cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18646787
title: ThibEquation Framework v6.0: Complete Mathematical Specification & Implementation

description: Official framework for rigorous anomalous object analysis. Complete mathematical specification with locked weights (S=40%, K=30%, G=20%, C=10%), Δt logarithmic clamp derivation, component scoring functions, Python implementation, and validation suite. Used to classify 3I/ATLAS as technosignature candidate with 99.99% confidence.

Framework v6.0 with locked weights and certified validation. Includes complete mathematical derivations, Python implementation, and 25+ test validation suite. Status: PRODUCTION READY. Used to analyze 3I/ATLAS interstellar object.
DOI: 10.15468/dl.f99yud
title: Occurrence Download

description: A dataset containing 2034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callicarpa giraldii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2034 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020160-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14846149
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.56eagf
title: Occurrence Download

description: A dataset containing 1239624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is one of (February, March)",
 "OccurrenceStatus is Present",
 "Year 2019-2026"
 ]
}

 The dataset includes 1239624 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020143-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpfbc3
title: Occurrence Download

description: A dataset containing 167604 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium pusillum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 167604 records from 1065 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020134-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwcyht
title: Occurrence Download

description: A dataset containing 630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigonella suavissima",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 630 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020161-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrxhwz
title: Occurrence Download

description: A dataset containing 1375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castanea seguinii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1375 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020162-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18646825
title: Reproducible scRNA-seq PBMC Workflow: Reference, Toy Demonstration Data, and Analysis Outputs

description: This record contains a fully reproducible, containerized single-cell RNA-seq workflow for PBMC data analysis.

The workflow implements:





FASTQ quality control




STARsolo alignment




Seurat-based QC, normalization, clustering, and annotation




Pseudobulk differential expression and TOST equivalence testing




Cell-type–specific co-expression network construction



Version 1 provides a lightweight demonstration bundle including:





A chromosome 1 (chr1) GRCh38 mini-reference




A pre-built STAR index for chr1




A reduced FASTQ subset (~100k reads) for rapid execution



This demonstration dataset is designed to run in 5–10 minutes on a standard workstation and illustrates full pipeline functionality without requiring large memory resources.

Future versions of this record will include the full GRCh38 reference, complete STAR index, and full-scale analysis outputs.
DOI: 10.5281/zenodo.18646754
title: dataset for Multimodal Interpretation of Marriage and Fertility Attitudes Among Chinese Youth An LLM-Assisted Study of Interview Videos on Bilibili

description: Dataset for Multimodal Interpretation of Marriage and Fertility Attitudes Among Chinese Youth An LLM-Assisted Study of Interview Videos on Bilibili
DOI: 10.5281/zenodo.18646755
title: dataset for Multimodal Interpretation of Marriage and Fertility Attitudes Among Chinese Youth An LLM-Assisted Study of Interview Videos on Bilibili

description: Dataset for Multimodal Interpretation of Marriage and Fertility Attitudes Among Chinese Youth An LLM-Assisted Study of Interview Videos on Bilibili
DOI: 10.15468/dl.hxyx7k
title: Occurrence Download

description: A dataset containing 351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trischidium alternum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 351 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020163-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aasq5s
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dactylicapnos scandens",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 119 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020164-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gynsr
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trischidium limae",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 17 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020165-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wp3tpz
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tylosema esculentum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 126 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020167-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tctwyn
title: Occurrence Download

description: A dataset containing 71902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pholcus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 71902 records from 539 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020148-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id408905.1
title: StrainInfo SI-ID 408905.1

description: StrainInfo dataset 408905 about a strain of Paenibacillus xylanisolvens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408906.1
title: StrainInfo SI-ID 408906.1

description: StrainInfo dataset 408906 about a strain of Klebsiella planticola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.tbhacg
title: Occurrence Download

description: A dataset containing 495169 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicruridae"
 ]
}

 The dataset includes 495169 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000344-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id408907.1
title: StrainInfo SI-ID 408907.1

description: StrainInfo dataset 408907 about a strain of Staphylococcus caledonicus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408908.1
title: StrainInfo SI-ID 408908.1

description: StrainInfo dataset 408908 about a strain of Nocardia vulneris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409004.1
title: StrainInfo SI-ID 409004.1

description: StrainInfo dataset 409004 about a strain of Sphingobium rhizovicinum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409005.1
title: StrainInfo SI-ID 409005.1

description: StrainInfo dataset 409005 about a strain of Actinotignum schaalii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409006.1
title: StrainInfo SI-ID 409006.1

description: StrainInfo dataset 409006 about a strain of Aerococcus sanguinicola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409007.1
title: StrainInfo SI-ID 409007.1

description: StrainInfo dataset 409007 about a strain of Pseudomonas fragi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408823.1
title: StrainInfo SI-ID 408823.1

description: StrainInfo dataset 408823 about a strain of Bacteroides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.5281/zenodo.12075328
title: Mixed Precision Optimization Method acceleration time and numerical simulation results

description: The stored data are the speedup ratios of the MPFlow method and other acceleration algorithms, as well as the elastic wave response data obtained by numerical simulation using the MPFlow method.
DOI: 10.60712/si-id408824.1
title: StrainInfo SI-ID 408824.1

