cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25403/upresearchdata.25869421
title: Seven gay men regarding their experiences of relationship stigma in the gay community

description: This dataset contains qualitative verbatim interview transcripts of seven gay men in South Africa. The participants were voluntarily recruited from various locations across South Africa. Data were collected through individual and unstructured virtual interviews. No interview schedule was utilised, though a grounding question was asked ("Can you tell me about an instance where a gay man behaved negatively towards you because of your relationship arrangement?"). The unstructured interview format was aimed at generating participants' experiences of stigma towards their consensually non-monogamous relationship arrangement that occurred within the gay community. Six of the seven participants were identified as White and one as Coloured, while sixcharacterised their relationships as 'Open' and one as 'Polyamorous.' Mage = 30. Note that all names used in the data are pseudonyms.
DOI: 10.5281/zenodo.11608439
title: Deepurify: a multi-modal deep language model to remove contamination from metagenome-assembled genomes

description: The SIM2 testing set.
DOI: 10.15468/dl.86jqxx
title: Occurrence Download

description: A dataset listing the 4009522 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 4009522 records were derived from 74215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071037-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnng94
title: Occurrence Download

description: A dataset containing 2230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polygonia egea (Cramer, 1779))",
 "Geometry POLYGON((-26.7 66.09, -30.2 28, -13.14 26.91, 6.24 34.9, 10.56 33.64, 31.28 34.56, 41.18 41.22, 40.26 43.46, 48.58 41.88, 50.74 47.2, 60 55.44, 59.14 65, 67.46 68.81, 63.64 70.4, 23.2 71, -26.7 66.09))"
 ]
}

 The dataset includes 2230 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071047-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23728/b2share.fdfda14a37424cb9b6b9de3cd2f4c1b9
title: Dataset for Vitzethum et al. "Categories of Business Value of Robotic Process Automation: A Study of Benefits and Challenges"

description: Dataset for the article:
Vitzethum, Maximilian ; Mayr, Alexander ; Janiesch, Christian : Categories of Business Value of Robotic Process Automation: A Study of Benefits and Challenges. Accepted at: Proceedings of the 22nd International Conference on Business Process Management 2024.

Abstract: In recent years, RPA has evolved into a technology that assists organizations in automating and optimizing their business processes further. RPA offers many benefits in addition to enhancing quality, productivity, and efficiency, which can contribute to an organization's competitiveness. Despite the promising benefits, the adoption of RPA presents challenges that vary depending on the organization's context, making it difficult to assess the business value of RPA in advance. To address this issue, have performed a structured literature analysis and evaluating interviews with RPA experts and users from various industries. Our analysis imparts a better understanding of the benefits and challenges of RPA and structures them along five categories of business value: economics, gains, quality, people, and transformation. Our results are a first attempt to provide broad categories of RPA value creation and can serve as a guide for identifying business value action potentials.

*** Using this data for academic publications is granted explicitly. ***
DOI: 10.5281/zenodo.11503893
title: ArduEvents_ArduLogs

description: This datset consists of two parts: ArduLogs (raw) and ArduEvents (processed).

Each instance in the ArduLogs file consists of data measurements in various subsystems of Ardupilot-based UAVs, including GPS, battery, electrical engines, radio controller, UAV position and orientation, etc. Each of the 1104 flight instances can be loaded as a dictionary of PANDAS dataframes in Python as follows:



```python


import pandas as pdimport pickleimport glob

 

file = glob.glob('ArduLogs')[0]with open(file, 'rb') as f:    flight1 = pickle.load(f)


```

ArduEvents is in CSV format with 1104 rows and 17 columns. Each row in the ArduEvents dataset corresponds to a flight log, indicating whether specific events occurred during the flight or not. This summarized version can be used for Causal Discovery applications.
DOI: 10.5281/zenodo.11525490
title: ArduEvents_ArduLogs

description: This datset consists of two parts: ArduLogs (raw) and ArduEvents (processed).

Each instance in the ArduLogs file consists of data measurements in various subsystems of Ardupilot-based UAVs, including GPS, battery, electrical engines, radio controller, UAV position and orientation, etc. Each of the 1104 flight instances can be loaded as a dictionary of PANDAS dataframes in Python as follows:



```python


import pandas as pdimport pickleimport glob

 

file = glob.glob('ArduLogs')[0]with open(file, 'rb') as f:    flight1 = pickle.load(f)


