cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14720608
title: Keci embedding models for explainable benchmarking (QALD10, QALD9+DB, QALD9+WK)

description: This project provides embedding models for Drill. The embeddings are generated for three knowledge graphs created for the three QA benchmarks QALD 9 plus DBpedia, QALD 9 plus Wikidata and QALD 10. Here are some more details:

Three knowledge graphs built for QALD 9 plus DBpedia, QALD 9 plus Wikidata and QALD10 can be found here.

The following table gives an overview of the parameters, that we use to calculate the Keci embeddings.

 





Parameter
QALD9+DB
QALD9+WD
QALD10




Model
Keci
Keci
Keci


Dimensions
8
8
32


Learning rate
0.1
0.1
0.1


Epochs
1
1
1


Batch size
512
512
50000


Optimization function
Adam
Adam
Adam


Evaluation mode
None
None
None


Complete command
dicee --dataset_dir KGs/QALD9_DB --model Keci --embedding_dim 8 --lr 0.1 --save_embeddings_as_csv --num_epochs 1 --batch_size 512 --optim Adam --scoring_technique NegSample --eval_mode None
dicee --dataset_dir KGs/QALD9_WK --model Keci --embedding_dim 8 --lr 0.1 --save_embeddings_as_csv --num_epochs 1 --batch_size 512 --optim Adam --scoring_technique NegSample --eval_mode None
dicee --dataset_dir KGs/QALD10 --model Keci --embedding_dim 32 --lr 0.1 --save_embeddings_as_csv --num_epochs 1 --batch_size 50000 --optim Adam --scoring_technique NegSample --eval_mode None
DOI: 10.5281/zenodo.14720609
title: Keci embedding models for explainable benchmarking (QALD10, QALD9+DB, QALD9+WK)

description: This project provides embedding models for Drill. The embeddings are generated for three knowledge graphs created for the three QA benchmarks QALD 9 plus DBpedia, QALD 9 plus Wikidata and QALD 10. Here are some more details:

Three knowledge graphs built for QALD 9 plus DBpedia, QALD 9 plus Wikidata and QALD10 can be found here.

The following table gives an overview of the parameters, that we use to calculate the Keci embeddings.

 





Parameter
QALD9+DB
QALD9+WD
QALD10




Model
Keci
Keci
Keci


Dimensions
8
8
32


Learning rate
0.1
0.1
0.1


Epochs
1
1
1


Batch size
512
512
50000


Optimization function
Adam
Adam
Adam


Evaluation mode
None
None
None


Complete command
dicee --dataset_dir KGs/QALD9_DB --model Keci --embedding_dim 8 --lr 0.1 --save_embeddings_as_csv --num_epochs 1 --batch_size 512 --optim Adam --scoring_technique NegSample --eval_mode None
dicee --dataset_dir KGs/QALD9_WK --model Keci --embedding_dim 8 --lr 0.1 --save_embeddings_as_csv --num_epochs 1 --batch_size 512 --optim Adam --scoring_technique NegSample --eval_mode None
dicee --dataset_dir KGs/QALD10 --model Keci --embedding_dim 32 --lr 0.1 --save_embeddings_as_csv --num_epochs 1 --batch_size 50000 --optim Adam --scoring_technique NegSample --eval_mode None
DOI: 10.15468/dl.bkzwbj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psidium guineense",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009688-250802193616735/datasets/export for details.
DOI: 10.15468/dl.68rj3z
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psidium guineense",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009690-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6bbh8
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinogobius kurodai",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 205 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009687-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejf78d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Phainopepla nitens)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009691-250802193616735/datasets/export for details.
DOI: 10.15468/dl.kqpe5d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AEL3001"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009692-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16737846
title: data
DOI: 10.5281/zenodo.16737847
title: data
DOI: 10.15468/dl.mzqbxm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Triplophysa griffithii)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009694-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k82ves
title: Occurrence Download

description: A dataset containing 2235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Italy",
 "TaxonKey is Aythya ferina",
 "Year 1970-2020"
 ]
}

