cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.a88b6r
title: Occurrence Download

description: A dataset containing 505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Kosciuscola restrictus, Kosciuscola cuneatus, Kosciuscola tristis, Kosciuscola usitatus, Perunga ochracea, Schayera baiulus, Kosciuscola, Kosciuscola, Kosciuscola, Kosciuscola, Kosciuscola, Kosciuscola, Praxibulus uncinatus)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 505 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064645-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/kmc96t
title: Congochromis rotundiceps sp. nov., a new cichlid species (Actinopterygii: Cichlidae) from the Congo Drainage

description: This dataset contains the digitized treatments in Plazi based on the original journal article Wingi, Nadine Usimesa, Schliewen, Ulrich Kurt (2022): Congochromis rotundiceps sp. nov., a new cichlid species (Actinopterygii: Cichlidae) from the Congo Drainage. Zootaxa 5124 (3): 296-320, DOI: 10.11646/zootaxa.5124.3.2AbstractA new dwarf cichlid, Congochromis rotundiceps sp. nov., (Cichliformes: Cichlidae) is described from the central Congo basin. It is a species of Congochromis based on the following characters: (1) four pores in the dentary laterosensory canal; (2) absence of a laterosensory canal in the angulo-articular, (3) six pores in the preopercle laterosensory canal; (4) a single tubular infraorbital bone behind the lachrymal; (5) 12 circumpeduncular scales; (6) jaw teeth comparatively robust, unicuspids, not closely spaced; and (7) presence of a small, supraneural bone. Congochromis rotundiceps sp. nov. is distinguished from all other Congochromis species by the combination of the following characters: (1) a larger eye diameter (31.4–35.1% HL), (2) a shorter snout length (29.8–32.7% HL), (3) a shorter upper lip length (29.2–32.0% HL), (4) a shorter lower lip length (26.2–33.6% HL), (5) a shorter lower lip width (27.7–31.2% HL), and (6) a shorter anal-fin length (15.3–16.97% SL). Diagnostic characters were extracted mainly from meristic counts and distance measurements from 326 chromidotilapiine cichlid specimens representing all chromidotilapiine genera and 40 described or undescribed species. The analysis of the complete meristic and distance measurements database allowed the diagnosis of C. rotundiceps sp. nov., but not for diagnostic separation of many other chromidotilapiine genera, species, and lineages. This result highlights the necessity to explore additional characters to elucidate chromidotilapiine cichlid taxonomy further.
DOI: 10.15468/tp53qk
title: Lamprothamnium sardoum sp. nov. (Characeae, Streptophyta): A new species of Lamprothamnium for Europe

description: This dataset contains the digitized treatments in Plazi based on the original journal article Casanova, Michelle T., Becker, Ralf (2022): Lamprothamnium sardoum sp. nov. (Characeae, Streptophyta): A new species of Lamprothamnium for Europe. Phytotaxa 567 (3): 269-277, DOI: 10.11646/phytotaxa.567.3.6, URL: http://dx.doi.org/10.11646/phytotaxa.567.3.6AbstractComprehensive charophyte surveys on the island of Sardinia, Italy revealed a novel species of Lamprothamnium occurring in a salt marsh in the vicinity of San Giovanni Sinis. Most of the discovery and description of charophyte species in Europe took place in the mid–late 1800s, so the discovery of a new species in the region is of note. The species is described and compared with the other species of Lamprothamnium known for the Mediterranean region of Europe and elsewhere. Lamprothamnium sardoum sp. nov. differs from all other species in having antheridia and oogonia clustered internal and external to the axial nodes and on the branchlets, and in the relative absence of sterile whorls, the length and width of its bract cells and decumbent stipulodes, and the persistence of the protonema on mature plants. In addition, data on hydrochemistry and accompanying flora of the Sardinian site of L. sardoum are presented together with proposals for management and conservation.
DOI: 10.5281/zenodo.18037548
title: MMFire

description: MMFire is a wildfire spread dataset, with inputs provided by the LANDFIRE program [1,2], and outcomes simulated using the SimFire [3] software, which internally uses the Rothermel equations [4]. The dataset serves as a benchmark for ambiguous segmentation tasks. For each input condition describing a wildfire and environmental conditions, it contains eight different possible outcomes. For the simulator to produce different outcomes, we vary the wind direction between eight options (North, North-East, East, ... ), set as constant over the whole 64x64 pixel area. 

