cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.q6esq2
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "InstitutionCode is K",
 "TaxonKey is Myrcia multiflora (Lam.) DC."
 ]
}

 The dataset includes 275 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071441-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psvcp4
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oradarea megalops (Nicholls, 1938)"
 ]
}

 The dataset includes 26 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127001-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yh4nze
title: Occurrence Download

description: A dataset containing 731 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Setaria chondrachne (Steud.) Honda"
 ]
}

 The dataset includes 731 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126878-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gw2he
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mantidactylus curtus (Boulenger, 1882)"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008395-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e37pk6
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinguipes chilensis Valenciennes, 1833"
 ]
}

 The dataset includes 86 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127026-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qduej
title: Occurrence Download

description: A dataset containing 243 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senna pilosior (B.L.Rob.) H.S.Irwin & Barneby"
 ]
}

 The dataset includes 243 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125302-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9fvmf
title: Occurrence Download

description: A dataset containing 1353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachycardium egmontianum (Shuttleworth, 1856)"
 ]
}

 The dataset includes 1353 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109575-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96eq5f
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senna purpusii (Brandegee) H.S.Irwin & Barneby"
 ]
}

 The dataset includes 364 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125305-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmdbg6
title: Occurrence Download

description: A dataset containing 22527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is Bee Biology and Systematics Laboratory",
 "Year 2000-2017"
 ]
}

 The dataset includes 22527 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127022-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2kgm2
title: Occurrence Download

description: A dataset containing 14071 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-100.0",
 {
 "or" : [
 "Geometry POLYGON((4.19219 -33.05603,13.48084 -40.63362,41.59122 -34.7671,38.65796 -16.67868,4.19219 -33.05603))",
 "Geometry POLYGON((-23.67376 5.80963,58.94633 12.40946,115.31988 51.51957,134.63049 72.05237,-4.45481 75.71894,-34.03183 27.56463,-23.67376 5.80963))"
 ]
 },
 "HasCoordinate is true",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84)",
 "TaxonKey is Polypodium vulgare L.",
 "Year 1990-2023"
 ]
}

 The dataset includes 14071 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035735-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afz9f5
title: Occurrence Download

description: A dataset containing 2227 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orchestia gammarellus (Pallas, 1766)"
 ]
}

 The dataset includes 2227 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127031-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6uymh
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stomatium gerstneri L.Bolus"
 ]
}

 The dataset includes 31 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145410-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjdgm3
title: Occurrence Download

description: A dataset containing 6243 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antennaria parlinii Fernald"
 ]
}

 The dataset includes 6243 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036126-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma45zd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pandion haliaetus (Linnaeus, 1758)",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((11.861561 44.579897,11.861533 44.57823,11.860341 44.578159,11.858762 44.577893,11.857283 44.577727,11.845489 44.576682,11.832862 44.575572,11.824279 44.574666,11.818556 44.575044,11.816881 44.574879,11.816603 44.57612,11.816612 44.576121,11.816579 44.576139,11.7945 44.574099,11.794318 44.575538,11.795597 44.577085,11.795674 44.577657,11.795446 44.578129,11.795636 44.578949,11.796075 44.579728,11.799669 44.584254,11.802616 44.588428,11.809749 44.597902,11.81224 44.600602,11.820376 44.61362,11.821264 44.614316,11.823168 44.613192,11.826413 44.6102,11.826413 44.610225,11.827077 44.609588,11.827448 44.609232,11.845456 44.591959,11.845795 44.5917,11.846336 44.591471,11.847034 44.591382,11.847344 44.591553,11.847913 44.591898,11.848596 44.591486,11.849689 44.590239,11.850222 44.589831,11.850553 44.589429,11.851459 44.588437,11.852186 44.587917,11.853352 44.587135,11.853929 44.586618,11.855923 44.585313,11.856705 44.584863,11.857138 44.584493,11.857219 44.584096,11.857191 44.584096,11.857632 44.583297,11.858345 44.58249,11.859457 44.581637,11.860143 44.581297,11.861493 44.581191,11.861563 44.58006,11.861561 44.579897)),((11.819336 44.559646,11.819125 44.560861,11.819077 44.56085,11.818624 44.563946,11.817681 44.56935,11.817581 44.569891,11.827216 44.570659,11.828258 44.570633,11.829167 44.565897,11.829435 44.565551,11.830213 44.561523,11.827826 44.560974,11.82695 44.560687,11.823829 44.560176,11.8206 44.559836,11.819892 44.559797,11.819336 44.559646)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035687-230530130749713/datasets/export for details.
DOI: 10.15468/dl.cfwd7q
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tivela fulminata (Bory de Saint-Vincent, 1827)"
 ]
}

