cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/28l-kyc-757
title: Pseudopus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9jc-1kf-g6h
title: Lacertidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b80-q8n-bk2
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tkw-lt0-hz8
title: Latonia Meyer, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4fx-zzw-4np
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5z4-hpr-ydx
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r1v-wzy-0fk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/916-80g-t07
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xt0-tp2-0tf
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.q5jr8a
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.2688 25.19913, -108.1188 25.19913, -108.1188 25.34913, -108.2688 25.34913, -108.2688 25.19913))"
 ]
}

 The dataset includes 83 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035520-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehwj77
title: Occurrence Download

description: A dataset containing 19598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is Puerto Rico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coccyzus vieilloti"
 ]
}

 The dataset includes 19598 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035522-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17568581
title: Understanding the Human Side of LLM-Assisted Software Development: Evidence from a Requirements Specification Experiment

description: This replication package accompanies the paper “Understanding the Human Side of LLM-Assisted Software Development: An Experiment Based on a Requirements Specification Task” submitted to Empirical Software Engineering (EMSE).

It contains anonymized data, scripts, and materials necessary to replicate the analyses and findings reported in the paper. The package includes:





Quantitative data files (.sav, .xlsx) for statistical analyses (Shapiro–Wilk, t-tests, Wilcoxon, effect sizes)




Qualitative interview transcripts and coding files




Demographic and experimental forms




Analysis outputs and replication guide



Please refer to the included ReadMe file for detailed folder descriptions and instructions.
DOI: 10.5281/zenodo.17568582
title: Understanding the Human Side of LLM-Assisted Software Development: Evidence from a Requirements Specification Experiment

description: This replication package accompanies the paper “Understanding the Human Side of LLM-Assisted Software Development: An Experiment Based on a Requirements Specification Task” submitted to Empirical Software Engineering (EMSE).

It contains anonymized data, scripts, and materials necessary to replicate the analyses and findings reported in the paper. The package includes:





Quantitative data files (.sav, .xlsx) for statistical analyses (Shapiro–Wilk, t-tests, Wilcoxon, effect sizes)




Qualitative interview transcripts and coding files




Demographic and experimental forms




Analysis outputs and replication guide



Please refer to the included ReadMe file for detailed folder descriptions and instructions.
DOI: 10.15468/dl.ksprez
title: Occurrence Download

description: A dataset containing 11874 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hakea sericea"
 ]
}

 The dataset includes 11874 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035523-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zye5y
title: Occurrence Download

description: A dataset containing 5479 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Koenigia polystachya"
 ]
}

 The dataset includes 5479 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035524-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2knes
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus clarkii stomias",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035525-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17611697
title: Apple Leaf Health Dataset

description: This dataset comprises images of apple leaves annotated as healthy or unhealthy, collected under a wide range of real-world conditions to ensure robustness and practical relevance. The images capture natural variability, including wet leaf surfaces, night-time lighting, and other challenging environmental factors that commonly occur in orchard settings. By incorporating these diverse conditions, the dataset provides a realistic foundation for validating leaf-health classification models. It was specifically designed to support research on real-time, on-device inference, enabling reliable evaluation of machine-learning models intended for deployment on resource-constrained edge devices.
DOI: 10.5281/zenodo.17611696
title: Apple Leaf Health Dataset

description: This dataset comprises images of apple leaves annotated as healthy or unhealthy, collected under a wide range of real-world conditions to ensure robustness and practical relevance. The images capture natural variability, including wet leaf surfaces, night-time lighting, and other challenging environmental factors that commonly occur in orchard settings. By incorporating these diverse conditions, the dataset provides a realistic foundation for validating leaf-health classification models. It was specifically designed to support research on real-time, on-device inference, enabling reliable evaluation of machine-learning models intended for deployment on resource-constrained edge devices.
DOI: 10.15468/dl.7s6gd6
title: Occurrence Download

description: A dataset containing 1405 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-111.1188 25.34913, -110.9688 25.34913, -110.9688 25.49913, -111.1188 25.49913, -111.1188 25.34913))"
 ]
}

