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

description: A dataset containing 95078 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Steiermärkisches Landesmuseum Joanneum - Herbarium GJO"
 ]
}

 The dataset includes 95078 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031350-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8v1nn
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Oceanites oceanicus (Kuhl, 1820)"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005724-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gc76hx
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Rhipicephalus appendiculatus Neumann, 1901"
 ]
}

 The dataset includes 363 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069904-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjma55
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Elevation 0.0-700.0m",
 "GadmGid is COL.28.61_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 348 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090531-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3fmyqn
title: Occurrence Download

description: A dataset containing 2674 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "TaxonKey is Leopardus pardalis (Linnaeus, 1758)",
 "Year 1960-2021"
 ]
}

 The dataset includes 2674 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0388476-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4njr2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia penrissenensis Kiew & S.Julia"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090578-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ash5b
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Pezoporus occidentalis (Gould, 1861)",
 "Year 2010-2021"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0357773-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3vzjf
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia peperomioides Hook.fil."
 ]
}

 The dataset includes 24 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090588-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqqkyx
title: Occurrence Download

description: A dataset containing 865372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180.29944 -57.45738,-26.1775 -57.45738,-26.1775 79.25684,-180.29944 79.25684,-180.29944 -57.45738))",
 "HasGeospatialIssue is false",
 "TaxonKey is Halictidae"
 ]
}

 The dataset includes 865372 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0388479-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdb35x
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia pectennervia L.B.Sm. & Wassh."
 ]
}

 The dataset includes 27 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090532-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.js67b7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aerides timorana Miq."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002570-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.767nrv
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Cryptantha werdermanniana I.M.Johnst., Cryptantha phaceloides (Clos) Reiche)"
 ]
}

 The dataset includes 12 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090530-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4cty8
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Barbacenia brasiliensis Willd."
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0373306-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ua5wz
title: Occurrence Download

description: A dataset containing 2610 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Composición florística y estructura de una parcela permanente en bosques secos tropicales del municipio de Támesis, Antioquia"
 ]
}

 The dataset includes 2610 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090524-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epdzzs
title: Occurrence Download

description: A dataset containing 3499 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Napothera brevicaudata (Blyth, 1855)"
 ]
}

 The dataset includes 3499 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0373305-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmn6rm
title: Occurrence Download

description: A dataset containing 90551 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lymantria monacha Linnaeus, 1758"
 ]
}

 The dataset includes 90551 records from 342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043198-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcxnbe
title: Occurrence Download

description: A dataset containing 69243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mimus polyglottos (Linnaeus, 1758)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 69243 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0373289-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8mjc6
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia pedatifida Lev."
 ]
}

 The dataset includes 210 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090537-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.536zvt
title: Occurrence Download

description: A dataset containing 1617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Leucogeranus leucogeranus (Pallas, 1773)",
 "Year 2010-2021"
 ]
}

 The dataset includes 1617 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0373325-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkmyce
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lipaphis alliariae Müller, 1952"
 ]
}

 The dataset includes 53 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090558-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2bhex
title: Occurrence Download

description: A dataset containing 38969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "TaxonKey is one of (Formicidae, Formicidae)"
 ]
}

 The dataset includes 38969 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172574-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7sv2t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia payung S.Julia & Kiew"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090523-230224095556074/datasets/export for details.
DOI: 10.15468/dl.93kpce
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Ranunculus fallax (Wimm. & Grab.) Schur"
 ]
}

 The dataset includes 419 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090516-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwd5ss
title: Occurrence Download

description: A dataset containing 1056 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Mauremys rivulata (Valenciennes, 1833)"
 ]
}

 The dataset includes 1056 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0388456-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujbn6w
title: Occurrence Download

description: A dataset containing 462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Mediodactylus kotschyi (Steindachner, 1870)"
 ]
}

 The dataset includes 462 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0388474-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5pubj
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nassella trichotoma (Nees) Hack. & Arechav.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Specimen)",
 "Country is one of (Australia)",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 20000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 262 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131758-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgep4d
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia pendula Ridl."
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090567-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwxaek
title: Occurrence Download

description: A dataset containing 3325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xanthorrhoea johnsonii A.T.Lee",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3325 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063436-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.terf2n
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kniphofia ensifolia Baker",
 "HasCoordinate is true"
 ]
}

 The dataset includes 130 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063419-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4r97zt
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia pearcei Hook.fil."
 ]
}

 The dataset includes 34 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090525-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24yks2
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea congesta Turcz. ex DC."
 ]
}

