cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4121/774af81b-87e9-4c5f-88ea-9a57b070938a
title: Code for the research "FTA: Stealthy and Adaptive Backdoor Attack with Flexible Triggers on Federated Learning"

description: This research aims to investigate the vulnerabilities of existing federated learning frameworks against backdoor attacks and to develop a novel backdooring approach. The study focuses on advancing a new technology in this area. The research uses textual data, with all data (i.e., source code) being independently developed.
DOI: 10.4121/774af81b-87e9-4c5f-88ea-9a57b070938a.v1
title: Code for the research "FTA: Stealthy and Adaptive Backdoor Attack with Flexible Triggers on Federated Learning"

description: This research aims to investigate the vulnerabilities of existing federated learning frameworks against backdoor attacks and to develop a novel backdooring approach. The study focuses on advancing a new technology in this area. The research uses textual data, with all data (i.e., source code) being independently developed.
DOI: 10.34740/kaggle/dsv/11866607
title: Retail Store Inventory and Demand Forecasting
DOI: 10.4121/d671980c-4b9f-4f4c-bd95-3120d694990a
title: Experimental results for the publication "Stealthy Backdoor Attack against Federated Learning through Frequency Domain by Backdoor Neuron Constraint and Model Camouflage"

description: This research aims to investigate the vulnerabilities of existing federated learning frameworks against backdoor attacks and to develop a novel backdooring approach. The study focuses on advancing a new technology in this area. The data is produced by the research program, with all data being collected by scripts.
DOI: 10.4121/d671980c-4b9f-4f4c-bd95-3120d694990a.v1
title: Experimental results for the publication "Stealthy Backdoor Attack against Federated Learning through Frequency Domain by Backdoor Neuron Constraint and Model Camouflage"

description: This research aims to investigate the vulnerabilities of existing federated learning frameworks against backdoor attacks and to develop a novel backdooring approach. The study focuses on advancing a new technology in this area. The data is produced by the research program, with all data being collected by scripts.
DOI: 10.15468/dl.4a9w97
title: Occurrence Download

description: A dataset containing 351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Melanoxylon Schott"
 ]
}

 The dataset includes 351 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006413-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc4y9m
title: Occurrence Download

description: A dataset containing 10651354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Turdus fuscater gigas Fraser, 1841, Chlorophonia pyrrhophrys (P.L.Sclater, 1851), Zimmerius chrysops (P.L.Sclater, 1859), Iridosornis porphyrocephalus P.L.Sclater, 1856, Chlorospingus canigularis (Lafresnaye, 1848), Ramphocelus flammigerus (Jardine & Selby, 1833), Stilpnia heinei (Cabanis, 1851), Chlorochrysa nitidissima P.L.Sclater, 1874, Stilpnia vitriolina (Cabanis, 1851), Saltator atripennis P.L.Sclater, 1857, Ampelioides tschudii (G.R.Gray, 1846), Colaptes rubiginosus (Swainson, 1820), Ennya pacifica Fairmaire, Myadestes melanops Salvin, 1865, Elaenia frantzii Lawrence, 1865, Momotus aequatorialis Gould, 1858, Ortalis motmot (Linnaeus, 1766), Phainoptila melanoxantha Salvin, 1877, Sporophila nigricollis (Vieillot, 1823), Tangara dowii (Salvin, 1863), Chlorophonia callophrys (Cabanis, 1861), Melozone leucotis Cabanis, 1861, Dacnis venusta Lawrence, 1862, Tangara icterocephala (Bonaparte, 1851), Pipreola riefferii (Boissonneau, 1840), Mionectes striaticollis (Orbigny & Lafresnaye, 1837), Zenaida auriculata (Des Murs, 1847), Turdus ignobilis P.L.Sclater, 1858, Creurgops verticalis P.L.Sclater, 1858, Turdus grayi Bonaparte, 1838, Setophaga fusca (Statius Müller, 1776), Myiozetetes similis (Spix, 1825), Sporathraupis cyanocephala (d'Orbigny & Lafresnaye, 1837), Trogon collaris aurantiiventris Gould, 1856, Turdus assimilis Cabanis, 1850, Pharomachrus auriceps (Gould, 1842), Saltator striatipectus Lafresnaye, 1847, Procnias tricarunculatus (J.Verreaux & E.Verreaux, 1853), Icterus chrysater (Lesson, 1844), Turdus serranus Tschudi, 1844, Tangara labradorides (Boissonneau, 1840), Ramphocelus dimidiatus Lafresnaye, 1837, Mniotilta varia (Linnaeus, 1766), Myioborus miniatus (Swainson, 1827), Tangara xanthocephala (Tschudi, 1844), Amazona mercenaria (Tschudi, 1844), Zentrygon frenata (Tschudi, 1843), Mionectes olivaceus Lawrence, 1868, Forpus conspicillatus (Lafresnaye, 1848), Lonchura punctulata (Linnaeus, 1758))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10651354 records from 1042 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006403-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15472/yri0lb
title: Abejas nativas sin aguijón del departamento del Chocó, Colombia. 2024