description: StrainInfo dataset 408824 about a strain of Gardnerella vaginalis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408825.1
title: StrainInfo SI-ID 408825.1

description: StrainInfo dataset 408825 about a strain of Corynebacterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408826.1
title: StrainInfo SI-ID 408826.1

description: StrainInfo dataset 408826 about a strain of Acinetobacter guillouiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408909.1
title: StrainInfo SI-ID 408909.1

description: StrainInfo dataset 408909 about a strain of Staphylococcus lugdunensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408910.1
title: StrainInfo SI-ID 408910.1

description: StrainInfo dataset 408910 about a strain of Winkia neuii subsp. anitrata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408911.1
title: StrainInfo SI-ID 408911.1

description: StrainInfo dataset 408911 about a strain of Agrococcus lahaulensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408912.1
title: StrainInfo SI-ID 408912.1

description: StrainInfo dataset 408912 about a strain of Pandoraea cepalis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409008.1
title: StrainInfo SI-ID 409008.1

description: StrainInfo dataset 409008 about a strain of Corynebacterium suicordis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/tnp1sq
title: Natural England - Species Surveillance Project - In-House Pilots records for 2012

description: NBN Gateway Dataset GA001251
DOI: 10.60712/si-id409009.1
title: StrainInfo SI-ID 409009.1

description: StrainInfo dataset 409009 about a strain of Fannyhessea vaginae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409010.1
title: StrainInfo SI-ID 409010.1

description: StrainInfo dataset 409010 about a strain of Corynebacterium pseudogenitalium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409011.1
title: StrainInfo SI-ID 409011.1

description: StrainInfo dataset 409011 about a strain of Citrobacter freundii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408827.1
title: StrainInfo SI-ID 408827.1

description: StrainInfo dataset 408827 about a strain of Campylobacter armoricus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408913.1
title: StrainInfo SI-ID 408913.1

description: StrainInfo dataset 408913 about a strain of Candida albicans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408914.1
title: StrainInfo SI-ID 408914.1

description: StrainInfo dataset 408914 about a strain of Actinobaculum massiliense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408915.1
title: StrainInfo SI-ID 408915.1

description: StrainInfo dataset 408915 about a strain of Corynebacterium pyruviciproducens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408916.1
title: StrainInfo SI-ID 408916.1

description: StrainInfo dataset 408916 about a strain of Aggregatibacter actinomycetemcomitans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409012.1
title: StrainInfo SI-ID 409012.1

description: StrainInfo dataset 409012 about a strain of Neisseria gonorrhoeae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/vsmclb
title: Données espèces - Expertise IPE - Villeparisis - 2015

description: L’Indice de Potentialité Ecologique (IPE) repose sur les mêmes critères d’évaluation que l’IQE, mais sur un seul jour d’inventaire. Il brosse à grands traits un portrait succinct du site et de ses potentialités. Il est assimilable à un pré-diagnostic.
Ces données espèces sont issues des Expertises IPE en lien avec la convention SUEZ.
iqe-patrinat.mnhn.fr
DOI: 10.60712/si-id409013.1
title: StrainInfo SI-ID 409013.1

description: StrainInfo dataset 409013 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409014.1
title: StrainInfo SI-ID 409014.1

description: StrainInfo dataset 409014 about a strain of Staphylococcus pseudoxylosus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409028.1
title: StrainInfo SI-ID 409028.1

description: StrainInfo dataset 409028 about a strain of Escherichia coli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409029.1
title: StrainInfo SI-ID 409029.1

description: StrainInfo dataset 409029 about a strain of Comamonadaceae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408917.1
title: StrainInfo SI-ID 408917.1

description: StrainInfo dataset 408917 about a strain of Winkia neuii subsp. anitrata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.xbkp4v
title: Occurrence Download

description: A dataset containing 7087112 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Corvus brachyrhynchos C.L.Brehm, 1822",
 "TaxonKey is Corvus brachyrhynchos brachyrhynchos",
 "TaxonKey is Corvus brachyrhynchos hesperis Ridgway, 1887",
 "TaxonKey is Corvus brachyrhynchos hargravei A.R.Phillips, 1942",
 "TaxonKey is Corvus brachyrhynchos paulus Howell, 1913",
 "TaxonKey is Corvus brachyrhynchos pascuus Coues, 1899"
 ]
}

 The dataset includes 7087112 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000567-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id408918.1
title: StrainInfo SI-ID 408918.1

description: StrainInfo dataset 408918 about a strain of Burkholderia gladioli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id408919.1
title: StrainInfo SI-ID 408919.1

description: StrainInfo dataset 408919 about a strain of Kingella negevensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409015.1
title: StrainInfo SI-ID 409015.1

description: StrainInfo dataset 409015 about a strain of Pseudescherichia vulneris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409016.1
title: StrainInfo SI-ID 409016.1

description: StrainInfo dataset 409016 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409017.1
title: StrainInfo SI-ID 409017.1

description: StrainInfo dataset 409017 about a strain of Bacteroides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id409030.1
title: StrainInfo SI-ID 409030.1

description: StrainInfo dataset 409030 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.