cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr36751.v1
title: Afrobarometer Round 6: The Quality of Democracy and Governance in Swaziland, 2015
title: Version 1

description: The Afrobarometer is a comparative series of public attitude surveys that collects and disseminates data regarding Africans' views on democracy, governance, the economy, civil society, and related issues. This particular data collection was concerned with the attitudes and opinions of the citizens of Swaziland, and also includes a number of "country-specific questions" designed specifically for the Swaziland survey.
The data are collected from nationally representative samples in face-to-face interviews in the language of the respondent's choice. Standard topics for the Afrobarometer include attitudes toward and evaluations of democracy, governance and economic conditions, political participation, and national identity. In addition, Round 6 surveys included special modules on taxation; tolerance; crime, conflict and insecurity; political corruption; interregional relations; perceptions of China; use of technology; and social service delivery.
The surveys also collect a large set of socio-demographic indicators such as age, gender, education level, poverty level, language and ethnicity, and religious affiliation, as well as political party affiliation. Afrobarometer Round 6 surveys were implemented in 36 countries.
description: The data are not weighted. However, this collection contains the weight variable WITHINWT, that should be used in any analysis. This weight was created to account for individual selection probabilities.
description: Response Rates: 65.5%
description: The Afrobarometer uses a clustered, stratified, multi-stage, area probability sample design. The sample is designed as a representative cross-section of all citizens of voting age in a given country. The goal is to give every adult citizen an equal and known chance of selection for interview. This objective is reached by (a) strictly applying random selection methods at every stage of sampling and by (b) applying sampling with probability proportionate to population size wherever possible. A randomly selected sample of 1,200 cases allows inferences to national adult populations with a margin of sampling error of no more than plus or minus 3 percent with a confidence level of 95 percent. If the sample size is increased to 2,400, the confidence interval shrinks to plus or minus 2 percent.
For more information on sampling, please refer to the sampling principles page of the Afrobarometer Web site.
description: Datasets: 
DS1: Afrobarometer Round 6: The Quality of Democracy and Governance in Swaziland, 2015
description: Citizens aged 18 years or older, excluding institutionalized populations. Smallest Geographic Unit: Region
description: face-to-face interview; paper and pencil interview (PAPI)Additional information on the Afrobarometer Survey can be found on the Afrobarometer Web site.
DOI: 10.15468/dl.cvsnjn
title: Occurrence Download

description: A dataset containing 11174165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Muhlenbergia frondosa (Poir.) Fernald, Muhlenbergia racemosa (Michx.) Britton, Sterns & Poggenb., Muhlenbergia schreberi J.F.Gmel., Muhlenbergia sylvatica Torr., Muhlenbergia uniflora (Muhl.) Fernald, Muhlenbergia wrightii Vasey ex J.M.Coult., Myosotis laxa (Sam.) Hyl. ex Nordh., Myosotis verna Nutt., Ranunculaceae, Ranunculus sessilis (S.Watson) Christenh. & Byng, Myriophyllum heterophyllum Michx., Myriophyllum hippuroides Nutt. ex Torr. & A.Gray, Myriophyllum humile (Raf.) Morong, Myriophyllum pinnatum (Walter) Britton, Sterns & Poggenb., Myriophyllum quitense Kunth, Myriophyllum sibiricum Kom., Myriophyllum verticillatum L., Najas flexilis (Willd.) Rostk. & W.L.E.Schmidt, Najas gracillima (A.Braun ex Engelm.) Magnus, Napaea dioica L., Narcissus ×compressus Haw., Narcissus ×incomparabilis Mill., Narcissus ×medioluteus Mill., Nassella chilensis (Trin.) É.Desv., Nassella leucotricha (Trin. & Rupr.) R.W.Pohl, Nassella tenuissima (Trin.) Barkworth, Nassella viridula (Trin.) Barkworth, Nasturtium gambelii (S.Watson) O.E.Schulz, Navarretia leucocephala Benth., Navarretia intertexta subsp. propinqua (Suksd.) A.G.Day, Nelsonia canescens (Lam.) Spreng., Nelumbo lutea (Willd.) Pers., Nemophila maculata Benth. ex Lindl., Nemophila phacelioides Barton, Neogaerrhinum filipes (A.Gray) Rothm., Neokochia californica (S.Watson) G.L.Chu & S.C.Sand., Neottia cordata (L.) Rich., Nepeta ×faassenii Bergmans ex Stearn, Nephrolepis exaltata (L.) Schott, Neptunia plena (L.) Benth., Neptunia pubescens Benth., Nerisyrenia camporum (A.Gray) Greene, Nicotiana obtusifolia M.Martens & Galeotti, Nicotiana quadrivalvis Pursh, Nicotiana repanda Willd. ex Lehm., Nonea rosea (M.Bieb.) Link, Nonea vesicaria (L.) Rchb., Microseris cuspidata (Pursh) Sch.Bip., Nothoscordum bivalve (L.) Britton, Nuphar advena (Aiton) Aiton)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11174165 records from 6984 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011870-250402121839773/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.27966039
title: Genome assembly and annotation of the allotetraploid wild grass <i>Aegilops ventricosa</i> RM271

