is a database of all potential pluvial-to-drought whiplash events. No areal threshold has been applied to these events, nor has the independence algorithm been applied.
DOI: 10.5281/zenodo.16414184
title: A Continental United States Climatology of Precipitation Whiplash Using a New Event-Based Definition

description: Precipitation whiplash events have been increasingly studied in the scientific literature over the recent decade. However, no studies have considered the spatial coherence of grid points in their examination of whiplash events. Therefore, we developed an algorithm that defines spatially coherent precipitation whiplash events on the subseasonal-to-seasonal timescale between 1915 and 2020. We define precipitation whiplash events to occur when the 30-day Standardized Precipitation Index (SPI) moves from at or above +1 to at or below -1, or vice versa. Once grid points were identified as having undergone a whiplash occurrence, Kernel Density Estimation was used to create event polygons, taking into consideration the continuity of grid points. Events were then clustered into geographical regions using k-means clustering, allowing for the examination of their climatology and characteristics across the continental United States (CONUS). The developed definition is designed to be adaptable, allowing the generated databases to be utilized in future studies and significantly enhancing the understanding of precipitation whiplash events across CONUS.

For more information and details regarding the event identification, please see the journal article: Puxley, B. L. and Martin, E. R. (2025) ‘A Continental United States Climatology of Precipitation Whiplash Using a New Event-Based Definition’  in the International Journal of Climatology.

For access to any of the code used to generate these databases, please see the GitHub repository at INSERT LINK

Any use of the databases in this Zenodo repository should cite the journal article and the Zenodo repository. Any use of the programs in the GitHub repository should cite the journal article Puxley, B. L. and Martin, E. R. (2025). 

Database Files



independent_events_drought_to_pluvial.csv



This file is a database of all drought-to-pluvial whiplash events used in the journal article for analysis. Events have been subsetted to events with an area greater than 175,000 km2, and the independence algorithm has been applied.



independent_events_pluvial_to_drought.csv



Same as above, but for pluvial-to-drought whiplash events.



independent_events_droughts.csv



Same as above, but for drought events only.



independent_events_pluvials.csv



Same as above, but for pluvial events only.



all_events_drought_to_pluvial_no_areal_thresh.csv



This file is a database of all potential drought-to-pluvial whiplash events. No areal threshold has been applied to these events, nor has the independence algorithm been applied. 



all_events_pluvial_to_drought_no_areal_thresh.csv



This file is a database of all potential pluvial-to-drought whiplash events. No areal threshold has been applied to these events, nor has the independence algorithm been applied.
DOI: 10.5517/cc6ncx3
title: CCDC 198335: Experimental Crystal Structure Determination