```

ArduEvents is in CSV format with 1104 rows and 17 columns. Each row in the ArduEvents dataset corresponds to a flight log, indicating whether specific events occurred during the flight or not. This summarized version can be used for Causal Discovery applications.
DOI: 10.5281/zenodo.11508791
title: Dataset for Article - a role of epigenetic mechanisms in regulating female reproductive responses to temperature in a pest beetle

description: This dataset contains data for analysis on a role of epigenetic mechanisms in regulating female reproductive responses to temperature in a pest beetle. Dataset contains raw gene expression data, methylation-ELISA data, MSRE data and life history data collected in laboratory conditions using the study system, Callosobruchus maculatus.
DOI: 10.5281/zenodo.11508792
title: Dataset for Article - a role of epigenetic mechanisms in regulating female reproductive responses to temperature in a pest beetle

description: This dataset contains data for analysis on a role of epigenetic mechanisms in regulating female reproductive responses to temperature in a pest beetle. Dataset contains raw gene expression data, methylation-ELISA data, MSRE data and life history data collected in laboratory conditions using the study system, Callosobruchus maculatus.
DOI: 10.20372/aau_rdm/srnfg8
title: Determinants of Speech and Language Development Delay Among Children in Yekatit 12 Hospital, Addis Ababa, Ethiopia, 2023: a Case Control Study

description: The Data was Determinants of Speech and Language Development Delay Among Children in Yekatit 12 Hospital, Addis Ababa, Ethiopia, 2023: a Case Control Study
DOI: 10.15468/dl.xbqude
title: Occurrence Download

description: A dataset containing 8942944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8942944 records from 2790 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071030-240506114902167/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.28764959
title: Seeking sexual healthcare services scale development: Study2.

description: These data support the development of a new sexual health seeking scale.
DOI: 10.15468/dl.nwj39p
title: Occurrence Download

description: A dataset containing 4177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Meles meles (Linnaeus, 1758)"
 ]
}

 The dataset includes 4177 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013726-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnwckv
title: Occurrence Download

description: A dataset containing 29164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Avena fatua L.",
 "Year 1970-2000"
 ]
}

 The dataset includes 29164 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047482-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9w92hw
title: Occurrence Download

description: A dataset containing 991 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Scutellaria indica L.",
 "Year 1970-2000"
 ]
}

 The dataset includes 991 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047485-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8v56r4
title: Occurrence Download

description: A dataset containing 6731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "GadmGid is IND.30_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 6731 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047486-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8ffs2
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron forrestii Balf.fil. ex Diels"
 ]
}

 The dataset's 7 records were derived from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047466-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60767/fk2/ax0ckm
title: Sediment Incipient Motion in Rectangular Channel

description: Data from experimental work on incipient motion of sediment in rectangular channel.
DOI: 10.15468/dl.2afbfm
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crangon Fabricius, 1798",
 "Country is Japan"
 ]
}

 The dataset includes 283 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047487-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14498845
title: Dataset and code for "What make readers love a fiction book: a stat analysis on Wild Wise Weird using real-world data from Amazon readers' reviews"

description: For the sake of research transparency and reducing research and reproducibility costs, we have stored all data and computer code of the project "What make readers love a fiction book: a stat analysis on Wild Wise Weird using real-world data from Amazon readers' reviews" on Zenodo.
DOI: 10.5281/zenodo.14498846
title: Dataset and code for "What make readers love a fiction book: a stat analysis on Wild Wise Weird using real-world data from Amazon readers' reviews"

description: For the sake of research transparency and reducing research and reproducibility costs, we have stored all data and computer code of the project "What make readers love a fiction book: a stat analysis on Wild Wise Weird using real-world data from Amazon readers' reviews" on Zenodo.
DOI: 10.5281/zenodo.14550982
title: Asian summer monsoon and orographic winds change the pollen flow in the Hengduan Mountains, southwestern China

description: 37 surface soil samples were collected from different vertical zone in the Hengduan Mountains to study the pollen source, dispersal, and driving forces in montane ecosystems. Here we provide the datasets of sampling information, pollen relative abundance and major palynomorph images.
DOI: 10.5281/zenodo.14551028
title: Dataset and code for "What make readers love a fiction book: a stat analysis on Wild Wise Weird using real-world data from Amazon readers' reviews"

description: For the sake of research transparency and reducing research and reproducibility costs, we have stored all data and computer code of the project "What make readers love a fiction book: a stat analysis on Wild Wise Weird using real-world data from Amazon readers' reviews" on Zenodo.
DOI: 10.5281/zenodo.4923098
title: OnroerendErfgoed/deelgemeenten: v0.4.0

description: This repository contains a dataset of `deelgemeenten` as used by Flanders Heritage Agency. In our (unofficial)<br> terminology, a `deelgemeente` (sub-municipality) is a part of a current day `gemeente` (municipality) that historically used to be somewhat independent. Most of them were a `gemeente` before the mergers that took place during the seventies, but some of them were gone even before that time. As such this list reflects no special point in time and has no historical significance whatsoever.<br> It is just the list we use in our day to day operations. Most importantly, the Inventaris Onroerend Erfgoed uses this list for indexing erfgoedobjecten, aanduidingsobjecten, waarnemingen, gebeurtenissen and thema's. You are welcome to use it, but please do **NOT** consider this an official list of `deelgemeenten`. As far as we know such a list does not exist either. Three files are provided. Both provide the same data, but in different formats. The first, `deelgemeenten.csv` provides the data in `csv`format. The second, `deelgemeenten.json` provides it in a simple `json` format. The third file, `deelgemeenten.geojson` provides it in `geojson` format. Although at the moment the geojson files contains no geographic information, it is possible that this will be added later on. <strong>Version 0.4.0</strong> <strong><em>BC break</em></strong> Change the CSV delimiter symbol from <code>;</code> to <code>,</code> to have a more standards compliant CSV file. (#5) Add names of Provinces and Municipalities to make the list easier to use for end-users. (#6)
DOI: 10.15468/dl.6wja6s
title: Occurrence Download

description: A dataset containing 295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pandalus Leach, 1814",
 "Country is Japan"
 ]
}

 The dataset includes 295 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047489-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14548032
title: Input data to reproduce scripts and figures for TARDIS publication

description: Input data for the code at https://github.com/UGent-LIMET/tardis_publication_code for all data analysis and figures for planned publication in Vangeenderhuysen et al. 2025. 

