cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7t5fll
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neotragus batesi de Winton, 1903",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 48 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008420-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhznvx
title: Occurrence Download

description: A dataset containing 1557 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heptranchias perlo (Bonnaterre, 1788)"
 ]
}

 The dataset includes 1557 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005565-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4efr5v
title: Occurrence Download

description: A dataset containing 464 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia purpurea (Raf.) Fernald"
 ]
}

 The dataset includes 464 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160762-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5hh8y
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia eremaea C.R.P.Andrews",
 "HasCoordinate is true"
 ]
}

 The dataset includes 151 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004083-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bzys9
title: Occurrence Download

description: A dataset containing 4583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ebenaceae",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((47.900390 -11.609193,43.154296 -16.299051,42.275390 -20.879342,42.1875 -25.799891,45.615234 -27.137368,50.273437 -23.885837,51.855468 -20.055931,52.119140 -14.944784,50.976562 -11.609193,47.900390 -11.609193))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4583 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008421-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpe5m5
title: Occurrence Download

description: A dataset listing the 95 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Inventario Español de Especies Terrestres (MAGRAMA)",
 "Geometry POLYGON((-3.998297402842241 38.873096788620636,-3.962834911189788 38.873096788620636,-3.962834911189788 38.90855928027309,-3.998297402842241 38.90855928027309,-3.998297402842241 38.873096788620636))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 95 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254729-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fggmuz
title: Occurrence Download

description: A dataset containing 249449 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Juglans L."
 ]
}

 The dataset includes 249449 records from 1923 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004098-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d35db8
title: Occurrence Download

description: A dataset containing 8662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelobates cultripes (Cuvier, 1829)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 8662 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010642-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gk6q2e
title: Occurrence Download

description: A dataset containing 7353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Herissantia crispa (L.) Brizicky)"
 ]
}

 The dataset includes 7353 records from 307 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010643-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hvmd9
title: Occurrence Download

description: A dataset containing 29161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Country is United States of America",
 "Geometry POLYGON((-82.65152 30.77281,-83.37991 30.9418,-84.89575 30.82353,-85.30916 30.51876,-85.26979 29.82096,-85.23041 29.39307,-84.02955 29.47879,-83.14368 28.91168,-83.37991 27.01656,-82.67121 25.9417,-83.00587 24.62451,-81.90344 24.24813,-80.6829 24.4275,-80.21043 24.92837,-79.93482 25.30269,-79.93482 25.62262,-79.75765 27.15678,-81.21443 30.62046,-82.65152 30.77281))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Platalea ajaja Linnaeus, 1758",
 "Year 2023-2024"
 ]
}

 The dataset includes 29161 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010644-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u84und
title: Occurrence Download

description: A dataset containing 108698 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens noli-tangere L."
 ]
}

 The dataset includes 108698 records from 889 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010639-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uw8h7d
title: Occurrence Download

description: A dataset containing 7858 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Herniaria cinerea DC.)"
 ]
}

 The dataset includes 7858 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010645-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rg9nne
title: Occurrence Download

description: A dataset containing 15074 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Herniaria hirsuta L.)"
 ]
}

 The dataset includes 15074 records from 536 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010646-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9w22x
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis incomptus"
 ]
}

 The dataset includes 627 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010412-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17713245
title: Dataset and Analysis of Customer Service Chatbots

description: This dataset is the digital appendix to the accepted publication "Left, Right, Down, or Round – Exploring the Design of Patterns in Chatbot Interfaces and How Users Like Them" from CONVERSATIONS 2025 (publication in progress).

Within the ZIP file the following files are included:

Chatbot-Screenshots: A folder containing screenshots from the coders    Coder_1: Subfolder for coder 1    Coder_2: Subfolder for coder 2    Outliers: A folder containing only screenshots from the outliers which were found by the coders    Source_Code: screenshots showing the use of the same technologies for some implementations in their source code

Codebooks: A folder containing the codebooks for patterns and variations of a subset of patterns    Pattern-codebook.xlsx: A file with three excel sheets containing all coded chatbots regarding their patterns    Sheet 1 is the consolidation including the inter-rater realiability for each pattern    Sheets 2 and 3 contain the coding of coder 1 and 2    Variations-codebook.xlsx: A file with three excel sheets containing all coded chatbots regarding the variations of the chosen subset of patterns    Sheet 1 is the consolidation including the inter-rater realiability for each pattern    Sheets 2 and 3 contain the coding of coder 1 and 2
DOI: 10.5281/zenodo.17713244
title: Dataset and Analysis of Customer Service Chatbots

description: This dataset is the digital appendix to the accepted publication "Left, Right, Down, or Round – Exploring the Design of Patterns in Chatbot Interfaces and How Users Like Them" from CONVERSATIONS 2025 (publication in progress).