 The dataset includes 1405 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035526-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpunzp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus clarkii utah",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035529-251025141854904/datasets/export for details.
DOI: 10.6084/m9.figshare.24886448
title: Confidence intervals and prediction intervals for two-parameter negative binomial distributions

description: Problems of finding confidence intervals (CIs) and prediction intervals (PIs) for two-parameter negative binomial distributions are considered. Simple CIs for the mean of a two-parameter negative binomial distribution based on some large sample methods are proposed and compared with the likelihood CIs. Proposed CIs are not only simple to compute, but also better than the likelihood CIs for moderate sample sizes. Prediction intervals for the mean of a future sample from a two-parameter negative binomial distribution are also proposed and evaluated for their accuracy. The methods are illustrated using two examples with real life data sets.
DOI: 10.6084/m9.figshare.24886448.v1
title: Confidence intervals and prediction intervals for two-parameter negative binomial distributions

description: Problems of finding confidence intervals (CIs) and prediction intervals (PIs) for two-parameter negative binomial distributions are considered. Simple CIs for the mean of a two-parameter negative binomial distribution based on some large sample methods are proposed and compared with the likelihood CIs. Proposed CIs are not only simple to compute, but also better than the likelihood CIs for moderate sample sizes. Prediction intervals for the mean of a future sample from a two-parameter negative binomial distribution are also proposed and evaluated for their accuracy. The methods are illustrated using two examples with real life data sets.
DOI: 10.6084/m9.figshare.24989789
title: A Bayesian approach for evaluating equivalence over multiple groups, and comparison with frequentist tost

description: Manufacturing and testing of pharmaceutical products frequently occur in multiple facilities within a company’s network. It is of interest to demonstrate equivalence among the alternative testing/manufacturing facilities to ensure product consistency and quality regardless of the facility where it was manufactured/tested. In the Frequentist framework, equivalence testing is well established when comparing two labs or manufacturing facilities; however, when considering more than two labs or production sites, the Frequentist approach may not always offer appropriate or interpretable estimates for demonstrating equivalence among all of them simultaneously. This paper demonstrates the utility of Bayesian methods to the equivalence assessment of multiple groups means, with a comparison against traditional Frequentist methods. We conclude that a Bayesian strategy is very useful for addressing the problem of multi-group equivalence. While it is not our intention to argue that Bayesian methods should always replace Frequentist ones, we show that among the advantages of a Bayesian analysis is that it provides a more nuanced understanding of the degree of similarity among sites than the hypothesis testing underpinning the Frequentist approach.
DOI: 10.6084/m9.figshare.24989789.v1
title: A Bayesian approach for evaluating equivalence over multiple groups, and comparison with frequentist tost

description: Manufacturing and testing of pharmaceutical products frequently occur in multiple facilities within a company’s network. It is of interest to demonstrate equivalence among the alternative testing/manufacturing facilities to ensure product consistency and quality regardless of the facility where it was manufactured/tested. In the Frequentist framework, equivalence testing is well established when comparing two labs or manufacturing facilities; however, when considering more than two labs or production sites, the Frequentist approach may not always offer appropriate or interpretable estimates for demonstrating equivalence among all of them simultaneously. This paper demonstrates the utility of Bayesian methods to the equivalence assessment of multiple groups means, with a comparison against traditional Frequentist methods. We conclude that a Bayesian strategy is very useful for addressing the problem of multi-group equivalence. While it is not our intention to argue that Bayesian methods should always replace Frequentist ones, we show that among the advantages of a Bayesian analysis is that it provides a more nuanced understanding of the degree of similarity among sites than the hypothesis testing underpinning the Frequentist approach.
DOI: 10.34740/kaggle/dsv/13742821
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.kqn46k
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((19.83668 33.70427,30.71932 33.70427,31.01939 33.70427,31.01939 38.72549,19.83668 38.72549,19.83668 33.70427))",
 "TaxonKey is Physeter macrocephalus"
 ]
}

 The dataset includes 39 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035530-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17614523
title: SARS-CoV-2 ORF3a Apoptotic Signal Analysis: n= 9,346,920 genomic sequences span = 2020-2024

description: This dataset contains the results of a large-scale mutation analysis of the SARS-CoV-2 ORF3a gene across 9,346,920 genomic sequences from 2020 to 2024.