Input data is stored as a .rar file with following folder structure:

.|-- compare_to_xcalibur/|   `-- all inputs for script R/compare_to_xcalibur.qmd|-- quality_analysis/|   `-- all inputs for script R/quality_metrics_FAME.qmd and peak_classifier.ipynb|-- scale_analysis/|   `-- all inputs for script R/scale.R`-- targeted_results/    |-- ENVIRONAGE    |-- FAME    `-- FGFP
DOI: 10.5281/zenodo.14548033
title: Input data to reproduce scripts and figures for TARDIS publication

description: Input data for the code at https://github.com/UGent-LIMET/tardis_publication_code for all data analysis and figures for planned publication in Vangeenderhuysen et al. 2025. 

Input data is stored as a .rar file with following folder structure:

.|-- compare_to_xcalibur/|   `-- all inputs for script R/compare_to_xcalibur.qmd|-- quality_analysis/|   `-- all inputs for script R/quality_metrics_FAME.qmd and peak_classifier.ipynb|-- scale_analysis/|   `-- all inputs for script R/scale.R`-- targeted_results/    |-- ENVIRONAGE    |-- FAME    `-- FGFP
DOI: 10.6084/m9.figshare.28016138
title: <b>MCOA: A Comprehensive Multimodal Dataset for Advancing Deep Learning in Corneal Opacity Assessment</b>

description: The dataset includes 131 eyes from 116 patients with corneal opacity and 205 eyes from 158 patients with clear corneas, totaling 5,376 AS-OCT images and 336 corresponding anterior segment photographs. Each image was carefully annotated to include detailed corneal and corneal opacity information.
DOI: 10.15468/dl.53xfff
title: Occurrence Download

description: A dataset containing 2555 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Palaemon Weber, 1795",
 "Country is Japan"
 ]
}

 The dataset includes 2555 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047490-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2u25rt
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paratya Miers, 1882",
 "Country is Japan"
 ]
}

 The dataset includes 121 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047491-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czqe5g
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cambaroides Faxon, 1884",
 "Country is Japan"
 ]
}

 The dataset includes 129 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047492-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnpqr7
title: Occurrence Download

description: A dataset containing 711124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chenonetta jubata (Latham, 1801)"
 ]
}

 The dataset includes 711124 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047461-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmmyk3
title: Occurrence Download

description: A dataset containing 33228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.6_1",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 33228 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047493-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgfus5
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus Ortmann, 1905",
 "Country is Japan"
 ]
}

 The dataset includes 729 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047494-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13167482
title: No True Greenery

description: This is the dataset and model accompanying the publication No "True" Greenery: Deciphering the Bias of Satellite and Street View Imagery in Urban Greenery Measurement
DOI: 10.5281/zenodo.13167483
title: No True Greenery

description: This is the dataset and model accompanying the publication No "True" Greenery: Deciphering the Bias of Satellite and Street View Imagery in Urban Greenery Measurement
DOI: 10.15468/dl.bt3a2d
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pacifastacus Bott, 1950",
 "Country is Japan"
 ]
}

 The dataset includes 95 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047495-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rtcrq
title: Occurrence Download

description: A dataset containing 157012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vanellus spinosus (Linnaeus, 1758)"
 ]
}

 The dataset includes 157012 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047467-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8bmn4
title: Occurrence Download

description: A dataset containing 1481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gaetice Gistel, 1848",
 "Country is Japan"
 ]
}

 The dataset includes 1481 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047496-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cz5qsk
title: Occurrence Download

description: A dataset containing 709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eriocheir De Haan, 1835",
 "Country is Japan"
 ]
}

 The dataset includes 709 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047497-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqvc6b
title: Occurrence Download

description: A dataset containing 9228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cinnamomum Schaeff.",
 "Year 1970-2000"
 ]
}

 The dataset includes 9228 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047498-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wekf4a
title: Occurrence Download

description: A dataset containing 3016441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen)",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Grasshopper and Cricket (Orthoptera) and related species records from Britain and Ireland to 2007, Observation.org, Nature data from around the World, Swiss National Grasshoppers Databank, Données invertébrés saisies sous BioloVision Auvergne-Rhône-Alpes - VisioNature opportuniste, Waarnemingen.be - Orthoptera occurrences in Flanders and the Brussels Capital Region, Belgium)",
 "TaxonKey is Orthoptera"
 ]
}

 The dataset includes 3016441 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047470-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.