description: Genome assembly and annotation of the allotetraploid wild grass <i>Aegilops ventricosa</i><i> </i>RM271, which has been published in https://doi.org/10.1016/j.xplc.2024.101131. All the raw sequencing data for <i>Ae. ventricosa</i> RM271 are available in the National Genomics Data Center (https://ngdc.cncb.ac.cn/?lang=en) under BioProject numbers PRJCA018801 (https://ngdc.cncb.ac.cn/bioproject/browse/PRJCA018801).
DOI: 10.15468/dl.prqnvf
title: Occurrence Download

description: A dataset containing 14670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 {
 "or" : [
 "Geometry POLYGON((110 40,115 40,115 45,110 45,110 40))",
 "Geometry POLYGON((110 45,120 45,120 55,110 55,110 45))"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 14670 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019382-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcgddv
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia obovata Thunb.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Living Specimen"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019383-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.797kff
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jaydia lineata (Temminck & Schlegel, 1842)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 299 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019384-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k9kkd
title: Occurrence Download

description: A dataset containing 3846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perna Philipsson, 1788",
 "Year 1980-2024"
 ]
}

 The dataset includes 3846 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019385-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqtu7d
title: Occurrence Download

description: A dataset containing 0 records in GBIF matching the query:
SELECT "year", GBIF_EEARGCode(1000, decimalLatitude, decimalLongitude, COALESCE(coordinateUncertaintyInMeters, 1000)) AS eeaCellCode, speciesKey, species, establishmentMeans, degreeOfEstablishment, pathway, COUNT(*) AS occurrences,COUNT(DISTINCT recordedBy) AS distinctObservers FROM occurrence WHERE (GBIF_Within('POLYGON((4.08997 49.82741, 4.90937 49.82741, 4.90937 50.19738,4.08997 50.19738, 4.08997 49.82741))', decimalLatitude, decimalLongitude) = True OR GBIF_Within('POLYGON((5.39117 50.79687, 5.80176 50.79687, 5.80176 51.09087, 5.39117 51.09087, 5.39117 50.79687))', decimalLatitude, decimalLongitude) = True) AND occurrenceStatus = 'PRESENT' AND hasCoordinate = TRUE AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND NOT ARRAY_CONTAINS (issue, 'COORDINATE_INVALID') AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND "year" IS NOT NULL AND orderKey IN (727) GROUP BY "year", eeaCellCode, speciesKey, species, establishmentMeans, degreeOfEstablishment, pathway ORDER BY "year" DESC, eeaCellCode ASC, speciesKey ASC

 The dataset's 0 records were derived from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019359-241126133413365/datasets/export for details.
DOI: 10.15468/dl.7vtxu6
title: Occurrence Download

description: A dataset containing 85609 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megalops atlanticus Valenciennes, 1847"
 ]
}

 The dataset includes 85609 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019381-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18112/openneuro.ds004332.v1.2.0
title: Datasets with and without deliberate head movements for evaluating the performance of markerless prospective motion correction and selective reacquisition in a general clinical protocol for brain MRI
DOI: 10.22000/s2myp3gw533d4vq0
title: A Versatile Flow Reactor Platform for Machine Learning Guided RAFT Synthesis and Amidation of Poly(pentafluorophenyl acrylate)
DOI: 10.15468/dl.du9d5r
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apogon lineatus Temminck & Schlegel, 1842",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 94 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019387-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dejp4p
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.95693 45.32512,6.17878 45.06129,6.3313 45.18196,6.44223 45.32837,6.48383 45.44523,6.46996 45.58449,6.4145 45.66853,6.3313 45.63945,6.20651 45.57478,6.04012 45.50032,5.99853 45.42252,5.95693 45.32512))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lagopus muta (Montin, 1781)"
 ]
}

 The dataset includes 180 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019388-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upct92
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia salicifolia (Siebold & Zucc.) Maxim.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Living Specimen"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019389-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2d26k
title: Occurrence Download

description: A dataset containing 29480 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((110 35,115 35,115 40,110 40,110 35))",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 29480 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019390-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pqhre
title: Occurrence Download

description: A dataset containing 27149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sebastes elongatus Ayres, 1859",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27149 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019392-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22000/tmd8sges0mdjh9g3
title: Azobenzene-enhanced 3D printed complex hydrogels: Unlocking light and pH responsiveness in Polyelectrolyte-based networks
DOI: 10.18112/openneuro.ds004332.v1.1.4
title: Datasets with and without deliberate head movements for evaluating the performance of markerless prospective motion correction and selective reacquisition in a general clinical protocol for brain MRI
DOI: 10.22000/4bh51mv09m2hr1b2
title: Inverse Vulcanization of All-cis-fluorinated Cyclohexylacrylate: Tailored Polymer Design for Li-S Battery Cathode Materials
DOI: 10.15468/dl.vpar9f
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypoatherina valenciennei (Bleeker, 1854)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 115 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019394-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7vre4
title: Occurrence Download

description: A dataset containing 85609 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megalops atlanticus Valenciennes, 1847"
 ]
}