Please note that this dataset does not represent realistic wildfire spread. It is only meant as a tool to study ambiguous segmentation. The eight different outcomes per input are not a realistic approximation of future outcomes. However, since reality only provides us with a single outcome, we resort to simulations to be able to validate our methods. 

Since the relationship between input and outputs is a relatively simple computer program, be aware that models with enough capacity should be able to approximate this relationship very well. 

If you use this dataset, please cite the corresponding paper: 



@inproceedings{
gerard2025wildfire,
title={Wildfire Spread Scenarios: Increasing Sample Diversity of Segmentation Diffusion Models with Training-Free Methods},
author={Sebastian Gerard and Josephine Sullivan},
booktitle={Northern Lights Deep Learning Conference 2026},
year={2025},
url={https://openreview.net/forum?id=E44d5hzEV0}
}


[1] LANDFIRE. Anderson Fire Behavior Fuel Model (FBFM13) Layer. LANDFIRE 2.0.0. U.S. Department of the Interior, GeologicalSurvey, and U.S. Department of Agriculture, 2016. url: https://landfire.gov/[2] LANDFIRE. Elevation Layer. LANDFIRE 2.2.0. U.S. Department of the Interior, Geological Survey, and U.S. Department of Agriculture, 2020. url: https://landfire.gov/[3]  Doyle, M., Threet, M., Dotter, M., Kempis, C., Tapley, A., & Welsh, T. (2024). SimFire (Version 2.0.1) [Computer software]. https://github.com/mitrefireline/simfire[4] R. C. Rothermel. “A mathematical model for predicting fire spread in wildland fuels”. In: Res. Pap. INT-115. Ogden, UT: U.S. Department of Agriculture, Intermountain Forest and Range Experiment Station. 40 p. 115 (1972). url: https://www.fs.usda.gov/research/treesearch/32533
DOI: 10.5281/zenodo.18037549
title: MMFire

description: MMFire is a wildfire spread dataset, with inputs provided by the LANDFIRE program [1,2], and outcomes simulated using the SimFire [3] software, which internally uses the Rothermel equations [4]. The dataset serves as a benchmark for ambiguous segmentation tasks. For each input condition describing a wildfire and environmental conditions, it contains eight different possible outcomes. For the simulator to produce different outcomes, we vary the wind direction between eight options (North, North-East, East, ... ), set as constant over the whole 64x64 pixel area. 

Please note that this dataset does not represent realistic wildfire spread. It is only meant as a tool to study ambiguous segmentation. The eight different outcomes per input are not a realistic approximation of future outcomes. However, since reality only provides us with a single outcome, we resort to simulations to be able to validate our methods. 

Since the relationship between input and outputs is a relatively simple computer program, be aware that models with enough capacity should be able to approximate this relationship very well. 

If you use this dataset, please cite the corresponding paper: 



@inproceedings{
gerard2025wildfire,
title={Wildfire Spread Scenarios: Increasing Sample Diversity of Segmentation Diffusion Models with Training-Free Methods},
author={Sebastian Gerard and Josephine Sullivan},
booktitle={Northern Lights Deep Learning Conference 2026},
year={2025},
url={https://openreview.net/forum?id=E44d5hzEV0}
}