description: Las abejas constituyen un grupo de insectos de gran relevancia ecológica y económica, principalmente debido a su papel en la polinización, esencial para la sostenibilidad de los ecosistemas y la producción agrícola. En Colombia, se han reportado aproximadamente 600 especies de abejas, aunque se estima que este número subrrepresenta la diversidad real, que podría superar las 1.000 especies. La mayoría de los estudios sobre la diversidad de abejas se han centrado en los departamentos de la Región Andina, y existe una notable escasez de información sobre otras regiones, como el departamento del Chocó. Este último, debido a su alta diversidad florística, podría albergar una amplia gama de especies de abejas. El objetivo del presente estudio fue ampliar el conocimiento sobre las abejas presentes en el Chocó, mediante la identificación de especímenes. La captura de abejas se realizó de forma no estructurada, a partir de las salidas de campo realizadas por personal del Instituto de Investigaciones Ambientales del Pacífico (IIAP) en los municipios de Tutunendo, Atrato, Tadó e Istmina. Las muestras fueron identificadas taxonómicamente en el Laboratorio de Abejas de la Universidad Nacional de Colombia (LABUN), con base en claves especializadas. Todos los ejemplares recolectados pertenecen a la subfamilia Apinae y las tribus Apini, Meliponini y Euglossini.
DOI: 10.15468/dl.shqr8u
title: Occurrence Download

description: A dataset containing 8538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Melanthera Rohr"
 ]
}

 The dataset includes 8538 records from 266 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006414-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtfzm8
title: Occurrence Download

description: A dataset containing 98606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrao urogallus Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 98606 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006408-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vqhjq
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006416-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jwjve
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, Nepal, Bhutan, China, Myanmar)",
 "TaxonKey is Dodona dipoea Hewitson, 1865"
 ]
}

 The dataset includes 78 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006415-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rurb3d
title: Occurrence Download

description: A dataset containing 236030 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is KwaZulu-Natal Museum-Entomology-collection"
 ]
}

 The dataset includes 236030 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006411-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdpx6d
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetraogallus caspius (S.G.Gmelin, 1784)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 232 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006417-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/7495fc18-d5f9-4cfe-83e1-ba8b5b9ecd0a
title: Data and code underlying Ch. 8 and Ch. 9 of PhD thesis: Noise measurements of a Pipistrel Velis Electro and Pipistrel Virus aircraft at Teuge International Airport

description: The goal of the measurements is to understand the noise sources on an electric aircraft as well as its combustion-engine counterpart. The data is used to validate a tonal propeller noise prediction model, as well as for assessment of annoyance of electric aviation.<br>The noise measurements were conducted with a phased microphone array consisting of 64 channels. The measurements were recorded with aircraft from E-flight Academy. The pilots were performing low-passes or a take-offs at Teuge International Airport, The Netherlands. During these measurements additional data from the cockpit on aircraft performance as well as from a GPS tracker has been saved.<br>The data set also includes microphone array measurements (112-mics) of engine runups at various positions around the propeller plane. A code is provided to read the time-pressure data and allocate the data to a microphone coordinate, such that acoustic imaging methods can be applied.<br>
DOI: 10.4121/7495fc18-d5f9-4cfe-83e1-ba8b5b9ecd0a.v1
title: Data and code underlying Ch. 8 and Ch. 9 of PhD thesis: Noise measurements of a Pipistrel Velis Electro and Pipistrel Virus aircraft at Teuge International Airport