 The dataset includes 57 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109567-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvg6z2
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Falco alopex",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 629 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071437-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5nk2h
title: Occurrence Download

description: A dataset containing 74196801 species occurrences available in GBIF matching the query:
{
 "Continent" : [
 "is one of (South America, North America)"
 ]
}

 The dataset includes 74196801 records from 2770 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109569-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yq2jju
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is USA.46_1",
 "TaxonKey is Lon hobomok",
 "Year 2025-2025"
 ]
}

 The dataset includes 89 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040931-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/sp2t-4tk0-m20v
title: MTSAT Rapid Scan Satellite Data. Version 1.0

description: This dataset contains Rapid Scan MTSAT-1R satellite data from the High Altitude Ice Crystals - High Ice Water Content (HAIC-HIWC) project that took place in Darwin, Australia. The data files are in netCDF format and are grouped into .tar files by day.
DOI: 10.5281/zenodo.17252676
title: Handwritten Text Recognition Training and Test Set for German Kurrent of the 19th century

description: German Kurrent Handwritten Text Lines (19th Century) for HTR Model Training

This dataset comprises handwritten manuscripts in 19th-century German Kurrent, prepared for the training of a Handwritten Text Recognition (HTR) model. It contains a total of 9,317 text lines. The data was sourced from the following repositories:





Senatsprotokolle: https://github.com/ubtue/Ground-Truth/tree/main/Senatsprotokolle

Digitale Schriftkunde (Bayerisches Hauptstaatsarchiv):



1806 Reichsstadt Nürnberg, Ratsverläße

1824 Maria Theresia, Privatkorrespondenz

1894 Heroldenamt Akten



Deutsches Textarchiv (DTA):



Libelt, Kosmos-Vorlesungen 

Hufeland, Privatbesitz 1829

Erbkam, Tagebuch 1842

Auerbach, Sanders 1869

Auerbach, Sanders 1880

Auerbach, Sanders II 1880





For more details, see the README file of each dataset in the `data/pages/datasetname` folder.



Data Structure


The dataset is organized as follows:






lines/



TestSet/



PNG files: Line images

PageXML files: Transcriptions



TrainingSet/



PNG files: Line images

PageXML files: Transcriptions



ValidationSet/



PNG files: Line images

PageXML files: Transcriptions





pages/



DatasetName/



annotatedJpeg/: full-page images with baselines and text areas visible

pngAndXml/: page images with corresponding PageXML

README.md: dataset-specific metadata and description






Transcription Guidelines

Transcriptions were obtained from the original sources and adapted to follow the OCR-D Level 2 transcription guidelines to the best of the contributor’s knowledge and ability. Disclaimer: I am not a professional linguist and do not read Kurrent fluently. Although care was taken to apply OCR-D Level 2 rules consistently, transcription errors or oversights cannot be fully excluded.


 

Line Detection

For all datasets except the Senatsprotokolle (which already contained line annotations), line detection was performed automatically using Transkribus, followed by manual correction. Each line was extracted with ascenders and descenders fully included in the text region, while minimizing overlap with adjacent lines.Line Extraction

Line extraction was performed using a Python script, available here.

 


License

Deutsches Textarchiv data: All content is released under CC BY 4.0.

Bayerische Schriftkunde data:

- Digital reproductions (images): CC0 / Public Domain Mark, per Staatliche Archive Bayerns terms.

