cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15161124
title: Egg volumes of Parus major in Sagunto Valencia Spain from 1988-1994
title: And R scripts used for analyzing the role of egg laying order as a predictor of egg volume

description: These files are associated with the analyses contained in the preprintSocias-Martínez, L., Álvarez, E., Peckre, L. R., & Barba, E. (2025). Unveiling clutch investment strategies in birds: A case study on great tits using generalized additive models (Versión 1). Zenodo. https://doi.org/10.5281/zenodo.14892366

What: It contains measurements of egg volume from individual eggs collected in a population of Great tits (Parus major) and the R scripts used to fit, evaluate, plot predictions against original data and evaluate the autocorrelation in residuals with use of custom functions for all Generalised additive models used in the preprint.Who: Emilio Barba measured all eggs and Emilio Barba (Universitat de Valencia, Cavanilles Institute for Evolutionary Biology, Spain) and Elena Álvarez (same affiliation) curated the dataset. Lluís Socias-Martínez (INU Champollion, France) created the data files and the R scripts used in the preprint from the database that Emilio and Elena curated.When: 1988-1994 Where: Sagunto, Valencia, Spain.
DOI: 10.5281/zenodo.15161123
title: Egg volumes of Parus major in Sagunto Valencia Spain from 1988-1994
title: And R scripts used for analyzing the role of egg laying order as a predictor of egg volume

description: These files are associated with the analyses contained in the preprintSocias-Martínez, L., Álvarez, E., Peckre, L. R., & Barba, E. (2025). Unveiling clutch investment strategies in birds: A case study on great tits using generalized additive models (Versión 2). Zenodo. https://doi.org/10.5281/zenodo.14892366

What: It contains measurements of egg volume from individual eggs collected in a population of Great tits (Parus major) and the R scripts used to fit, evaluate, plot predictions against original data and evaluate the autocorrelation in residuals with use of custom functions for all Generalised additive models used in the preprint.Who: Emilio Barba measured all eggs and Emilio Barba (Universitat de Valencia, Cavanilles Institute for Evolutionary Biology, Spain) and Elena Álvarez (same affiliation) curated the dataset. Lluís Socias-Martínez (INU Champollion, France) created the data files and the R scripts used in the preprint from the database that Emilio and Elena curated.When: 1988-1994 Where: Sagunto, Valencia, Spain.
DOI: 10.5281/zenodo.15629320
title: Egg volumes of Parus major in Sagunto Valencia Spain from 1988-1994
title: And R scripts used for analyzing the role of egg laying order as a predictor of egg volume

description: These files are associated with the analyses contained in the preprintSocias-Martínez, L., Álvarez, E., Peckre, L. R., & Barba, E. (2025). Unveiling clutch investment strategies in birds: A case study on great tits using generalized additive models (Versión 2). Zenodo. https://doi.org/10.5281/zenodo.14892366

What: It contains measurements of egg volume from individual eggs collected in a population of Great tits (Parus major) and the R scripts used to fit, evaluate, plot predictions against original data and evaluate the autocorrelation in residuals with use of custom functions for all Generalised additive models used in the preprint.Who: Emilio Barba measured all eggs and Emilio Barba (Universitat de Valencia, Cavanilles Institute for Evolutionary Biology, Spain) and Elena Álvarez (same affiliation) curated the dataset. Lluís Socias-Martínez (INU Champollion, France) created the data files and the R scripts used in the preprint from the database that Emilio and Elena curated.When: 1988-1994 Where: Sagunto, Valencia, Spain.
DOI: 10.15468/dl.etgxwb
title: Occurrence Download

description: A dataset containing 5115 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is IBF Monitoring of Lichens"
 ]
}

 The dataset includes 5115 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032600-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvnu67
title: Occurrence Download

description: A dataset containing 1240 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lemur catta Linnaeus, 1758"
 ]
}