description: Related Article: D.E.Lynch, I.McClenaghan|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|o1070|doi:10.1107/S1600536802015878
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.48580/d6y9.v83
title: Two new species of the genus Tylostega Meyrick, 1894 (Lepidoptera: Crambidae) from China, with a list of all the known species in the world
DOI: 10.48580/d6yk.v79
title: A new species of the genus Cobitis (Cypriniformes: Cobitidae) from the Northeast China
DOI: 10.48580/d6yn.v81
title: Vasopora ceramica n. gen., n. sp. - a new abyssal cyclostome bryozoan from polymetallic nodules in the Russian exploration area, Clarion-Clipperton Fracture Zone, eastern Pacific Ocean
DOI: 10.48580/d6xj.v84
title: A new species of Epopostruma (Hymenoptera: Formicidae) from monsoonal Australia
DOI: 10.48580/d6xq.v84
title: Description, distribution and ecology of endemic Tasmanian quillwort, Isoetes jarmaniae, sp. nov. (Isoetaceae; Lycopodiopsida)
DOI: 10.48580/d6xx.v77
title: A new species of Pantelodes (Lepidoptera: Bombycoidea: Apatelodidae) from Southern Bahia, Brazil
DOI: 10.48580/d6xc.v82
title: Allium canariense (Amaryllidaceae), a species endemic to the Canary Islands
DOI: 10.48580/d6xh.v95
title: Rare, deep-water and similar: revision of Sibogasyrinx (Conoidea: Cochlespiridae)
DOI: 10.48580/d6x5.v74
title: Two new keratinophilic fungal species
DOI: 10.48580/d6x9.v84
title: Sabellariids (Annelida: Sedentaria: Sabellariidae) from shallow waters of the Gulf of Mexico and the Caribbean Sea, including three new species
DOI: 10.48580/d6wm.v83
title: A new endemic species of Acanthocereus (Cactaceae) from southern Jalisco, Mexico
DOI: 10.48580/d6wx.v77
title: Tsounkranaglenea hefferni gen. et sp. nov. from Sabah, Malaysia (Coleoptera Cerambycidae, Lamiinae: Saperdini)
DOI: 10.48580/d6wd.v93
title: Head in the clouds: a new dwarf frog species of the Physalaemus signifer clade (Leptodactylidae, Leiuperinae) from the top of the Brazilian Atlantic Forest
DOI: 10.48580/d6ws.v86
title: Synopsis on Passalidae family (Coleoptera: Scarabaeoidea) of Brazil with description of a new species of Veturius Kaup, 1871
DOI: 10.48580/d6w2.v81
title: Disporella guada sp. nov., an erect-ramose rectangulate cyclostome (Bryozoa, Stenolaemata) from the Caribbean Sea: convergent evolution in bryozoan colony morphology
DOI: 10.48580/d6w5.v79
title: First argiolestid damselfly (Odonata: Zygoptera) from the late Palaeocene of Northwest Argentina
DOI: 10.48580/d6w7.v79
title: A new species of Crenoptychoptera Kalugina, 1985 (Diptera: Ptychopteridae) from the Middle-Late Jurassic of Jiyuan Basin, China
DOI: 10.48580/d6vv.v81
title: Maastrichtian representatives of the dragonfly family Aeschnidiidae question the entomofaunal turnover of the early Late Cretaceous
DOI: 10.48580/d6vw.v81
title: Zaiwa: A new genus of the family Lophocateridae from mid-Cretaceous Burmese amber (Coleoptera: Cleroidea)
DOI: 10.48580/d6vy.v81
title: Neoarisemus groehni sp. nov., a notable moth fly (Diptera, Psychodidae, Psychodinae) from Ukrainian amber
DOI: 10.48580/d6vc.v79
title: - On- two- new- species- of- Nannopus- Brady, - 1880 - (Copepoda: - Harpacticoida Nannopodidae) - from-intertidal-mudflats-of-the-Korean-west-coast- (Yellow-Sea)
DOI: 10.48580/d6vg.v82
title: The final instar exuvium of Pycna semiclara Germar, 1834 (Hemiptera: Cicadidae)
DOI: 10.48580/d6v2.v79
title: A new species of Deuterixys Mason (Hymenoptera: Braconidae: Microgastrinae) from China
DOI: 10.48580/d6v8.v79
title: First report of the genus Brachygaster Leach (Hymenoptera: Evaniidae) from India with two new species
DOI: 10.48580/d6tp.v76
title: A new species of the genus Asobara Foerster (Hymenoptera: Braconidae) parasitic on Zeugodacus cucurbitae (Coquillett) (Diptera: Tephritidae) infesting tomato in India
DOI: 10.48580/d6tt.v80
title: A new genus and species of Laelapidae Canestrini from Sri Lanka (Acari: Mesostigmata)
DOI: 10.48580/d6ty.v89
title: The taxonomy of spider crabs of the genera Eurynome, Choniognathus, Seiitaiodes and Kasagia (Crustacea: Brachyura: Majidae) from southwest Indian Ocean
DOI: 10.48580/d6t4.v84
title: Systematic position of Bombyx incomposita (Lepidoptera: Bombycidae), with notes on its immature biology and hostplant association
DOI: 10.48580/d6th.v79
title: On the type species of the genus Dendarus Dejean, 1821 (Coleoptera: Tenebrionidae)
DOI: 10.15468/dl.u4cu78
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lecanora valesiaca)",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024377-260208012135463/datasets/export for details.
DOI: 10.48580/d6sb.v79
title: Taxonomic revision of the Pteronia adenocarpa group (Astereae, Asteraceae)
DOI: 10.48580/d6sq.v79
title: New species of Elaphoidella Chappuis, 1929 and Schizopera Sars, 1905 (Copepoda Harpacticoida) from two caves in northeastern and southern Thailand
DOI: 10.48580/d6t3.v78
title: Description of a new codling species of Physiculus from Taiwan (Gadiformes: Moridae)
DOI: 10.48580/d6s3.v81
title: Revision of the genus Lopesiodinia Prado, 1973 (Diptera: Odiniidae) with description of three new species, and a key to the extant Neotropical genera and species of Traginopinae
DOI: 10.48580/d6s6.v89
title: A new species of the genus Araneus (Araneae: Araneidae) from Japan
DOI: 10.48580/d6rw.v82
title: Tripogon nicorae var. aristulata (Poaceae), a new variety from Peru
DOI: 10.48580/d6ry.v83
title: Garra hormuzensis, a new species from the upper Kol River drainage in the Persian Gulf basin (Teleostei: Cyprinidae)
DOI: 10.3535/4jt-8wq-v3g
title: Silene multiflora (Ehrh.) Pers.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/awz-5fk-hxz
title: Verbascum lydium Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b77-a9n-r2w
title: Thymus glabrescens Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k18-g2w-f9b
title: Acer L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wzt-5aa-vc5
title: Euphorbia ligustica Skubic & Frajman