Within the ZIP file the following files are included:

Chatbot-Screenshots: A folder containing screenshots from the coders    Coder_1: Subfolder for coder 1    Coder_2: Subfolder for coder 2    Outliers: A folder containing only screenshots from the outliers which were found by the coders    Source_Code: screenshots showing the use of the same technologies for some implementations in their source code

Codebooks: A folder containing the codebooks for patterns and variations of a subset of patterns    Pattern-codebook.xlsx: A file with three excel sheets containing all coded chatbots regarding their patterns    Sheet 1 is the consolidation including the inter-rater realiability for each pattern    Sheets 2 and 3 contain the coding of coder 1 and 2    Variations-codebook.xlsx: A file with three excel sheets containing all coded chatbots regarding the variations of the chosen subset of patterns    Sheet 1 is the consolidation including the inter-rater realiability for each pattern    Sheets 2 and 3 contain the coding of coder 1 and 2
DOI: 10.21227/2vx0-n823
title: "Imputed-VAE IIoT-2021"

description: "Class imbalance and anomalous data points are critical challenges in many real-world classification tasks, often leading to biased or inaccurate predictive models. This paper presents an integrated 3 phase data transformation framework that combines Isolation Forest based outlier detection, neural network imputation, and Variational Autoencoder driven class balancing to address these issues effectively for IIoT intrusion detection. Initially, Isolation Forest identifies feature-level outliers separately within each class. Subsequently, neural networks are trained on clean data to impute outlier values, preserving class specific characteristics. To mitigate severe class imbalance, VAEs are employed for minority class oversampling and majority class undersampling based on reconstruction and KL divergence errors. The downsampled, class-balanced dataset demonstrates matching classification performance with the WUSTL IIoT 2021 dataset across multiple algorithms, achieving near-perfect accuracy, precision, recall, and F1-score. The proposed pipeline has three key benefits: it enhances model robustness, offers a scalable solution for imbalanced and noisy datasets common in industrial IoT security applications, and functions as a representative, small-scale version of the original dataset."
DOI: 10.15468/dl.s6mcvj
title: Occurrence Download

description: A dataset containing 372 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kinosternon herrerai"
 ]
}

 The dataset includes 372 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010414-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykdp82
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis jester"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010413-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.35201.52323/1
title: The X in XDR: The Variable That Defines the Future of Cyber Defense
DOI: 10.5281/zenodo.17726525
title: PLANT

description: This dataset includes heavy metal data found in the roots and leaves of 2 wetland plant species, Carex acutiformis and Carex pendula, taken from 4 different locations of the wetland system installed in Gallions Lake, Thamesmead, UK. Sample locations 1 and 4 were taken from the surrounding revetments of the wetland which were built using silt dredged from the lake, whereas locations 2 and 3 were samples taken from the two floating treatment islands in the middle of cells 2 and 3 of the wetland. These samples were collected at the same time as the 2025 water samples, on 6 monthly occasions from March-August. Each sample of roots and leaves from each species was divided into 3 repeats which were analysed at Queen Mary University geography laboratory for heavy metals. This dataset also includes the translocation factor and the bioconcentration factor of different samples.
DOI: 10.15482/usda.adc/26947828
title: Data and code from: Electron beam irradiation for management of in-shell pecan weevil larvae (Coleoptera: Curculionidae)

description: This dataset contains all the data and code needed to reproduce the model fitting, model predictions, and data visualizations from the manuscript:Cottrell, T.E., Read, Q.D. & Starns, C. (2025). Electron beam irradiation for management of in-shell pecan weevil larvae (Coleoptera: Curculionidae). <i>J. Econ. Entomol.</i> https://doi.org/10.1093/jee/toaf300Pecan weevils are an economically important pest of pecans. Irradiation treatment has been suggested as a means of managing this pest and satisfying quarantine restrictions. Here, we present a survival analysis of pecan weevils that were exposed to e-beam radiation under different conditions. This dataset includes the raw observations of mortality in CSV format and an RMarkdown notebook that goes through the steps of importing, processing, and visualizing the data, fitting a Bayesian binomial generalized linear mixed model with complementary log-log link function (equivalent to a proportional hazards survival model in this case), and producing model predictions in table and figure form. We also include the rendered HTML output of the notebook, as well as a pre-fit model object (.rds format) if it is desired to reproduce the model predictions without having to refit the model.<b>pecan weevil radiation.csv</b>: raw observations of mortality, with the following columns<i>Date</i>: M/D/YYYY format<i>e-beam strength</i>: radiation intensity treatment (Gy)<i>Rep</i>: experimental replicate<i>#</i>: ID of individual insect<i>Exposure to e-beam</i>: exposure treatment (Tube, Nut, Bare PW)<i>Live/Dead</i>: 1 denotes live and 0 denotes dead<b>pecan_weevil_ebeam_survival_analysis.Rmd</b>: RMarkdown notebook with all code and text interpretation<b>pecan_weevil_ebeam_survival_analysis.Rmd</b>: HTML rendered output of notebook<b>binomcloglog_noattr_beamlevel_gammaprior.rds</b>: pre-fit model object (created by R package <b>brms</b>)<br>
DOI: 10.15482/usda.adc/26947828.v1
title: Data and code from: Electron beam irradiation for management of in-shell pecan weevil larvae (Coleoptera: Curculionidae)