- Editorial content and transcriptions: CC BY-NC-SA 4.0
DOI: 10.5281/zenodo.17252677
title: Handwritten Text Recognition Training and Test Set for German Kurrent of the 19th century

description: German Kurrent Handwritten Text Lines (19th Century) for HTR Model Training

This dataset comprises handwritten manuscripts in 19th-century German Kurrent, prepared for the training of a Handwritten Text Recognition (HTR) model. It contains a total of 9,317 text lines. The data was sourced from the following repositories:





Senatsprotokolle: https://github.com/ubtue/Ground-Truth/tree/main/Senatsprotokolle

Digitale Schriftkunde (Bayerisches Hauptstaatsarchiv):



1806 Reichsstadt Nürnberg, Ratsverläße

1824 Maria Theresia, Privatkorrespondenz

1894 Heroldenamt Akten



Deutsches Textarchiv (DTA):



Libelt, Kosmos-Vorlesungen 

Hufeland, Privatbesitz 1829

Erbkam, Tagebuch 1842

Auerbach, Sanders 1869

Auerbach, Sanders 1880

Auerbach, Sanders II 1880





For more details, see the README file of each dataset in the `data/pages/datasetname` folder.



Data Structure


The dataset is organized as follows:






lines/



TestSet/



PNG files: Line images

PageXML files: Transcriptions



TrainingSet/



PNG files: Line images

PageXML files: Transcriptions



ValidationSet/



PNG files: Line images

PageXML files: Transcriptions





pages/



DatasetName/



annotatedJpeg/: full-page images with baselines and text areas visible

pngAndXml/: page images with corresponding PageXML

README.md: dataset-specific metadata and description






Transcription Guidelines

Transcriptions were obtained from the original sources and adapted to follow the OCR-D Level 2 transcription guidelines to the best of the contributor’s knowledge and ability. Disclaimer: I am not a professional linguist and do not read Kurrent fluently. Although care was taken to apply OCR-D Level 2 rules consistently, transcription errors or oversights cannot be fully excluded.


 

Line Detection

For all datasets except the Senatsprotokolle (which already contained line annotations), line detection was performed automatically using Transkribus, followed by manual correction. Each line was extracted with ascenders and descenders fully included in the text region, while minimizing overlap with adjacent lines.Line Extraction

Line extraction was performed using a Python script, available here.

 


License

Deutsches Textarchiv data: All content is released under CC BY 4.0.

Bayerische Schriftkunde data:

- Digital reproductions (images): CC0 / Public Domain Mark, per Staatliche Archive Bayerns terms.

- Editorial content and transcriptions: CC BY-NC-SA 4.0
DOI: 10.15468/dl.4d6tzd
title: Occurrence Download

description: A dataset containing 9950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinaceae",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 1960",
 "Country is United States of America"
 ]
}

 The dataset includes 9950 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040932-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxezaz
title: Occurrence Download

description: A dataset containing 9950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinaceae",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 1960",
 "Country is United States of America"
 ]
}

 The dataset includes 9950 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040933-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/gy52-thvk-c814
title: MTSAT Rapid Scan Satellite Data. Version 1.0

description: This dataset contains Rapid Scan MTSAT-1R satellite data from the High Altitude Ice Crystals - High Ice Water Content (HAIC-HIWC) project that took place in Darwin, Australia. The data files are in raw High Rate Information Transmission (HRIT) format and are grouped into .tar files by day.
DOI: 10.6084/m9.figshare.30260326.v2
title: pyTMD Developers Test Data

description: DescriptionModel outputs required to run the test suite of the <code>pyTMD</code> tide prediction software.Disclaimer<i>All models are owned and maintained by their developers.</i> <code>pyTMD</code> is <i>only</i> licensed to use these models for scientific use and is not responsible for their upkeep. Please cite the original reference for each model if using them outside of <code>pyTMD</code> testing. These models should not be used for coastal navigation or <i>any application that may risk life or property</i>.Models<b>AOTIM-5-2018</b>: Arctic tide model from ESR<b>CATS2008</b>: Antarctic tide model from ESR<b>FES2014</b>: Finite Element Solution from AVISO<b>GOT4.7</b>: Goddard Ocean Tide from GSFC<b>TPXO9-atlas-v2-nc</b>: TPXO atlas model from Oregon State UniversityDatasets<b>Antarctic Tide Gauge (AntTG) database</b>: provided by USAP-DC<b>Arctic Tidal Current Atlas</b>: provided by NSF Arctic Data CenterRelease NotesUpdated 2025-10-01: fixed 3 malformed TPXO9-atlas-v2 filesPublished 2025-10-01
DOI: 10.15468/dl.twfwtp
title: Occurrence Download

description: A dataset containing 28347961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 1958-2025"
 ]
}