[1] LANDFIRE. Anderson Fire Behavior Fuel Model (FBFM13) Layer. LANDFIRE 2.0.0. U.S. Department of the Interior, GeologicalSurvey, and U.S. Department of Agriculture, 2016. url: https://landfire.gov/[2] LANDFIRE. Elevation Layer. LANDFIRE 2.2.0. U.S. Department of the Interior, Geological Survey, and U.S. Department of Agriculture, 2020. url: https://landfire.gov/[3]  Doyle, M., Threet, M., Dotter, M., Kempis, C., Tapley, A., & Welsh, T. (2024). SimFire (Version 2.0.1) [Computer software]. https://github.com/mitrefireline/simfire[4] R. C. Rothermel. “A mathematical model for predicting fire spread in wildland fuels”. In: Res. Pap. INT-115. Ogden, UT: U.S. Department of Agriculture, Intermountain Forest and Range Experiment Station. 40 p. 115 (1972). url: https://www.fs.usda.gov/research/treesearch/32533
DOI: 10.15468/9t9st3
title: Alternaria macrocephalae sp. nov. (Ascomycota: Pleosporaceae) associated with Atractylodes macrocephala in China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Aung, Sein Lai Lai, Guo, Zhuan Jun, Huang, Jia Hui, Nwe, Zin Mar, Yu, Zhi He, Deng, Jian Xin (2025): Alternaria macrocephalae sp. nov. (Ascomycota: Pleosporaceae) associated with Atractylodes macrocephala in China. Phytotaxa 681 (1): 70-80, DOI: 10.11646/phytotaxa.681.1.5, URL: https://doi.org/10.11646/phytotaxa.681.1.5AbstractThe medicinal plant Atractylodes macrocephala Koidz. (AM) is a common herb in China. In this study, a novel species within the Alternaria genus was isolated from AM plants showing typical Alternaria symptoms in Hefeng County, Enshi Tujia and Miao Autonomous Prefecture of Hubei Province, China. Multi-locus phylogenetic analysis using concatenated sequences of the internal transcribed spacer of the rDNA region (ITS), glyceraldehyde-3-phosphate dehydrogenase (GAPDH), Alternaria major allergen gene (Alt a 1), translation elongation factor 1 alpha (TEF 1), and RNA polymerase second largest subunit (RPB2) genes provided further evidence supporting the placement in Alternaria sect. Porri. Although the newly isolated strains clustered closely with A. guilanica and A. dichondrae, analyses revealed that they belonged to a distinct lineage supporting the establishment of a new species. Based on conidial size, septa, beak morphology, and conidiophore appearance, the isolated strains were differentiated from A. guilanica and A. dichondrae. On the basis of those molecular and morphological characteristics, the fungus is identified as a new species named Alternaria macrocephale.
DOI: 10.15468/k8t3we
title: Larval morphology of the Neotropical diving beetle genus Hemibidessus Zimmermann, 1921 (Coleoptera: Dytiscidae: Bidessini)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Michat, Mariano C., Alarie, Yves, Benetti, Cesar J. (2022): Larval morphology of the Neotropical diving beetle genus Hemibidessus Zimmermann, 1921 (Coleoptera: Dytiscidae: Bidessini). Zootaxa 5168 (3): 388-400, DOI: 10.11646/zootaxa.5168.3.9AbstractWe describe for the first time the larva of the diving-beetle genus Hemibidessus Zimmermann, 1921, based on instars II and III of H. conicus (Zimmermann, 1921). We include detailed morphometric and chaetotaxic analyses of the cephalic capsule, head appendages, legs, last abdominal segment and urogomphi in order to discover useful characters for distinguishing Hemibidessus larvae from those of other known Bidessini. Hemibidessus larvae characteristically have elongate legs armed with natatory setae and elongate urogomphi that bear numerous secondary setae, features commonly associated with an increased swimming ability. These characters are shared with Brachyvatus Zimmermann, 1921, suggesting a close phylogenetic relationship between these two genera. The primary seta UR8 is inserted apically on urogomphomere 2 in Hemibidessus larvae, a feature so far only shared with the mature larva of Yola Gozis, 1886. Other characters that combined with those previously mentioned are useful to distinguish Hemibidessus from other bidessines are the absence of a ventroapical spinula on antennomere 3 and the presence of secondary dorsal setae on protarsus.
DOI: 10.15468/ahhhtk
title: Carex section Ammoglochin (Cyperaceae) in Poland