description: This dataset contains all the data and code needed to reproduce the model fitting, model predictions, and data visualizations from the manuscript:Cottrell, T.E., Read, Q.D. & Starns, C. (2025). Electron beam irradiation for management of in-shell pecan weevil larvae (Coleoptera: Curculionidae). <i>J. Econ. Entomol.</i> https://doi.org/10.1093/jee/toaf300Pecan weevils are an economically important pest of pecans. Irradiation treatment has been suggested as a means of managing this pest and satisfying quarantine restrictions. Here, we present a survival analysis of pecan weevils that were exposed to e-beam radiation under different conditions. This dataset includes the raw observations of mortality in CSV format and an RMarkdown notebook that goes through the steps of importing, processing, and visualizing the data, fitting a Bayesian binomial generalized linear mixed model with complementary log-log link function (equivalent to a proportional hazards survival model in this case), and producing model predictions in table and figure form. We also include the rendered HTML output of the notebook, as well as a pre-fit model object (.rds format) if it is desired to reproduce the model predictions without having to refit the model.<b>pecan weevil radiation.csv</b>: raw observations of mortality, with the following columns<i>Date</i>: M/D/YYYY format<i>e-beam strength</i>: radiation intensity treatment (Gy)<i>Rep</i>: experimental replicate<i>#</i>: ID of individual insect<i>Exposure to e-beam</i>: exposure treatment (Tube, Nut, Bare PW)<i>Live/Dead</i>: 1 denotes live and 0 denotes dead<b>pecan_weevil_ebeam_survival_analysis.Rmd</b>: RMarkdown notebook with all code and text interpretation<b>pecan_weevil_ebeam_survival_analysis.Rmd</b>: HTML rendered output of notebook<b>binomcloglog_noattr_beamlevel_gammaprior.rds</b>: pre-fit model object (created by R package <b>brms</b>)<br>
DOI: 10.15468/dl.qygc67
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis karcharias"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010415-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17726731
title: WATER

description: This dataset includes water quality data from 2023, 2024 and 2025. The 2023 data was collected on 6 weekly occasions at 5 locations in Gallions Lake, Thamesmead, UK, over winter, one year before the wetland system was installed. The 2024 data was collected on 3 occasions at the same 5 locations in Gallions Lake, from July to October, half a year after the wetland was installed. Both the 2023 and 2024 water samples were analysed at i2 analytical ltd. for general inorganics, PAHs, heavy metals and VOCs. The 2025 data was collected on 6 monthly occasions from March to August at the same 5 locations in Gallions Lake, plus an extra location (6) in the middle of the wetland to aid spatial analysis. These samples were tested on site for general water quality parameters such as DO, turbidity and using citizen science equipment and were analysed at Queen Mary University geography laboratory for general inorganics and heavy metals.
DOI: 10.5281/zenodo.17726726
title: Old Swedish data PaVeDa, version 24 November 2025

description: This data is part of the Marie-Curie funded project "Valency in Germanic" (VALGER). The data will also soon directly be accessible through the on-line app of the Pavia Verbs Database (PaVeDa).
DOI: 10.15468/dl.zbcvgk
title: Occurrence Download

description: A dataset containing 36666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linaria alpina)",
 "BasisOfRecord is one of (Specimen, Material sample, Living Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36666 records from 272 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010416-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17726707
title: Prognostic value of the "modified Osteoporotic Fracture score" for treatment decision in osteoporotic vertebral fractures
DOI: 10.15468/dl.r4ara2
title: Occurrence Download

description: A dataset containing 7270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Papio anubis"
 ]
}

 The dataset includes 7270 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010417-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fe9xgt
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Afzelia pachyloba"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010419-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vueb4
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis leptolophus"
 ]
}

 The dataset includes 108 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010418-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhpkv5
title: Occurrence Download

description: A dataset containing 170472158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-133.9854 34.17335,-106.87853 -3.09642,-83.64407 0.77446,-122.36817 44.33709,-133.9854 34.17335))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year 1000-2025"
 ]
}

 The dataset includes 170472158 records from 3017 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010375-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbsbpd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "TaxonKey is Staurozoa"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133376-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3krq5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombax ceiba Burm.f."
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056763-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.