 The dataset includes 2235 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009695-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2568x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Phainopepla nitens)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009693-250802193616735/datasets/export for details.
DOI: 10.6084/m9.figshare.29818154
title: <b>B</b><b>locka</b><b>de</b><b> </b><b>o</b><b>f alanine-serine-cysteine transporter 2 ameliorates systemic lupus erythematosus </b><b>by</b><b> suppressing CD4</b><sup><strong>+</strong></sup><b> T cell expansion and</b> <b>T follicular helper cell generation</b>

description: RNA-seq of FACS-sorted splenic ASCT2<sup>hi</sup> and ASCT2<sup>lo</sup> CXCR5<sup>+</sup>PD-1<sup>+ </sup>Tfh cells from MRL/<i>lpr</i> mice aged 24 weeks
DOI: 10.6084/m9.figshare.29818154.v1
title: <b>B</b><b>locka</b><b>de</b><b> </b><b>o</b><b>f alanine-serine-cysteine transporter 2 ameliorates systemic lupus erythematosus </b><b>by</b><b> suppressing CD4</b><sup><strong>+</strong></sup><b> T cell expansion and</b> <b>T follicular helper cell generation</b>

description: RNA-seq of FACS-sorted splenic ASCT2<sup>hi</sup> and ASCT2<sup>lo</sup> CXCR5<sup>+</sup>PD-1<sup>+ </sup>Tfh cells from MRL/<i>lpr</i> mice aged 24 weeks
DOI: 10.15468/dl.kmwncm
title: Occurrence Download

description: A dataset containing 12269 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 "year",
 countrycode countrycode,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.countrycode = 'ES'
 AND occurrence.datasetkey = '4fa7b334-ce0d-4e88-aaae-2e0c138d049e'
 AND occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.genuskey IS NOT NULL AND occurrence."year" IS NOT NULL AND occurrence.hascoordinate = TRUE)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence."year",
 occurrence.countrycode

 The dataset's 12269 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009674-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38y5vf
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lateolabrax japonicus",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 373 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009696-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzzja2
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetragonia tetragonioides",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 248 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009697-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29820950
title: Optimal Channel Encoding/Decoding Algorithm Design with MATLAB

description: An optimal channel encoding and decoding algorithm has been designed and implemented in MATLAB to improve data transmission efficiency and adaptability in communication systems.
DOI: 10.6084/m9.figshare.29820950.v1
title: Optimal Channel Encoding/Decoding Algorithm Design with MATLAB

description: An optimal channel encoding and decoding algorithm has been designed and implemented in MATLAB to improve data transmission efficiency and adaptability in communication systems.
DOI: 10.5281/zenodo.16728585
title: RSM
DOI: 10.5281/zenodo.16728584
title: RSM
DOI: 10.6084/m9.figshare.29820845
title: 源数据文件 “具有力反馈机构的磁驱动微型夹持器，用于高精度控制和监控”

description: 微作任务需要精确控制和监控，以防止损坏所处理的微型物体。本文介绍了一种具有力反馈机制的磁驱动微夹持器，用于高精度控制和监测。微夹持器是通过双光子聚合 3D 打印制造的，包括一个驱动臂、一个传感臂和每个臂上的爪子。传感臂尖端和光纤端面共同构成力敏法布里-佩罗干涉仪。横向磁场下，驱动臂的尖端向传感臂移动以捕获微物体，其压力使传感臂弯曲并允许精确测量夹紧力。在实验中，将微夹持器用于夹紧直径为4 μm的二氧化硅微球，结果表明它可以施加~0.117 μN分辨率的夹紧力。
DOI: 10.6084/m9.figshare.29820845.v1
title: 源数据文件 “具有力反馈机构的磁驱动微型夹持器，用于高精度控制和监控”

description: 微作任务需要精确控制和监控，以防止损坏所处理的微型物体。本文介绍了一种具有力反馈机制的磁驱动微夹持器，用于高精度控制和监测。微夹持器是通过双光子聚合 3D 打印制造的，包括一个驱动臂、一个传感臂和每个臂上的爪子。传感臂尖端和光纤端面共同构成力敏法布里-佩罗干涉仪。横向磁场下，驱动臂的尖端向传感臂移动以捕获微物体，其压力使传感臂弯曲并允许精确测量夹紧力。在实验中，将微夹持器用于夹紧直径为4 μm的二氧化硅微球，结果表明它可以施加~0.117 μN分辨率的夹紧力。
DOI: 10.15468/dl.474gta
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium hirsutum",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009699-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3gpnd
title: Occurrence Download

description: A dataset containing 4009 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrysiptera rollandi"
 ]
}