description: The goal of the measurements is to understand the noise sources on an electric aircraft as well as its combustion-engine counterpart. The data is used to validate a tonal propeller noise prediction model, as well as for assessment of annoyance of electric aviation.<br>The noise measurements were conducted with a phased microphone array consisting of 64 channels. The measurements were recorded with aircraft from E-flight Academy. The pilots were performing low-passes or a take-offs at Teuge International Airport, The Netherlands. During these measurements additional data from the cockpit on aircraft performance as well as from a GPS tracker has been saved.<br>The data set also includes microphone array measurements (112-mics) of engine runups at various positions around the propeller plane. A code is provided to read the time-pressure data and allocate the data to a microphone coordinate, such that acoustic imaging methods can be applied.<br>
DOI: 10.15468/dl.gs74vr
title: Occurrence Download

description: A dataset containing 477696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Daucus carota L.",
 "Year 1979-2019"
 ]
}

 The dataset includes 477696 records from 2613 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011108-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ymbzju
title: Dataset for “Bonding performance analysis of reinforcement bars in red mud concrete”

description: This dataset contains the experimental data presented in the manuscript titled “Bonding performance analysis of reinforcement bars in red mud concrete.” The data include the compressive strength, splitting tensile strength, and pull-out test results of specimens with different red mud (RM) contents. The files provide the calculated bonding strength values as well as the raw load–slip data used to generate the bonding–slip curves. These data allow readers to verify the mechanical performance results and reproduce the statistical analyses reported in the manuscript.
DOI: 10.15468/dl.zy9f2v
title: Occurrence Download

description: A dataset containing 20279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxodonta africana"
 ]
}

 The dataset includes 20279 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039390-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnzenz
title: Occurrence Download

description: A dataset containing 580881 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Accipiter striatus",
 "Year 1999-2015"
 ]
}

 The dataset includes 580881 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039351-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sphqg5
title: Occurrence Download

description: A dataset containing 19854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxodonta africana",
 "Year 1992-2025"
 ]
}

 The dataset includes 19854 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039391-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p16wtp6y
title: Seafloor Elevation Change From 2017 to 2019 at Looe Key, Florida Keys—Impacts from Hurricane Irma

description: The U.S. Geological Survey (USGS) St. Petersburg Coastal and Marine Science Center conducted research to quantify bathymetric changes at Looe Key Reef, Florida (FL) within a 26.59 square kilometer-area over the reef proper, and surrounding areas. USGS staff used light detection and ranging (lidar) data acquired by the National Oceanic and Atmospheric Administration (NOAA) in 2018 and 2019 (only the data from 2019 were used in analysis) following the passage of Hurricane Irma. An elevation change analysis between the 2017–2018 USGS multibeam data (Fredericks and others, 2019) and the 2019 NOAA lidar data was performed to quantify and map impacts to seafloor elevation and determine elevation and volume change statistics for eleven habitat types found at Looe Key. For more information about the methods used in this study, refer to Yates and others (2024).

Fredericks, J.J., Reynolds, B.J., Farmer, A.S., Yates, K.K., and Zawada, D.G., 2019, Multibeam bathymetry data collected in December 2017, February and March 2018 at Looe Key, the Florida Keys: U.S. Geological Survey data release, https://doi.org/10.5066/P9P2V7L0.

Yates, K.K., Fehr, Z., Johnson, S., and Zawada, D., 2024, Impact of Hurricane Irma on coral reef sediment redistribution at Looe Key Reef, Florida, USA: Ocean Science, v. 20, no. 3, p. 661–688, https://doi.org/10.5194/os-20-661-2024.
DOI: 10.3886/e232822
title: Health and Well-being of Koreans