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cqw-6t6-rse
title: Daphne mucronata subsp. linearifolia (Hart) Halda

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z0w-nqj-w25
title: Rumex aquaticiformis Rech. fil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/07s-857-74a
title: Tolumnia guttata (L.) Nir

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0dg-e75-2z1
title: Tolumnia × pulchella (Hook.) Raf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ksc-xbd-cx6
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t0y-nnz-pq6
title: Acer L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mj5-yxt-vpc
title: Rumex hydrolapathum (Scop.) Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3c3-jqb-086
title: Drosera cistiflora L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t2s-9t0-mex
title: Poa badensis Haenke ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3v3-9z6-k6d
title: Drosera auriculata Backh. ex Planch.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6me-xbe-1l8
title: Ephippianthus schmidtii Rchb.f.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.rcs79x
title: Occurrence Download

description: A dataset containing 21173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picea sitchensis",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21173 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072183-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mdv-b55-h2f
title: Gagea villosa (M.Bieb.) Sweet

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nps-3yr-v2p
title: Escallonia rubra (Ruiz & Pav.) Pers.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gjd-5gt-nqs
title: Drosera cistiflora L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/msb-4qf-ld0
title: Cistanche tubulosa (Schenk) Wight

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16597684
title: FID, location, and social data of tagged females ibex in the Negev Desert

description: Abstract



The expanding human population has resulted in increased human-wildlife interactions, promoting tolerance towards humans in some species. Such tolerance enables some wildlife populations to inhabit urban habitats but can also lead to human-wildlife conflict. To better understand the proximate drivers of tolerance to humans, we examined the tolerance behaviour of two populations of the threatened Nubian ibex (Capra nubiana) within human settlements. We specifically explored the drivers of individual-level variation in tolerance behaviour within populations and linked it to the social interactions and spatial microhabitat use of each individual. We repeatedly measured flight initiation distance (FID) in response to human and human-dog approaches in 29 tagged female ibex from the two populations in the Negev desert, Israel. We performed social network analyses and calculated the spatial overlap of individual home ranges inside the settlements.The data files contains:



fid_data : Flight initiation distance (FID) measures of 29 tagged females ibex inside and outside two urban areas - Mitzpe Ramon (MR) and Midreshet Ben Gurion (MBG) - when a human, and a human with a dog approached them. 

gps_data : GPS location of 8 tagged females ibex in two urban areas -  - Mitzpe Ramon (MR) and Midreshet Ben Gurion (MBG).

