cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e237732v1
title: ECIN Replication Package for "How Religion Mediates the Fertility Response to Maternity Benefits"

description: This is data and code accompanying the research article titled "How Religion Mediates the Fertility Response to Maternity Benefits".
DOI: 10.15468/dl.yaqkwc
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chironectes minimus"
 ]
}

 The dataset includes 170 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046684-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybhabu
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuphea hyssopifolia",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 83 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046679-250827131500795/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.30090307
title: Raw data DMD Paper with RM ANOVA 090525.xlsx

description: Raw data for the Karuppasamy et al. manuscript. Some computational data calculations including repeated measure ANOVA is also shown.
DOI: 10.6084/m9.figshare.30090307.v1
title: Raw data DMD Paper with RM ANOVA 090525.xlsx

description: Raw data for the Karuppasamy et al. manuscript. Some computational data calculations including repeated measure ANOVA is also shown.
DOI: 10.15468/dl.v8maqp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuphea hyssopifolia",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046680-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wbywd
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parasesarma brevicristatum"
 ]
}

 The dataset includes 44 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046681-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7f2m4
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Cattleya trianae"
 ]
}

 The dataset includes 187 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046683-250827131500795/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.30090196.v1
title: digit_sum_parity_cycles.pdf

description: This paper investigates a novel digit-based iterative process on the integers, called the digit-sum parity transformation. For any integer ( n ), the transformation computes the sum of its digits ( s(n) ) and then applies ( f(n) = n + s(n) ) if ( n ) is odd, or ( f(n) = n - s(n) ) if ( n ) is even. Focusing on multiples of nine, the research combines computational experiments, mathematical analysis, and data visualization to reveal a remarkable phenomenon: every sequence generated by this process rapidly converges to a stable 2-cycle (a pair of numbers that repeat indefinitely).The study provides:A formal definition and theoretical analysis of the transformation.Computational evidence for all multiples of nine up to 100,000, showing that no sequence diverges or forms longer cycles.Visualizations in the form of directed graphs, illustrating how all trajectories are funneled into distinct 2-cycles.A proof outline explaining why only 2-cycles can exist for this transformation on multiples of nine.A comprehensive literature review situating this work within the context of digital root dynamics, automata theory, and number theory.This discovery uncovers a hidden self-organizing structure in the arithmetic of multiples of nine and opens new avenues for research in digit-based dynamical systems. The paper is suitable for researchers in mathematics, dynamical systems, and computational number theory, as well as educators interested in visual and algorithmic explorations of number patterns.
DOI: 10.6084/m9.figshare.30090316
title: ablation_study.png

description: ablation_studyPO
DOI: 10.6084/m9.figshare.30090316.v1
title: ablation_study.png

description: ablation_studyPO
DOI: 10.17909/1bgd-mf94
title: F11119+3257 MIRI MRS

description: MIRI MRS observations of F11119+3257
DOI: 10.15468/dl.6zb5bn
title: Occurrence Download

description: A dataset containing 1151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.28.9_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 1151 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046685-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8snnp
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuphea hyssopifolia",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046686-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxm68c
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuphea hyssopifolia",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046688-250827131500795/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.30090295
title: Fungal planet - September 2015 <b><i>Hypoxylon azoricum</i></b><b> </b>De la Peña-Lastra & A.<b> </b>Mateos, <b><i>sp. nov</i></b><b>.</b>

description: Alignment of a new species of filamentous fungus
DOI: 10.6084/m9.figshare.30090295.v1
title: Fungal planet - September 2015 <b><i>Hypoxylon azoricum</i></b><b> </b>De la Peña-Lastra & A.<b> </b>Mateos, <b><i>sp. nov</i></b><b>.</b>

description: Alignment of a new species of filamentous fungus
DOI: 10.25345/c5pn8xt83
title: MassIVE MSV000099115 - Protein Large language models can predict Flavivirus protease target specificity
title: Viral proteases are essential enzymes in many viral strains, playing a crucial role in the viral replication cycle. They are key targets for antiviral drug development and have significant implications for viral pathogenesis. To address the issue of Flavivirus protease substrate promiscuity, Yellow Fever virus protease (YFP), West Nile Virus Protease (WNP), Zika virus protease (ZVP), Usutu Virus Protease (UVP) and Rocio Virus Protease (RVP) were recombinantly expressed in E. coli BL21(DE3) and purified. Mass spectrometric proteomic identification of protease cleavage sites (PICS) was performed using peptide libraries derived from a murine cell line lysate. A surprisingly high promiscuity in protease substrate specificity was detected for all five viral proteases, with recurrency of arginine in the P1 position. Using homology modelling, specific subsites could be identified. However, the promiscuity of peptide binding was difficult to elucidate from these models. For these reasons, the ProtTrans protein language model (pLM) was used and fine-tuned with the obtained peptide sequences. The ProtTrans T5-Encoder model, originally trained to predict same protein-chain amino-acids using a huge size of protein sequence data, when fine-tuned with target peptides from the PICS experiments and decoy peptides, could classify each of these groups with up to 76 % test-set accuracy. Dimensionality reduction indicated that the T5 embeddings could indeed contain reminiscent information, which was useful for recognizing protein-peptide interactions. These results confirm the usefulness of pLMs for the prediction of protein-protein interactions, and thus have important implications for antiviral drug design.
DOI: 10.7910/dvn/xicytk
title: Gridded Population of the World, Version 3 (GPWv3): Population Density Grid, Future Estimates