 The dataset includes 4009 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009700-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cskbxv
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poropuntius deauratus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 94 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009701-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbv76v
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Abyssal fauna of the UK-1 polymetallic nodule exploration area, Clarion-Clipperton Zone, central Pacific Ocean: Cnidaria",
 "TaxonKey is Cnidaria"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009702-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2dm2t
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus nerka",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009703-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.738jdr
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corispermum nitidum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009704-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16737911
title: Open Germline Receptor Database (OGRDB) Archive

description: Periodic archive of the OGRDB database
DOI: 10.15468/dl.ghzd8w
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD8542"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009705-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6968x6
title: Occurrence Download

description: A dataset containing 1041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium hirsutum",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1041 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009707-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6uxmm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyphessobrycon schauenseei)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009706-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.635aet
title: Occurrence Download

description: A dataset containing 749649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is March",
 "OccurrenceStatus is Present",
 "Year 1996-1996"
 ]
}

 The dataset includes 749649 records from 2774 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009668-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7ovdj
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020211-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.di6ruz
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100582-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rspssm
title: Occurrence Download

description: A dataset containing 1417142227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lycopodiophyta, Onychophora, Spirochaetes, Methanomicrobia, Aves, Nemertodermatida, Laboulbeniomycetes, Gammaproteobacteria, Gentianales, Nuculoida, 512, Lithonida, Striatellales Round, Ahnfeltiales, Leptothecata, Phaeodaria, Comatulida, Medeolariales, 912, 962, 1012, Auriculariales, Rhizosoleniales, Elopiformes, Anaeroplasmatales, Capnodiales, Saccopharyngiformes, Cladophorales, Phytodiniales Loeblich, Iii, 1970, Forcipulatida, Acleioprocta Odhner, 1939, Licneremaeoidea Grandjean, 1931, Hydropsychoidea Curtis, 1835, Sarsielloidea Brady & Norman, 1896, Gastrochaenoidea, Elateroidea Leach, 1815, 1812, Petauroidea Bonaparte, 1838, Nodaviridae, Diopisthoporidae, Colossendeidae, Embonychidae, Cheiloporinidae, Monocercomonadidae, Petromyzontidae, Cleveaceae, Metopidae Kahl, 1927, Actinosphaeridae, Lardizabalaceae, Lichenotheliaceae, Diapensiaceae, Alloionematidae, Chloromyxidae, Siliquariidae, Herpetostrongylidae, Setosellidae, Nanorchestidae, Patellidae, Stylococcaceae, Bathysauridae, Conotylidae, Bouchardiidae, Brassicaceae, Fellodistomatidae, Calceostomatidae, Gjaerumiaceae, Achilidae, Stylopathidae, Hersiliidae, Margaritiferidae, Ichneumonidae, Himantopteridae, Arborichthoniidae, Bdellidae, Gymnotidae, Chordaceae, Actinomycetaceae, Diogenidae, Metschnikowiidae, Dipleurosomatidae, Julidae, Hydrozetidae, Megalosporaceae, Lasiosphaeriaceae, Chlorocyphidae, Coryphaenidae, Hebridae, Haematopinidae, Ampeliscidae, Scopelocheiridae, Ariidae, Thiidae, Diadesmidaceae D. G. Mann, Trachypodaceae, Acidaminococcaceae, Silphidae, Ramalinaceae, Trentepholiaceae, Spirasigmidae, Pseudocyclopiidae, Ithonidae, Sciaenidae, Tetraclitidae, Olyridae, Psammocytheridae, Pardalotidae, Viverridae, Hekelidae, Parasquillidae, Chelydridae, Myoxidae, Megamerinidae, Thermotogaceae, Anniellidae, Rhipiduridae, Sipunculidae, Farciminariidae, Difflugiidae, Nemopteridae, Diploposthidae, Halecreatidae, Siteroptidae, Dumortieraceae, Perissommatidae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence, Literature Occurrence)"
 ]
}

 The dataset includes 1417142227 records from 7642 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0319317-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30359338
title: Quantitative mass spectrometry imaging (qMSI) analysis of a sagittal healthy mouse brain section

description: Quantitative mass spectrometry imaging (qMSI) analysis of a sagittal healthy mouse brain section in positive ion mode measured on timsTOF fleX MALDI-2.
DOI: 10.6084/m9.figshare.30359338.v1
title: Quantitative mass spectrometry imaging (qMSI) analysis of a sagittal healthy mouse brain section

description: Quantitative mass spectrometry imaging (qMSI) analysis of a sagittal healthy mouse brain section in positive ion mode measured on timsTOF fleX MALDI-2.
DOI: 10.15468/dl.kdfxtk
title: Occurrence Download

description: A dataset containing 12641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.5994 43.25472,-3.4288 43.25472,-3.4288 43.36942,-3.5994 43.36942,-3.5994 43.25472))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12641 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013232-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.