social_network_data : Social data from observation. The number of times 2 tagged female ibex were observed together in the same group.
DOI: 10.5281/zenodo.16597685
title: FID, location, and social data of tagged females ibex in the Negev Desert

description: Abstract



The expanding human population has resulted in increased human-wildlife interactions, promoting tolerance towards humans in some species. Such tolerance enables some wildlife populations to inhabit urban habitats but can also lead to human-wildlife conflict. To better understand the proximate drivers of tolerance to humans, we examined the tolerance behaviour of two populations of the threatened Nubian ibex (Capra nubiana) within human settlements. We specifically explored the drivers of individual-level variation in tolerance behaviour within populations and linked it to the social interactions and spatial microhabitat use of each individual. We repeatedly measured flight initiation distance (FID) in response to human and human-dog approaches in 29 tagged female ibex from the two populations in the Negev desert, Israel. We performed social network analyses and calculated the spatial overlap of individual home ranges inside the settlements.The data files contains:



fid_data : Flight initiation distance (FID) measures of 29 tagged females ibex inside and outside two urban areas - Mitzpe Ramon (MR) and Midreshet Ben Gurion (MBG) - when a human, and a human with a dog approached them. 

gps_data : GPS location of 8 tagged females ibex in two urban areas -  - Mitzpe Ramon (MR) and Midreshet Ben Gurion (MBG).

social_network_data : Social data from observation. The number of times 2 tagged female ibex were observed together in the same group.
DOI: 10.3535/ynr-nxe-ypg
title: Drosera auriculata Backh. ex Planch.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.q8y9uq
title: Occurrence Download

description: A dataset containing 3489241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Circus cyaneus)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 3489241 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072152-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6f7-hht-ynm
title: Rumex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ncw-dbk-r5t
title: Salix phylicifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3p3-393-g7p
title: Rumex obtusifolius L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fl4-82x-12j
title: Pseudofumaria alba (Mill.) Lidén

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n0e-q5d-lax
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p9s-lge-kkn
title: Tulipa sosnowskyi Achv. & Mirzoeva

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tkx-ww6-x4z
title: Berberis integerrima Bunge

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/87e-sqr-8t7
title: Acantholimon ulicinum var. purpurascens (Bokhari) Bokhari & J. R. Edm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hk8-e0m-62w
title: Erysimum pseudorhaeticum subsp. etruscum (Peccenini & Polatschek) Arrigoni

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5f1-a4h-v71
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5jn-h1z-9g8
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1kr-tgx-y5w
title: Pulmonaria mollis Wulfen ex Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gng-y9m-vfj
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m5e-ana-rj3
title: Petrorhagia saxifraga (L.) Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pwv-2ld-kjs
title: Rumex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8g6-6st-jpm
title: Chenopodiastrum murale (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cxf-j1q-pm1
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yfe-r92-y4n
title: Berberis integerrima Bunge

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p8q-2xs-7xt
title: Erysimum pseudorhaeticum subsp. etruscum (Peccenini & Polatschek) Arrigoni

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s4l-w1q-70t
title: Erysimum pseudorhaeticum subsp. etruscum (Peccenini & Polatschek) Arrigoni

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nwh-en4-529
title: Erysimum pseudorhaeticum subsp. etruscum (Peccenini & Polatschek) Arrigoni

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wfd-x1w-drb
title: Erysimum pseudorhaeticum subsp. etruscum (Peccenini & Polatschek) Arrigoni

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2n2-vha-85y
title: Erysimum pseudorhaeticum subsp. etruscum (Peccenini & Polatschek) Arrigoni

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qzq-p0x-4lc
title: Tulipa armena Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0n8-kpt-zs4
title: Rumex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2aq-da0-wxq
title: Tolumnia prionochila (Kraenzl.) Braem

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x74-78z-x7g
title: Tolumnia × pulchella (Hook.) Raf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w0c-6d3-9vz
title: Tolumnia prionochila (Kraenzl.) Braem

description: Digital Specimen for the physical specimen hosted at University of Graz.