description: The Gridded Population of the World, Version 3 (GPWv3): Population Density Grid, Future EstimatesFuture Estimates consists of estimates of human population for the years 2005, 2010, and 2015 by 2.5 arc-minute grid cells. A proportional allocation gridding algorithm, utilizing more than 300,000 national and sub-national administrative units, is used to assign population values to grid cells. The future estimate population values are extrapolated based on a combination of subnational growth rates from census dates and national growth rates from United Nations statistics. All of the grids have been adjusted to match United Nations national level population estimates. The population density grids are derived by dividing the population count grids by the land area grid and represent persons per square kilometer. The grids are available in various GIS-compatible data formats and geographic extents (global, continent [Antarctica not included], and country levels). GPWv3 is produced by the Columbia University Center for International Earth Science Information Network (CIESIN) in collaboration with Centro Internacional de Agricultura Tropical (CIAT).
description: To provide a time series of raster data on population projected to the year 2015 to facilitate data integration.
DOI: 10.15468/dl.q6z2zr
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parasesarma catenatum"
 ]
}

 The dataset includes 72 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046689-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4gd3q
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parasesarma continentale"
 ]
}

 The dataset includes 362 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046691-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyp9eh
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parasesarma darwinense"
 ]
}

 The dataset includes 90 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046692-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unr588
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuphea hyssopifolia",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046693-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4maya
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Astianthus viminalis ",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046634-250827131500795/datasets/export for details.
DOI: 10.6084/m9.figshare.30090196.v2
title: Digit Sum Parity Cycles

description: This paper investigates a novel digit-based iterative process on the integers, called the digit-sum parity transformation. For any integer ( n ), the transformation computes the sum of its digits ( s(n) ) and then applies ( f(n) = n + s(n) ) if ( n ) is odd, or ( f(n) = n - s(n) ) if ( n ) is even. Focusing on multiples of nine, the research combines computational experiments, mathematical analysis, and data visualization to reveal a remarkable phenomenon: every sequence generated by this process rapidly converges to a stable 2-cycle (a pair of numbers that repeat indefinitely).The study provides:A formal definition and theoretical analysis of the transformation.Computational evidence for all multiples of nine up to 100,000, showing that no sequence diverges or forms longer cycles.Visualizations in the form of directed graphs, illustrating how all trajectories are funneled into distinct 2-cycles.A proof outline explaining why only 2-cycles can exist for this transformation on multiples of nine.A comprehensive literature review situating this work within the context of digital root dynamics, automata theory, and number theory.This discovery uncovers a hidden self-organizing structure in the arithmetic of multiples of nine and opens new avenues for research in digit-based dynamical systems. The paper is suitable for researchers in mathematics, dynamical systems, and computational number theory, as well as educators interested in visual and algorithmic explorations of number patterns.
DOI: 10.5281/zenodo.17059965
title: Georeferenced Occurrences and Environmental Data for Atheris spp. (Viperidae) Across Sub-Saharan Africa

description: This dataset provides georeferenced occurrence records for Atheris spp. (Viperidae) across Sub-Saharan Africa, compiled from research-grade observations on iNaturalist. Each record includes observation ID, full coordinates in decimal degrees (WGS84), observer comments, and environmental variables including biome, habitat type, climate classification, forest cover, and canopy coverage. The dataset is intended as a standardized, reproducible resource for ecological and conservation research on Atheris species. Users are encouraged to cite this dataset when using it.
DOI: 10.5281/zenodo.17069325
title: Georeferenced Occurrences and Environmental Data for Atheris spp. (Viperidae) Across Sub-Saharan Africa

description: This dataset provides georeferenced occurrence records for Atheris spp. (Viperidae) across Sub-Saharan Africa, compiled from research-grade observations on iNaturalist. Each record includes observation ID, full coordinates in decimal degrees (WGS84), observer comments, and environmental variables including biome, habitat type, climate classification, forest cover, and canopy coverage. The dataset is intended as a standardized, reproducible resource for ecological and conservation research on Atheris species. Users are encouraged to cite this dataset when using it.
DOI: 10.6084/m9.figshare.30090334
title: ablation_study.png

description: ablation_studyMR
DOI: 10.6084/m9.figshare.30090334.v1
title: ablation_study.png

description: ablation_studyMR
DOI: 10.15468/dl.csk9w8
title: Occurrence Download

description: A dataset containing 363202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "OccurrenceStatus is Present",
 "TaxonKey is Characidae"
 ]
}