description: This dataset contains the digitized treatments in Plazi based on the original journal article Koopman, Jacob, Więcław, Helena, Kobierski, Piotr (2022): Carex section Ammoglochin (Cyperaceae) in Poland. Phytotaxa 575 (1): 1-34, DOI: 10.11646/phytotaxa.575.1.1, URL: http://dx.doi.org/10.1094/PDIS-04-22-0755-PDNAbstractSpecies within the Carex section Ammoglochin are difficult to distinguish, due to their similarity and a lack of clear-cut morphological characters. In Poland, all seven European species (Carex arenaria, C. brizoides, C. colchica, C. curvata, C. praecox, C. pseudobrizoides, and C. repens) have been recorded. These taxa can be determined reliably by looking at a combination of characters, especially inflorescence length and colour, gender distribution in the spikes, colour of female glumes, shape, length and width of utricles, and shape of nuts. Carex arenaria, C. brizoides, and C. praecox are the most common Ammoglochin taxa in Poland while C. colchica, C. curvata, and C. pseudobrizoides are much rarer. Carex repens was noted only on a few sites in the central part of the country. In this paper we present a key to identification of the European Ammoglochin species, their description and distribution maps in Poland.
DOI: 10.15468/vnva3h
title: Lectotypification in Helicanthes (Loranthaceae, Lorantheae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Darshetkar, Ashwini M., Nadaf, Altafhusain B., Choudhary, Ritesh Kumar, Barvkar, Vitthal T. (2022): Lectotypification in Helicanthes (Loranthaceae, Lorantheae). Phytotaxa 547 (2): 219-222, DOI: 10.11646/phytotaxa.547.2.12
DOI: 10.15468/6teppe
title: Do mismatched genitalia promote mechanical isolation in syntopic species of Phalloceros fishes (Poeciliidae)?

description: This dataset contains the digitized treatments in Plazi based on the original journal article Jennings, W. Bryan, Souto-Santos, Igor C. A., Buckup, Paulo A., Zandonà, Eugenia (2023): Do mismatched genitalia promote mechanical isolation in syntopic species of Phalloceros fishes (Poeciliidae)? Zoological Journal of the Linnean Society 199 (1): 206-215, DOI: 10.1093/zoolinnean/zlad034, URL: http://dx.doi.org/10.1093/zoolinnean/zlad034
DOI: 10.13144/lil-1086
title: Conditions de vie des étudiants (CdV) - 2013

description: La 7ème enquête nationale "conditions de vie des étudiants" a été réalisée par l'Observatoire de la vie étudiante au printemps 2013 auprès d'un échantillon représentatif d'étudiants et d'élèves inscrits dans l'enseignement supérieur pour l'année scolaire  2012-2013. Réalisée simultanément dans une vingtaine de pays européens (programme Eurostudent), cette enquête a pour but de mieux connaitre les conditions et difficultés de la vie étudiante en France.Entre mars et juin 2013, plus de 200 000 d'étudiants ont été invités, par courrier, à répondre à un questionnaire sur internet. Près de 41 000 étudiants ont répondu à ce questionnaire, soit un taux de réponse net corrigé de 21,6 %. L'enquête intègre, en plus des universités et des classes supérieures de lycée, les écoles d'ingénieurs non universitaires, les écoles de commerce, gestion et vente et les écoles sous tutelle du Ministère de la culture et de la communication. Ainsi, les enquêtés représentaient près de 82 % de l'ensemble des inscrits dans l'enseignement supérieur.L'enquête permet de disposer d'un outil permanent de connaissance et de suivi des conditions de vie des étudiants sur des thèmes comme : les ressources, le logement, la restauration, la santé, le parcours suivi, les manières d'étudier, les pratiques culturelles, etc..
DOI: 10.15468/dl.dyf8wk
title: Occurrence Download

description: A dataset containing 4921690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "Month is one of (January, February, March, April, May, June, July, August, September, November, December)",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 4921690 records from 2656 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014287-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ypxxp
title: Occurrence Download

description: A dataset containing 12209 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sida cordifolia L."
 ]
}

