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

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Mocuellus collinus (Boheman, 1850)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019559-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxt7hm
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Neoaliturus fenestratus (Herrich-Schäffer, 1834)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 78 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019560-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psdfaz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Neoaliturus haematoceps (Mulsant & Rey, 1855)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019561-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13944013
title: Raw Data
DOI: 10.5281/zenodo.13944014
title: Raw Data
DOI: 10.5281/zenodo.13785725
title: Corpus Nummorum - Natural Language Processing Dataset

description: This Natural Language Processing (NLP) dataset contains a part of the MySQL Corpus Nummorum (CN) database. It covers Greek and Roman coins from ancient Thrace, Moesia Inferior, Troad and Mysia.

The dataset contains 7,900 coin descriptions (or designs) created by the members of the CN project. Most of them are actual coin designs which can be linked through our relational database to the matching CN coins, types and their images. However, some of them (about 450) were only created for the training of the NLP model. 

There are nine different MySQL tables:  



data_coins: contains the data of all coins in the CN database

data_coins_images: contains data of all images in the CN database

data_coins_imagesets: contains the image pairs for the CN coins

data_designs: contains every coin description in German, English and Bulgarian

data_types: contains the data of alle coin types the Cn database

nlp_hierarchy: contains the classes and subclasses of all entity categories 

nlp_list_entities: contains the data of all nlp entities in the CN database

nlp_relation_extraction_en_v2: contains the annotations for the training of our NLP model

nlp_training_designs: contains the coin designs used for training our NLP model


Only tables 8 and 9 are important for NLP training, as they contain the descriptions and the corresponding annotations. The other tables (data_...) make it possible to link the coin descriptions with the various coins and types in the CN database. It is therefore also possible to provide the CN image data sets with the appropriate descriptions (CN - Coin Image Dataset and CN - Object Detection Coin Dataset). The other NLP tables provide information about the entities and relations in the descriptions and are used to create the RDF data for the nomisma.org portal. The tables of the relational CN database can be related via the various ID columns using foreign keys.

For easier access without MySQL, we have attached two csv files with the descriptions in English and German and the annotations for the English designs. The annotations can be related to the descriptions via the Design_ID column. 

During the summer semester 2024, we held the "Data Challenge" event at our Department of Computer Science at the Goethe-University. Our students could choose between the Object Detection dataset and a Natural Language Processing dataset as their challenge. We gave the teams that decided to take part in the NLP challenge this dataset with the task of trying out their own ideas. Here are the results:



LLM_RE Pipeline

Coin description embeddings

NLP coin app


Now we would like to invite you to try out your own ideas and models on our coin data.

If you have any questions or suggestions, please, feel free to contact us.
DOI: 10.5281/zenodo.13785726
title: Corpus Nummorum - Natural Language Processing Dataset

description: This Natural Language Processing (NLP) dataset contains a part of the MySQL Corpus Nummorum (CN) database. It covers Greek and Roman coins from ancient Thrace, Moesia Inferior, Troad and Mysia.

The dataset contains 7,900 coin descriptions (or designs) created by the members of the CN project. Most of them are actual coin designs which can be linked through our relational database to the matching CN coins, types and their images. However, some of them (about 450) were only created for the training of the NLP model. 

There are nine different MySQL tables:  



data_coins: contains the data of all coins in the CN database

data_coins_images: contains data of all images in the CN database

data_coins_imagesets: contains the image pairs for the CN coins

data_designs: contains every coin description in German, English and Bulgarian

data_types: contains the data of alle coin types the Cn database

nlp_hierarchy: contains the classes and subclasses of all entity categories 

nlp_list_entities: contains the data of all nlp entities in the CN database

nlp_relation_extraction_en_v2: contains the annotations for the training of our NLP model

nlp_training_designs: contains the coin designs used for training our NLP model


Only tables 8 and 9 are important for NLP training, as they contain the descriptions and the corresponding annotations. The other tables (data_...) make it possible to link the coin descriptions with the various coins and types in the CN database. It is therefore also possible to provide the CN image data sets with the appropriate descriptions (CN - Coin Image Dataset and CN - Object Detection Coin Dataset). The other NLP tables provide information about the entities and relations in the descriptions and are used to create the RDF data for the nomisma.org portal. The tables of the relational CN database can be related via the various ID columns using foreign keys.

For easier access without MySQL, we have attached two csv files with the descriptions in English and German and the annotations for the English designs. The annotations can be related to the descriptions via the Design_ID column. 

During the summer semester 2024, we held the "Data Challenge" event at our Department of Computer Science at the Goethe-University. Our students could choose between the Object Detection dataset and a Natural Language Processing dataset as their challenge. We gave the teams that decided to take part in the NLP challenge this dataset with the task of trying out their own ideas. Here are the results:



LLM_RE Pipeline

Coin description embeddings

NLP coin app


Now we would like to invite you to try out your own ideas and models on our coin data.