Each sequence was analyzed for:

Nucleotide variants (SNPs, deletions) in the ORF3a region (25393-26220)Translated protein sequenceImpact on critical functional residues: C130, C133, Y160Sequence quality control metrics (gaps, Ns, length)

Data per sample includes:

Per-sample TSV with variant listJSON metadata summaryQC report in plain textFinal compressed as .tar.zstThe data is structured into 95 compressed batches.

Processed by: TahirHB@Hotmail.Com
DOI: 10.5281/zenodo.17614524
title: SARS-CoV-2 ORF3a Apoptotic Signal Analysis: n= 9,346,920 genomic sequences span = 2020-2024

description: This dataset contains the results of a large-scale mutation analysis of the SARS-CoV-2 ORF3a gene across 9,346,920 genomic sequences from 2020 to 2024.

Each sequence was analyzed for:

Nucleotide variants (SNPs, deletions) in the ORF3a region (25393-26220)Translated protein sequenceImpact on critical functional residues: C130, C133, Y160Sequence quality control metrics (gaps, Ns, length)

Data per sample includes:

Per-sample TSV with variant listJSON metadata summaryQC report in plain textFinal compressed as .tar.zstThe data is structured into 95 compressed batches.

Processed by: TahirHB@Hotmail.Com
DOI: 10.15468/dl.qhwqbd
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((19.96937 34.26158,29.87379 34.26158,29.87379 39.24702,19.96937 39.24702,19.96937 34.26158))",
 "TaxonKey is Ziphius cavirostris"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035532-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhju7c
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.9688 25.34913, -110.8188 25.34913, -110.8188 25.49913, -110.9688 25.49913, -110.9688 25.34913))"
 ]
}

 The dataset includes 159 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035531-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.23998.14406
title: short multi link hollow arm
DOI: 10.15468/dl.vkayg6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus virginalis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035533-251025141854904/datasets/export for details.
DOI: 10.15468/dl.5dqvdx
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.8188 25.34913, -110.6688 25.34913, -110.6688 25.49913, -110.8188 25.49913, -110.8188 25.34913))"
 ]
}

 The dataset includes 71 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035534-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pg866k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus gilae",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035535-251025141854904/datasets/export for details.
DOI: 10.15468/dl.nmz2qn
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cephalostachyum capitatum"
 ]
}

 The dataset includes 110 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035536-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyyxmd
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "TaxonKey is Ambrosia trifida"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035537-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yernmr
title: Occurrence Download

description: A dataset containing 46250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Asia, Oceania, North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulex europaeus"
 ]
}

 The dataset includes 46250 records from 225 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035539-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvn3rd
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.6688 25.34913, -110.5188 25.34913, -110.5188 25.49913, -110.6688 25.49913, -110.6688 25.34913))"
 ]
}

 The dataset includes 112 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035540-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2yx5m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus gorbuscha",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035541-251025141854904/datasets/export for details.
DOI: 10.15468/dl.qfcsax
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.5188 25.34913, -110.3688 25.34913, -110.3688 25.49913, -110.5188 25.49913, -110.5188 25.34913))"
 ]
}

 The dataset includes 168 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035542-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgszqw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus keta",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035543-251025141854904/datasets/export for details.
DOI: 10.15468/dl.x548w7
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Asia",
 "Country is one of (China, India, Lao People’s Democratic Republic, Thailand, Philippines, Korea, Republic of, Singapore)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Botaurus"
 ]
}

 The dataset includes 66 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035544-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yp9v3w
title: Occurrence Download

description: A dataset containing 553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((19.26488 37.78053,21.30306 37.78053,21.30306 39.98397,19.26488 39.98397,19.26488 37.78053))",
 "TaxonKey is Delphinus delphis"
 ]
}

 The dataset includes 553 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035545-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sr4ny7
title: Occurrence Download

description: A dataset containing 1192769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.95461 30.54702,77.77887 30.60003,77.58778 30.59026,77.5278 30.46194,77.56128 30.31688,78.00204 29.94168,78.16244 29.87333,78.4414 30.12997,78.20847 30.43544,78.08851 30.53168,77.95461 30.54702))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1192769 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035505-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vsd42
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.3688 25.34913, -110.2188 25.34913, -110.2188 25.49913, -110.3688 25.49913, -110.3688 25.34913))"
 ]
}

 The dataset includes 18 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035546-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99apfz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus kisutch",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035547-251025141854904/datasets/export for details.