 The dataset includes 28347961 records from 9166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040835-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/n6rkze
title: European net-winged beetles of the Pyropterus clade, with the description of Gomezzuritus gen. nov. (Coleoptera: Lycidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Kazantsev, Sergey V., Motyka, Michal, Bocak, Ladislav (2023): European net-winged beetles of the Pyropterus clade, with the description of Gomezzuritus gen. nov. (Coleoptera: Lycidae). European Journal of Taxonomy 888: 159-174, DOI: 10.5852/ejt.2023.888.2239, URL: http://dx.doi.org/10.5852/ejt.2023.888.2239Abstract. We simultaneously considered morphology and molecular phylogeny to modify the generic classification of the ‘pyropterine clade’ (Lycidae, Erotinae, Dictyopterini). To place species previously included in Benibotarus Kôno, 1932 in reciprocally monophyletic genera, we propose Gomezzuritus gen.nov. with the type-species Dictyopterus alternatus Fairmaire, 1856.Further, we transfer Gomezzuritus alternatus (Fairmaire, 1856) comb. nov., G. longicornis (Reiche, 1878) comb. nov., and G. rubripes (Pic, 1897) comb. nov. from Benibotarus to Gomezzuritus gen. nov. The pyropterine clade contains five genera in the Palaearctic region: Pyropterus Mulsant, 1838, Gomezzuritus gen. nov., Helcophorus Fairmaire, 1891, Greenarus Kazantsev, 1995, and Benibotarus Kôno, 1932. The arrangement of longitudinal elytral costae proved misleading for consideration of relationships. Two genera in distant positions share only four primary costae (Pyropterus and Helcophorus), and three similarly distant genera share the shortened primary costa 3, resulting in three primary and four secondary longitudinal costae (Gomezzuritus, Greenarus, and Benibotarus). The larva of Gomezzuritus alternatus is described in detail, and it is compared with the larvae of other Dictyopterini, including the presumed larva of G. longicornis.
DOI: 10.15468/m8jzz4
title: Carabus of Subgenus Cathoplius C. G. Thomson, 1875, with description of their life-way, life-cycle and pre-imaginal morphology (Coleoptera: Carabidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Busato, Enrico, Ghittino, Claudio, Casale, Achille (2014): Carabus of Subgenus Cathoplius C. G. Thomson, 1875, with description of their life-way, life-cycle and pre-imaginal morphology (Coleoptera: Carabidae). Zootaxa 3866 (4): 451-478, DOI: 10.11646/zootaxa.3866.4.1AbstractAccording to current taxonomy, Subgenus Cathoplius C.G. Thomson, 1875, within the Genus Carabus Linnaeus, 1758 (in the broad sense), includes two species: C. (Cathoplius) asperatus (Dejean, 1826), monotypic with a northern distribution, and the southern polytypic substitutive species C. (Cathoplius) stenocephalus Lucas, 1866. The authors describe the life-way, life-cycle and pre-imaginal characters of the taxa currently ascribed to Subgenus Cathoplius, with details never provided before. Cathoplius are ground beetles adapted to live in arid environments and extreme habitats such as sub-desert areas. All of them are strictly helicophagous, both during the pre-imaginal stages and as adults, and are localized in a narrow fringe along the Atlantic coast of northwestern Africa. Several data and observations on the ecoethology of the different taxa, obtained both in field and in laboratory, are reported. The life-cycle of Cathoplius belongs to the winter breeding type, with an extremely high fecundity rate concentrated in a very short period of time, that has no similarity to any other Carabus species. Eggs, larvae and pupae of the different species and subspecies of Cathoplius are described and illustrated. Larval characters clearly place Subgenus Cathoplius into the lineage of Neocarabi, confirming it as a monophyletic and homogeneous assemblage. Hybridization trials between some taxa led to a reduced survival rate of the progeny, thus confirming their specific or subspecific differentiation as proposed by classical taxonomy. Furthermore, hybridization results suggest that C. (Cathoplius) stenocephalus aliai could be considered as a distinct species. Notes about the origin, biogeography and phylogeny of Cathoplius are also provided.