 The dataset includes 12209 records from 396 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291137-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ns7yxy
title: Occurrence Download

description: A dataset containing 3049 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anopheles arabiensis Patton, 1905"
 ]
}

 The dataset includes 3049 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275621-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sc2h92
title: Occurrence Download

description: A dataset containing 10807672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parus afer Gmelin, 1789, Euphonia musica (J.F.Gmelin, 1789), Euphonia xanthogaster Sundevall, 1834, Tangara vassorii (Boissonneau, 1840), Nesospingus speculiferus (Lawrence, 1875), Spindalis portoricensis (H.Bryant, 1866), Piranga ludoviciana (A.Wilson, 1811), Piranga rubra (Linnaeus, 1758), Piranga olivacea (J.F.Gmelin, 1789), Iridosornis analis (Tschudi, 1844), Chlorospingus flavopectus (Lafresnaye, 1840), Chlorothraupis carmioli (Lawrence, 1868), Trichothraupis melanops (Vieillot, 1818), Conopophaga castaneiceps P.L.Sclater, 1857, Oriolus oriolus (Linnaeus, 1758), Oriolus sagittatus (Latham, 1802), Oriolus cruentus (Wagler, 1827), Oriolus szalayi (Madarász, 1900), Oriolus flavocinctus (King, 1826), Menura alberti Bonaparte, 1850, Menura novaehollandiae Latham, 1802, Acridotheres tristis (Linnaeus, 1766), Aplonis cantoroides (G.R.Gray, 1862), Aplonis metallica (Temminck, 1824), Progne subis (Linnaeus, 1758), Riparia riparia (Linnaeus, 1758), Petrochelidon fulva (Vieillot, 1808), Petrochelidon pyrrhonota (Vieillot, 1817))",
 "BasisOfRecord is one of (Human Observation, Literature Occurrence, Living Specimen, Observation, Specimen, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2021",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10807672 records from 2557 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275623-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v9nt6
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Synaptolaemus latofasciatus (Steindachner, 1910)"
 ]
}

 The dataset includes 25 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011840-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsv8n2
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psoralea decumbens Aiton"
 ]
}

 The dataset includes 46 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0339019-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avxqbp
title: Occurrence Download

description: A dataset containing 15305 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "Year 2000-2020",
 "Geometry POLYGON((-124.2334 49.03787,-123.61816 47.57653,-123.09082 45.02695,-123.96973 42.68244,-123.61816 40.9799,-107.3584 40.24599,-107.44629 50.51343,-124.05762 50.62507,-124.2334 49.03787))",
 "HasCoordinate is true",
 "TaxonKey is Oncorhynchus tshawytscha (Walbaum, 1792)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15305 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081704-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xck8yy
title: Occurrence Download

description: A dataset containing 2932 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinophrynus dorsalis Duméril & Bibron, 1841"
 ]
}

 The dataset includes 2932 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004098-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5wzte
title: Occurrence Download

description: A dataset containing 1466 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dickeya Samson et al., 2005"
 ]
}

 The dataset includes 1466 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052037-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9n8gq4
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.14307 50.3735,-93.5376 46.52863,-88.43994 45.70618,-82.81494 46.58907,-84.17725 49.86632,-89.14307 50.3735))",
 "HasCoordinate is true",
 "TaxonKey is Phacelia franklinii (R.Br.) A.Gray",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007746-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvn3f7
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((131.56128 -6.46815,133.60474 -6.46815,133.60474 -4.95962,131.56128 -4.95962,131.56128 -6.46815))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 499 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036167-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqfygk
title: Occurrence Download

description: A dataset containing 62171 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Lao People’s Democratic Republic"
 ]
}

 The dataset includes 62171 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110258-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.