description: The Health and Well-Being of Koreans (HAWK) was a cross-sectional survey of adults ages 18 and older in the United States who are of Korean descent supported by the National Institute on Aging. The goal of HAWK was to implement Web-based respondent driven sampling (Web-RDS) is an extension of RDS, which exploits existing social networks for recruiting research participants, specifically, of small and hard-to-sample groups. In the case of HAWK, the target participants were of granular racial/ethnic minority groups. A total of 772 participated between May 2022 and January 2023. The participants were asked about COVID-19, physical as well as mental health, life satisfaction, health behaviors, healthcare coverage and utilization as well as social relations and networks along with socio-demographic characteristics. The questions mostly come from established surveys, such as the American Community Survey and the California Health Interview Survey. The questionnaires were provided in English and Korean, and participants self-selected the language that they preferred to complete the survey in. The data is expected to provide a broad overview of Korean Americans through the last stage of the Covid-19 pandemic. To protect respondent privacy and data confidentiality, peer recruitment information as well as sensitive information (e.g., citizenship), such variables were excluded from the current file and will be included in a dataset available through ICPSR in a restricted format. Because HAWK uses RDS, which does not follow the conventions of probability sampling, users are advised to exercise caution in making population-level inference with results from the analysis of HAWK data. <br>
description: For degree-based weights in RDS, users are advised to use the inverse of the variable, P1_KOREAN_PUB.<br>
description: Response Rates: Not applicable
description: Presence of Common Scales: Following Likert-type scales were used:<br>Kessler Psychological Distress ScaleSatisfaction with Life ScaleUCLA Loneliness Scale
description: Respondent driven sampling
description: Adults ages 18 and older in the United States who are of Korean descent.
description: web-based survey;
DOI: 10.3886/e232822v2
title: Health and Well-being of Koreans

description: The Health and Well-Being of Koreans (HAWK) was a cross-sectional survey of adults ages 18 and older in the United States who are of Korean descent supported by the National Institute on Aging. The goal of HAWK was to implement Web-based respondent driven sampling (Web-RDS) is an extension of RDS, which exploits existing social networks for recruiting research participants, specifically, of small and hard-to-sample groups. In the case of HAWK, the target participants were of granular racial/ethnic minority groups. A total of 772 participated between May 2022 and January 2023. The participants were asked about COVID-19, physical as well as mental health, life satisfaction, health behaviors, healthcare coverage and utilization as well as social relations and networks along with socio-demographic characteristics. The questions mostly come from established surveys, such as the American Community Survey and the California Health Interview Survey. The questionnaires were provided in English and Korean, and participants self-selected the language that they preferred to complete the survey in. The data is expected to provide a broad overview of Korean Americans through the last stage of the Covid-19 pandemic. To protect respondent privacy and data confidentiality, peer recruitment information as well as sensitive information (e.g., citizenship), such variables were excluded from the current file and will be included in a dataset available through ICPSR in a restricted format. Because HAWK uses RDS, which does not follow the conventions of probability sampling, users are advised to exercise caution in making population-level inference with results from the analysis of HAWK data. <br>
description: For degree-based weights in RDS, users are advised to use the inverse of the variable, P1_KOREAN_PUB.<br>
description: Response Rates: Not applicable
description: Presence of Common Scales: Following Likert-type scales were used:<br>Kessler Psychological Distress ScaleSatisfaction with Life ScaleUCLA Loneliness Scale
description: Respondent driven sampling
description: Adults ages 18 and older in the United States who are of Korean descent.
description: web-based survey;
DOI: 10.15468/dl.maqy5t
title: Occurrence Download

description: A dataset containing 35612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is April",
 "StateProvince is New Brunswick",
 "Year 2023-2023"
 ]
}

 The dataset includes 35612 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039392-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93ya5w
title: Occurrence Download

description: A dataset containing 8939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapirus terrestris",
 "Year 2010-2025"
 ]
}

 The dataset includes 8939 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039393-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20394/06wqrhbx
title: Girlguide Meeting Places

description: List of meeting places of Rainbow, Brownie and Guide groups in Glasgow.
DOI: 10.20394/0fj3j0me
title: Business sites by sector

description: Businesses in Scotland provides information on enterprises operating in Scotland. Information on businesses' employment and turnover are broken down into various groupings including industry, company size, local authority area, local enterprise company area, and country of ownership. Please note that Tables contain 2008 data onwards published on a SIC 2007 basis. More detailed information and tables can be found at following website: http://www.scotland.gov.uk/Topics/Statistics/Browse/Business/Corporate
DOI: 10.20394/1jovvtxq
title: State Pension by Datazone

description: State Pension by Glasgow datazones for the year 2010. Data Includes total claimants as well as gender and age group. Quarterly data preserved within dataset.