 The dataset includes 1240 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032601-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18167/dvn1/cfqnug
title: Raw data on the fitness of Tuta absoluta and Nesidiocoris tenuis and predation at different temperatures and associated R code for model-based exploration of predator-prey dynamics

description: This dataset provides the results of several laboratory experiments in climatic chambers to assess longevity, mortality and fecundity of Tuta absoluta and Nesidiocoris tenuis from Senegalese populations under different temperature regimes. The R code provides the discrete-time stochastic individual-based model used to study predator-prey dynamics under different temperature regimes. Data and R code are presented in the article Predicting biological control performance under global change using model-based exploration of predator-prey dynamics.
DOI: 10.15468/dl.zjcxtn
title: Occurrence Download

description: A dataset containing 8903 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Human Observation, Specimen, Occurrence evidence, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Acipenser baerii Brandt, 1869, Acipenser dabryanus Duméril, 1869, Acipenser brevirostrum Lesueur, 1818, Acipenser fulvescens Rafinesque, 1817, Acipenser gueldenstaedtii Brandt & Ratzeburg, 1833, Acipenser medirostris Ayres, 1854, Acipenser mikadoi Hilgendorf, 1892, Acipenser naccarii Bonaparte, 1836, Acipenser nudiventris Lovetsky, 1828, Acipenser oxyrinchus Mitchill, 1815, Acipenser persicus Borodin, 1897, Acipenser ruthenus Linnaeus, 1758, Acipenser schrenckii Brandt, 1869, Acipenser sinensis Gray, 1835, Acipenser stellatus Pallas, 1771, Acipenser sturio Linnaeus, 1758, Acipenser transmontanus Richardson, 1836, Huso dauricus (Georgi, 1775), Huso huso (Linnaeus, 1758), Polyodon spathula (Walbaum, 1792), Psephurus gladius (Martens, 1862), Pseudoscaphirhynchus fedtschenkoi (Kessler, 1872), Pseudoscaphirhynchus hermanni (Kessler, 1877), Pseudoscaphirhynchus kaufmanni (Kessler, 1877), Scaphirhynchus albus (Forbes & Richardson, 1905), Scaphirhynchus platorynchus (Rafinesque, 1820), Scaphirhynchus suttkusi Williams & Clemmer, 1991)"
 ]
}

 The dataset includes 8903 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032603-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbhx3h
title: Occurrence Download

description: A dataset containing 518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-12.78175 7.40062,142.78175 7.40062,142.78175 69.59938,-12.78175 69.59938,-12.78175 7.40062))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Caragana korshinskii Kom."
 ]
}

 The dataset includes 518 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032604-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgp476
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capensibufo deceptus Channing, Measey, De Villiers, Turner & Tolley, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032602-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9grw5
title: Occurrence Download

description: A dataset containing 518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-12.78175 7.40062,142.78175 7.40062,142.78175 69.59938,-12.78175 69.59938,-12.78175 7.40062))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Caragana korshinskii Kom."
 ]
}

 The dataset includes 518 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032607-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wn2qy3
title: Occurrence Download

description: A dataset containing 1240 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lemur catta Linnaeus, 1758"
 ]
}

 The dataset includes 1240 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032606-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15629396
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250610h Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250610h Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15629397
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250610h Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250610h Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.7ytmhj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capensibufo deceptus Channing, Measey, De Villiers, Turner & Tolley, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032608-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xf6d2k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capensibufo deceptus Channing, Measey, De Villiers, Turner & Tolley, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032610-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xpskzm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capensibufo magistratus Channing, Measey, De Villiers, Turner & Tolley, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032611-250525065834625/datasets/export for details.
DOI: 10.15468/dl.3ae7xd
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kadsura propinqua Wall."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032612-250525065834625/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/12116351
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.j8q6jb
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphaerostema propinquum (Wall.) Blume"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032613-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hvhp7
title: Occurrence Download

description: A dataset containing 994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.78079 42.45486,1.81408 42.45607,1.80996 42.46609,1.80352 42.47232,1.80088 42.47552,1.78079 42.47598,1.78079 42.45486))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 994 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032615-250525065834625/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.29278046
title: Semi-structured interviews with caregivers