 The dataset includes 152 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114821-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25crwr
title: Occurrence Download

description: A dataset containing 560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crotalus willardi Meek, 1905"
 ]
}

 The dataset includes 560 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063428-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3edmq
title: Occurrence Download

description: A dataset containing 2279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xanthorrhoea glauca D.J.Bedford",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2279 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063432-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkwbp6
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nassella trichotoma (Nees) Hack. & Arechav.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Specimen)",
 "Country is one of (Australia)",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 20000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 262 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131754-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5t79b
title: Occurrence Download

description: A dataset containing 395777 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melica L."
 ]
}

 The dataset includes 395777 records from 1545 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124813-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17052029
title: CM1 Dataset

description: This is the CM1-Dataset designed for the evaluation of information extraction from historical documents with Large Vision Language Models.

Paper: https://arxiv.org/abs/2505.04214

GitHub: https://github.com/fabiwo6/cm1

Abstract

The automatic extraction of key-value information from handwritten documents is a key challenge in document analysis. A reliable extraction is a prerequisite for the mass digitization efforts of many archives. Large Vision Language Models (LVLM) are a promising technology to tackle this problem especially in scenarios where little annotated training data is available. In this work, we present a novel dataset specifically designed to evaluate the few-shot capabilities of LVLMs. The CM1 documents are a historic collection of forms with handwritten entries created in Europe to administer the Care and Maintenance program after World War Two. The dataset establishes three benchmarks on extracting name and birthdate information and, furthermore, considers different training set sizes. We provide baseline results for two different LVLMs and compare performances to an established full-page extraction model. While the traditional full-page model achieves highly competitive performances, our experiments show that when only a few training samples are available the considered LVLMs benefit from their size and heavy pretraining and outperform the classical approach.

Annotations



cm1_cover_*.json:


"document_id": [{"Name": "last_name_person_1", 
                               "Vorname": "first_name_person_1",
                               "Geb-Dat": "birth_date_person_1"}, 
                              {"Name": "last_name_person_2", 
                               "Vorname": "first_name_person_2",
                               "Geb-Dat": "birth_date_person_2"}],



cm1_namedate_*.txt


cluster_id/document_id.jpg first_name last_name birth_date
DOI: 10.5281/zenodo.17052030
title: CM1 Dataset

description: This is the CM1-Dataset designed for the evaluation of information extraction from historical documents with Large Vision Language Models.

Paper: https://arxiv.org/abs/2505.04214

GitHub: https://github.com/fabiwo6/cm1

Abstract

The automatic extraction of key-value information from handwritten documents is a key challenge in document analysis. A reliable extraction is a prerequisite for the mass digitization efforts of many archives. Large Vision Language Models (LVLM) are a promising technology to tackle this problem especially in scenarios where little annotated training data is available. In this work, we present a novel dataset specifically designed to evaluate the few-shot capabilities of LVLMs. The CM1 documents are a historic collection of forms with handwritten entries created in Europe to administer the Care and Maintenance program after World War Two. The dataset establishes three benchmarks on extracting name and birthdate information and, furthermore, considers different training set sizes. We provide baseline results for two different LVLMs and compare performances to an established full-page extraction model. While the traditional full-page model achieves highly competitive performances, our experiments show that when only a few training samples are available the considered LVLMs benefit from their size and heavy pretraining and outperform the classical approach.

Annotations



cm1_cover_*.json:


"document_id": [{"Name": "last_name_person_1", 
                               "Vorname": "first_name_person_1",
                               "Geb-Dat": "birth_date_person_1"}, 
                              {"Name": "last_name_person_2", 
                               "Vorname": "first_name_person_2",
                               "Geb-Dat": "birth_date_person_2"}],



cm1_namedate_*.txt


cluster_id/document_id.jpg first_name last_name birth_date
DOI: 10.7916/d8959gwd
title: Plasmas of Arbitrary Neutrality: Simulated m = 3

description: This video shows a brief simulation of a plasma concept.
DOI: 10.7916/d8s75fnc
title: Plasmas of Arbitrary Neutrality: Top View Reversed Polarity

description: This video shows a brief simulation of a plasma concept.
DOI: 10.7916/d8hq3z6b
title: Plasmas of Arbitrary Neutrality: Top View Usual Polarity

description: This video shows a brief simulation of a plasma concept.
DOI: 10.7916/d82r3qzm
title: Plasmas of Arbitrary Neutrality: Simulated m = 1

description: This video is of a brief simulation of a plasma concept.
DOI: 10.15468/dl.8y4t3q
title: Occurrence Download

description: A dataset containing 1359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Juglans neotropica Diels"
 ]
}

 The dataset includes 1359 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023602-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.