If you have any questions or suggestions, please, feel free to contact us.
DOI: 10.15468/dl.x696r3
title: Occurrence Download

description: A dataset containing 490 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Neophilaenus campestris (Fallén, 1805)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 490 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019562-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7a9npy
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia harlingii L.B.Sm. & Wassh."
 ]
}

 The dataset includes 49 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148935-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h33wjq
title: Occurrence Download

description: A dataset containing 1018 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cordia lutea Lam."
 ]
}

 The dataset includes 1018 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194759-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k45myu
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium baldensiforme Hand.-Mazz."
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007747-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjssmm
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ulota japonica (Sull. & Lesq.) Mitt."
 ]
}

 The dataset includes 163 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234354-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t0heeg
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-18.36543 32.04499,-15.23982 32.04499,-15.23982 33.29468,-18.36543 33.29468,-18.36543 32.04499))",
 "HasCoordinate is true",
 "TaxonKey is Ulex europaeus L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044093-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mg9egg
title: Occurrence Download

description: A dataset containing 4349 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trivia monacha (da Costa, 1778)"
 ]
}

 The dataset includes 4349 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0214323-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qobodc
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Raulinoa echinata R.S.Cowan"
 ]
}

 The dataset includes 87 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044093-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nymybw
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geranium rosthornii R.Knuth"
 ]
}

 The dataset includes 432 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011473-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3udt2y
title: Occurrence Download

description: A dataset containing 310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-50.27284 7.03369,78.42059 7.03369,78.42059 58.48903,-50.27284 58.48903,-50.27284 7.03369))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Graellsia isabellae Graëlls, 1849"
 ]
}

 The dataset includes 310 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257049-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvsxf5
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-18.36543 32.04499,-15.23982 32.04499,-15.23982 33.29468,-18.36543 33.29468,-18.36543 32.04499))",
 "HasCoordinate is true",
 "TaxonKey is Ulex europaeus L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044094-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4d99y
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gladiolus ferrugineus Goldblatt & J.C.Manning"
 ]
}

 The dataset includes 119 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011461-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqn5jz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Urtica triangularis Hand.-Mazz.",
 "Year 2000-2022"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0365639-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqrixw
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ateles chamek (Humboldt, 1812)"
 ]
}

 The dataset includes 101 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044095-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j92b2x
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Dryopteris mexiae C.Chr. ex Copel."
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237356-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xptj4a
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Microptilotis flavirictus (Salvadori, 1880)"
 ]
}

 The dataset includes 230 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011470-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lwn4j1
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parmelia araucana Adler & Calvelo, 1999"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044096-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvastv
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Myriactis wightii DC."
 ]
}

 The dataset includes 63 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267041-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgvdjm
title: Occurrence Download

description: A dataset containing 880 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Nyctidromus anthonyi (Chapman, 1923)"
 ]
}

 The dataset includes 880 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011463-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qk3vjf
title: Occurrence Download

description: A dataset containing 51263 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Allobates femoralis (Boulenger, 1884)",
 "TaxonKey is Allobates hodli Simões, Lima & Farias, 2010",
 "TaxonKey is Allobates myersi (Pyburn, 1981)",
 "TaxonKey is Allobates zaparo (Silverstone, 1976)",
 "TaxonKey is Adelphobates Grant, Frost, Caldwell, Gagliardo, Haddad, Kok, Means, Noonan, Schargel & Wheeler, 2006",
 "TaxonKey is Ameerega Bauer, 1986",
 "TaxonKey is Andinobates Twomey, Brown, Amézquita & Mejía-Vargas, 2011",
 "TaxonKey is Dendrobates Wagler, 1830",
 "TaxonKey is Epipedobates Myers, 1987",
 "TaxonKey is Excidobates Twomey & Brown, 2008",
 "TaxonKey is Hyloxalus azureiventris (Kneller & Henle, 1985)",
 "TaxonKey is Minyobates Myers, 1987",
 "TaxonKey is Oophaga Bauer, 1994",
 "TaxonKey is Phyllobates Duméril & Bibron, 1841",
 "TaxonKey is Ranitomeya Bauer, 1986",
 "TaxonKey is Euphlyctis hexadactylus (Lesson, 1834)",
 "TaxonKey is Hoplobatrachus tigerinus (Daudin, 1802)",
 "TaxonKey is Agalychnis Cope, 1864",
 "TaxonKey is Mantella Boulenger, 1882",
 "TaxonKey is Dyscophus antongilii Grandidier, 1877",
 "TaxonKey is Dyscophus guineti (Grandidier, 1875)",
 "TaxonKey is Dyscophus insularis Grandidier, 1872",
 "TaxonKey is Scaphiophryne boribory Vences, Raxworthy, Nussbaum & Glaw, 2003",
 "TaxonKey is Scaphiophryne gottlebei Busse & Böhme, 1992",
 "TaxonKey is Scaphiophryne marmorata Boulenger, 1882",
 "TaxonKey is Scaphiophryne spinosa Steindachner, 1882",
 "TaxonKey is Rheobatrachus Liem, 1973",
 "TaxonKey is Ambystoma dumerilii (Dugès, 1870)",
 "TaxonKey is Ambystoma mexicanum (Shaw & Nodder, 1798)",
 "TaxonKey is Paramesotriton hongkongensis (Myers & Leviton, 1962)"
 ]
}

 The dataset includes 51263 records from 208 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044098-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fg95jb
title: Occurrence Download

description: A dataset containing 726640 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stachys L."
 ]
}

 The dataset includes 726640 records from 1335 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225402-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vs82qr
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ailuropoda melanoleuca (David, 1869)"
 ]
}

 The dataset includes 267 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019563-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38h5hn
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Ommatidiotus dissimilis (Fallén, 1806)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019564-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxve8a
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CBES Marine mammal stranding data in Vietnam 2004-now"
 ]
}

 The dataset includes 228 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019565-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rztzyq
title: Occurrence Download

description: A dataset containing 3499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "DatasetKey is EOD – eBird Observation Dataset",
 "IucnRedListCategory is one of (NT, VU, EN, CR, EW, EX)",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "Year 2000-2024"
 ]
}

 The dataset includes 3499 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019566-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.