 The dataset includes 363202 records from 510 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046602-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39qrzb
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sida coradinii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046694-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25773/1f50-3592
title: GIS Data: 2025 York County, Virginia. Shoreline Inventory, Coastal Natural Buffers, & Marsh Migration Corridors
DOI: 10.6084/m9.figshare.28714796
title: Accelerated evolution increased craniofacial divergence between humans and great apes

description: The level of anatomical diversity of hominids (the group that includes great apes and humans) is much higher than that of their sister group, the hylobatids (also known as gibbons or lesser apes) despite the similar timeline of diversification and a similar level of genetic differentiation between the two clades. To shed light on the evolutionary dynamics shaping these varying levels of craniofacial diversity, we used 3D high-density geometric morphometric approaches and phylogenetic comparative methods. We show that neurocranial diversity exceeds that expected from neutral evolution in the great apes with respect to the gibbons, whereas facial diversity does not. These results indicate that neurocranial diversity across the great apes has been shaped by genus-specific neurocognitive, social, or ecological selective pressures that are not observed in the gibbons, whose neurocranial diversity is constrained by stabilising selection and gene flow. However, facial diversity results from similar evolutionary dynamics across both clades. Within this general pattern of differences and similarities between the great and lesser apes, humans emerge as the only species that consistently shows the highest evolutionary rate across almost all craniofacial regions in both males and females, thus pointing to strong human-specific selective pressures in neurocranial and facial evolution.
DOI: 10.6084/m9.figshare.28714796.v1
title: Accelerated evolution increased craniofacial divergence between humans and great apes

description: The level of anatomical diversity of hominids (the group that includes great apes and humans) is much higher than that of their sister group, the hylobatids (also known as gibbons or lesser apes) despite the similar timeline of diversification and a similar level of genetic differentiation between the two clades. To shed light on the evolutionary dynamics shaping these varying levels of craniofacial diversity, we used 3D high-density geometric morphometric approaches and phylogenetic comparative methods. We show that neurocranial diversity exceeds that expected from neutral evolution in the great apes with respect to the gibbons, whereas facial diversity does not. These results indicate that neurocranial diversity across the great apes has been shaped by genus-specific neurocognitive, social, or ecological selective pressures that are not observed in the gibbons, whose neurocranial diversity is constrained by stabilising selection and gene flow. However, facial diversity results from similar evolutionary dynamics across both clades. Within this general pattern of differences and similarities between the great and lesser apes, humans emerge as the only species that consistently shows the highest evolutionary rate across almost all craniofacial regions in both males and females, thus pointing to strong human-specific selective pressures in neurocranial and facial evolution.
DOI: 10.15468/dl.rsgsg8
title: Occurrence Download

description: A dataset containing 586307 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Insect Species Occurrence Data from Multiple Projects Worldwide with Focus on Bees and Wasps in North America"
 ]
}

 The dataset includes 586307 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046670-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/5zxm-mq78
title: F05189-2524 MIRI MRS

description: MIRI MRS observations of F05189-2524
DOI: 10.15468/dl.e6x5b5
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "CoordinateUncertaintyInMeters 0.0-100.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Carya aquatica"
 ]
}

 The dataset includes 224 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046700-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzrpdm
title: Occurrence Download

description: A dataset containing 15685 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falco tinnunculus",
 "HasCoordinate is true",
 "Country is Ireland"
 ]
}

 The dataset includes 15685 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046696-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fs933e
title: Occurrence Download

description: A dataset containing 852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Pl@ntNet automatically identified occurrences, Pl@ntNet observations)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Liriope muscari"
 ]
}

 The dataset includes 852 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046699-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gx2w74
title: Occurrence Download

description: A dataset containing 164135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-104.96058 21.07087,-104.87797 21.28767,-104.99423 21.39596,-104.98811 21.48424,-105.15638 21.56393,-105.24816 21.36462,-105.22675 21.15649,-104.96058 21.07087)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Aves, Mammalia, Amphibia, Reptilia, Reptilia, Reptilia, Reptilia)"
 ]
}

 The dataset includes 164135 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046643-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17088481
title: Metadata
DOI: 10.5281/zenodo.17088482
title: Metadata