cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18160/4mnf-w5dr
title: Simulated CO2 mole fractions from 14 atmospheric inversions in GCB2025

description: This data set contains a zip archive with the unified and combined simulated mole fractions from the 14 atmospheric inversions included in GCB2025. Each of the 14 ensemble members provided optimized simulated mole fractions for observations included in the ObsPack products CO2 GLOBALVIEWplus v10.1 (http://doi.org/10.25925/20241101) and CO2 NRT v10.1 (http://doi.org/10.25925/20250101). 
The corresponding gridded fluxes from these 14 inverse models are available at https://doi.org/10.18160/VZ3B-GHYQ (Luijkx et al., 2025).
DOI: 10.15468/dl.2hudv7
title: Occurrence Download

description: A dataset containing 1495 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrolimus superans"
 ]
}

 The dataset includes 1495 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038638-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9hn5y
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, Phoebe laevis, , , , , , , , )",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038639-251025141854904/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.30501032.v4
title: <b>Multi-scale urban simulation: Integrating spatiotemporal lag effects in demand and allocation of land development</b>

description: This includes all the data and code from the research manuscript "<b>Multi-scale urban simulation: Integrating spatiotemporal lag effects in demand and allocation of land development</b>" comprising the following files:_1Grid-level demand estimation model_2Cell-level spaital allocation model_3Code of figureReadme_CN.docxReadme_EN.docxWhere, _1Grid-level demand estimation model represents the data and code for the urban land demand estimation model; _2Cell-level spaital allocation model represents the data and code for the urban land spatial allocation model; _3Code of figure is the code for the statistical figures of the evaluation results in Figure 3 to Figure 8 of the paper; Readme_CN.docx and Readme_EN.docx provide detailed descriptions of the provided data and code in Chinese and English, respectively.These documents contain example data and complete code, enabling readers to fully reproduce our research results.
DOI: 10.15468/dl.wut3dr
title: Occurrence Download

description: A dataset containing 5775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Triodanis perfoliata biflora, Cyperus alternifolius flabelliformis, Mimosa diplotricha inermis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Material sample)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 5775 records from 313 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038640-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybmvj5
title: Occurrence Download

description: A dataset containing 1509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Aipysurus laevis",
 "Year 1960-2025"
 ]
}

 The dataset includes 1509 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038641-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0bn-g5a-480
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z0a-zbp-00l
title: Calcarina mayori Cushman, 1924

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1e0-amt-ct1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/87y-v4v-vgn
title: †Neithea regularis (Schlotheim, 1813)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wb6-nyj-bjs
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3bz-nfe-dws
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4lq-wp0-bx8
title: Himantoceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4d1-m2s-0y6
title: †Neocomites peregrinus (Rawson & Kemper, 1978)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dlv-q6f-4q8
title: Homo sapiens Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/03g-dhe-ct8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8bw-lk4-fxy
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7cx-td4-67p
title: Potamocypris Brady, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ydh-wmr-1ea
title: Sarasinella

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hgg-28x-gm6
title: †Neocomites peregrinus (Rawson & Kemper, 1978)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jcg-qfc-493
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l5e-a8r-khm
title: Obelus W. Hartmann, 1842

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2d0-38j-3h1
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nfh-ybc-b68
title: †Almaena osnabrugensis (Münster, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16905626
title: file-cd07a08e-6314-4391-b942-57c20f952b61.pdf

description: Uploaded via Corsati app
DOI: 10.3535/l6l-2fz-v42
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wa8-pt6-5c8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16905625
title: file-cd07a08e-6314-4391-b942-57c20f952b61.pdf

description: Uploaded via Corsati app
DOI: 10.3535/gfp-w3v-x03
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wea-3zv-ghz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/39f-xs3-eqv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hdk-jwd-f6x
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jmz-p72-ptk
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q6y-6jm-hqw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xq3-bzl-63l
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jkp-an6-a1x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ly9-57a-xgv
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g2f-d49-nn2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ge2-t4e-dvx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/67s-kps-xbz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m53-783-j67
title: †Cytheridea neapolitana Kollmann, 1960

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dw2-q23-ks8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lpc-lbm-zpm
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1av-03m-xlc
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ydg-kxr-sat
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.d9pkt6
title: Occurrence Download

description: A dataset containing 1532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phaseolus leptostachyus",
 "Year 1000-2025"
 ]
}

 The dataset includes 1532 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023767-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/m9e-f2a-d4y
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8dn-2l7-vqz
title: Himantoceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ezz-cj6-aws
title: †Beisselina Canu, 1913

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15268055
title: Variantscape datasets

description: Variantscape datasetLLM-based extraction of genetic variants and biomedical entities from titles and abstracts of biomedical publications. These datasets support the analysis of literature-derived co-associations between genetic variants, cancer types, and treatments, enabling downstream network analysis, hypothesis generation, and discovery in precision oncology.

 

1. Dataset: Cleaned literature dataset for biomedical entity extraction (2014–2024)"cleaned_OpenAlex.csv "A pre-processed, cleaned, and structured dataset of cancer-related biomedical publications (2014–2024) retrieved from OpenAlex, containing titles, abstracts, and metadata curated for downstream NLP and LLM-based biomedical entity extraction.