 The dataset includes 85609 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019391-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14267549
title: CofeXHug: A curated dataset of HuggingFace pre-trained models exploited in the GitHub ecosystem

description:  Pre-trained models (PTMs) are becoming increasingly popular in the software engineering community. Their usage is facilitated by model repositories, e.g., HuggingFace, which collect, store, and maintain a wide range of PTMs. However, the actual adoption of these models in real-world projects is still an open question. In particular, many of them are used in toy projects or simply as a mirror for the HF repository. Thus, we see the need for a curated codebase related to PTMs to support developers and practitioners who are interested in using them in their projects.This artifact contains CodeXHug, a curated dataset of HuggingFace PTMs exploited in the GitHub ecosystem. Starting from the latest HF dump, we first conduct a data curation to collect PTMs with a tag and a model card. Then, the GitHub platform has been queried to find actual usages of the identified PTMs, resulting in 7,325 different models and 372,063 Python files. We also present a statistical analysis of the dataset, highlighting the most popular PTMs and the most common tasks for which they are used. Finally, we discuss the research opportunities enabled by CodeXHug and the implications of our findings for the software engineering community.
DOI: 10.5281/zenodo.14267550
title: CofeXHug: A curated dataset of HuggingFace pre-trained models exploited in the GitHub ecosystem

description:  Pre-trained models (PTMs) are becoming increasingly popular in the software engineering community. Their usage is facilitated by model repositories, e.g., HuggingFace, which collect, store, and maintain a wide range of PTMs. However, the actual adoption of these models in real-world projects is still an open question. In particular, many of them are used in toy projects or simply as a mirror for the HF repository. Thus, we see the need for a curated codebase related to PTMs to support developers and practitioners who are interested in using them in their projects.This artifact contains CodeXHug, a curated dataset of HuggingFace PTMs exploited in the GitHub ecosystem. Starting from the latest HF dump, we first conduct a data curation to collect PTMs with a tag and a model card. Then, the GitHub platform has been queried to find actual usages of the identified PTMs, resulting in 7,325 different models and 372,063 Python files. We also present a statistical analysis of the dataset, highlighting the most popular PTMs and the most common tasks for which they are used. Finally, we discuss the research opportunities enabled by CodeXHug and the implications of our findings for the software engineering community.
DOI: 10.15468/dl.babxrj
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia stellata (Siebold & Zucc.) Maxim.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Living Specimen"
 ]
}

 The dataset includes 32 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019395-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6x3za
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina bleekeri Günther, 1861",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019396-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34943/b66acaca-4bbb-454c-b29d-faa9c20921e8
title: Port Renfrew Accelerometer Deployed 2022-11-24

description: The Nanometrics Titan SMA (S/N 001683) was deployed on 2022-11-24 at Port Renfrew. Port Renfrew is a community on the west coast of Vancouver Island, British Columbia. This device is a Accelerometer. Accelerometers are instruments that measure accelerations. Acceleration can be static such as gravity pulling objects toward the earth, or dynamic as caused by oscillatory movements of the instrument. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.15468/dl.u4ejkt
title: Occurrence Download

description: A dataset containing 502439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ranunculus L., Lamium album L., Crataegus L., Rubus fruticosus L., Taraxacum officinale Weber, Lavandula angustifolia Mill., Lavandula angustifolia Bubani, 1897, Heracleum sphondylium L., Centaurea scabiosa L., Centaurea nigra L., Trifolium repens L., Senecio jacobaea Loscos & Pardo, Senecio jacobaea Brot. ex Willk. & Lange, 1865, Calluna vulgaris (L.) Hull, Cirsium Mill., Carduus L., Buddleja L., Hedera helix L.)",
 "Year 2014-2024"
 ]
}

 The dataset includes 502439 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019355-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fchwd9
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia virginiana L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Living Specimen"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019397-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3nyxq
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saurida elongata (Temminck & Schlegel, 1846)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 315 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019398-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2kqb0n
title: CCDC 2374941: Experimental Crystal Structure Determination

description: Related Article: Clara Mañas, Belén Ibarra, Estíbaliz Merino|2024|Org.Chem.Front.|11|6974|doi:10.1039/D4QO01606H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kqb1p
title: CCDC 2374942: Experimental Crystal Structure Determination

description: Related Article: Clara Mañas, Belén Ibarra, Estíbaliz Merino|2024|Org.Chem.Front.|11|6974|doi:10.1039/D4QO01606H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kqb2q
title: CCDC 2374943: Experimental Crystal Structure Determination

description: Related Article: Clara Mañas, Belén Ibarra, Estíbaliz Merino|2024|Org.Chem.Front.|11|6974|doi:10.1039/D4QO01606H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.