description: Semi-structured interviews of 11 caregivers in Limpopo Province regarding their perceptions on the supported provided by special schools for their children with physical disabilities.
DOI: 10.6084/m9.figshare.29278046.v1
title: Semi-structured interviews with caregivers

description: Semi-structured interviews of 11 caregivers in Limpopo Province regarding their perceptions on the supported provided by special schools for their children with physical disabilities.
DOI: 10.6084/m9.figshare.28673540.v2
title: Training data, trained models and other required files for 'A User-Tunable Machine Learning Framework for Step-Wise Synthesis Planning'.

description: We introduce MHNpath, a machine learning-driven retrosynthetic tool designed for computer-aided synthesis planning. Leveraging modern Hopfield networks and novel comparative metrics, MHNpath efficiently prioritizes reaction templates, improving the scalability and accuracy of retrosynthetic predictions. The tool incorporates a tunable scoring system that allows users to prioritize pathways based on cost, reaction temperature, and toxicity, thereby facilitating the design of greener and cost-effective reaction routes. We demonstrate its effectiveness through case studies involving complex molecules from ChemByDesign, showcasing its ability to predict novel synthetic and enzymatic pathways. Furthermore, we benchmark MHNpath against existing frameworks, replicating experimentally validated "gold-standard" pathways from PaRoutes. Our case studies reveal that the tool can generate shorter, cheaper, moderate-temperature routes employing green solvents, as exemplified by compounds such as dronabinol, arformoterol, and lupinine.<br>Paper: https://arxiv.org/abs/2504.02191<br>Code and instructions to use this data: https://github.com/MSRG/mhnpath
DOI: 10.15468/dl.3bd6up
title: Occurrence Download

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

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032616-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbq5ut
title: Occurrence Download

description: A dataset containing 618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Poecile hypermelaenus Berezowski & Bianchi, 1891"
 ]
}

 The dataset includes 618 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032618-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43uj6n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capensibufo magistratus Channing, Measey, De Villiers, Turner & Tolley, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032617-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15433044
title: Unprecedented Lifetime Exposure to Climate Extreme - Application to Japan

description: Dataset created for a journalist from Nikkei (Japan). This dataset calculates unprecedented lifetime exposure to climate extremes based on the "lifetime exposure to climate extreme" framework (see Thiery et al. (2021), Grant et al. (2025)), for six different climate extremes in Japan.
DOI: 10.5281/zenodo.15629387
title: Unprecedented and Cumulative Lifetime Exposure to Climate Extreme - Application to Japan

description: Dataset created for a journalist from Nikkei (Japan). This dataset contains the unprecedented lifetime exposure to climate extremes based on the "lifetime exposure to climate extremes" framework (see Grant et al. (2025)), for six different types of climate extremes in Japan.

It also includes the absolute values of cumulative lifetime exposure to climate extremes (see Thiery et al.(2021)) for both Japan and the South Asia and Pacific region. A separate README file is provided to guide the analysis of the cumulative lifetime exposure results.
DOI: 10.5281/zenodo.15629452
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250610h Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250610h Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15629453
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250610h Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250610h Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.nmz5tj
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schisandra axillaris (Blume) Hook.fil. & Thomson"
 ]
}

 The dataset includes 66 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032619-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4k8xcg
title: Occurrence Download

description: A dataset containing 1240 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lemur catta Linnaeus, 1758"
 ]
}

 The dataset includes 1240 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032620-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wdd7d
title: Occurrence Download

description: A dataset containing 2827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Poecile montanus (Conrad von Baldenstein, 1827)"
 ]
}

 The dataset includes 2827 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032621-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hxext
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capensibufo magistratus Channing, Measey, De Villiers, Turner & Tolley, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032622-250525065834625/datasets/export for details.
DOI: 10.15468/dl.kum774
title: Occurrence Download

description: A dataset containing 148364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.24_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 148364 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032579-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.