 

2. Dataset: Binary entity matrix for co-association and network analysis"dataset_for_analysis.csv"Final binary matrix dataset derived from NLP- and LLM-based entity extraction on cancer-related literature. Entities include genetic variants, cancer types, and treatments, enabling co-occurrence and network analysis, and the investigation of literature-derived co-associations.

 

3. Dataset: LLM-based classification of variant-treatment co-associations"variant_treatment_relationship_consensus.csv"Dataset capturing LLM-based classification and consensus on co-associations between genetic variants and treatments.

 

4. Dataset: Metadata mapping for entity extraction and analysis"metadata_mapping_transposed.csv "Transposed, row-indexed metadata mapping file used for identification of each column as a variant, cancer type, treatment, study design element, or publication-derived metadata.
DOI: 10.5281/zenodo.15268056
title: Variantscape datasets

description: Variantscape datasetLLM-based extraction of genetic variants and biomedical entities from titles and abstracts of biomedical publications. These datasets support the analysis of literature-derived co-associations between genetic variants, cancer types, and treatments, enabling downstream network analysis, hypothesis generation, and discovery in precision oncology.

 

1. Dataset: Cleaned literature dataset for biomedical entity extraction (2014–2024)"cleaned_OpenAlex.csv "A pre-processed, cleaned, and structured dataset of cancer-related biomedical publications (2014–2024) retrieved from OpenAlex, containing titles, abstracts, and metadata curated for downstream NLP and LLM-based biomedical entity extraction.

 

2. Dataset: Binary entity matrix for co-association and network analysis"dataset_for_analysis.csv"Final binary matrix dataset derived from NLP- and LLM-based entity extraction on cancer-related literature. Entities include genetic variants, cancer types, and treatments, enabling co-occurrence and network analysis, and the investigation of literature-derived co-associations.

 

3. Dataset: LLM-based classification of variant-treatment co-associations"variant_treatment_relationship_consensus.csv"Dataset capturing LLM-based classification and consensus on co-associations between genetic variants and treatments.

 

4. Dataset: Metadata mapping for entity extraction and analysis"metadata_mapping_transposed.csv "Transposed, row-indexed metadata mapping file used for identification of each column as a variant, cancer type, treatment, study design element, or publication-derived metadata.
DOI: 10.15468/dl.kzteq7
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Malaysia, Singapore, Indonesia)",
 "OccurrenceStatus is Present",
 "TaxonKey is Neotrygon varidens (Garman, 1885)",
 "Year 2000-2024"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011455-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bark39
title: Occurrence Download

description: A dataset containing 1596 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asparagus maritimus"
 ]
}

 The dataset includes 1596 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036874-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr4c4t
title: Occurrence Download

description: A dataset containing 1177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asparagus oligoclonos"
 ]
}

 The dataset includes 1177 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036876-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wabe7y
title: Occurrence Download

description: A dataset containing 1931 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa sensitiva"
 ]
}

 The dataset includes 1931 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036875-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bm9rz5
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vulpia bromoides",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036877-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u75pvx
title: Occurrence Download

description: A dataset containing 12260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vulpia bromoides",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12260 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036878-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ww2zs
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036879-250811113504898/datasets/export for details.
DOI: 10.15468/dl.fbmrza
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036882-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7fk8x
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucomis regia"
 ]
}

 The dataset includes 290 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036881-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njky8h
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036883-250811113504898/datasets/export for details.
DOI: 10.15468/dl.6ddq2s
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036884-250811113504898/datasets/export for details.
DOI: 10.15468/dl.74gtky
title: Occurrence Download

description: A dataset containing 343 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucomis comosa"
 ]
}

 The dataset includes 343 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036886-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16934565
title: Matter Creation from Vacuum- กรอบ OQMCS และการสกัดพลังงานสุญญากาศเพื่อการประกอบสสารเชิงโปรแกรมได้
DOI: 10.15468/dl.vpwttf
title: Occurrence Download

description: A dataset containing 1592 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa velloziana"
 ]
}

 The dataset includes 1592 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036885-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15617364
title: Data for quasiperiodicity-induced localization in non-Hermitian lattices_test

description: This is the dataset for the manuscript on quasiperiodicity-induced localization in non-Hermitian lattices.
DOI: 10.5281/zenodo.15617365
title: Data for quasiperiodicity-induced localization in non-Hermitian lattices_test

description: This is the dataset for the manuscript on quasiperiodicity-induced localization in non-Hermitian lattices.
DOI: 10.15468/dl.jhezws
title: Occurrence Download

description: A dataset containing 455 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asperula orientalis"
 ]
}

 The dataset includes 455 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036888-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mw7dsq
title: Occurrence Download

description: A dataset containing 1604 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa daleoides"
 ]
}

 The dataset includes 1604 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036890-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u48qpv
title: Occurrence Download

description: A dataset containing 12627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Setaria sphacelata"
 ]
}

 The dataset includes 12627 records from 290 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036887-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw83pd
title: Occurrence Download

description: A dataset containing 192867 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mercurialis annua"
 ]
}

 The dataset includes 192867 records from 1556 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036795-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.438cu8
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena alceae LaBerge, 1986"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012141-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.