cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25949/31095184
title: Development and validation of the Homeownership Decision Orientation Scales (HDOS)

description: Please note, metadata describing each item is avaible on sheet 2 of the data file. Sheet 1 contains cleaned data. R script must be altered on user-end to set their own working directory as required.<br><br><br>Abstract<br>This research addresses the lack of a comprehensive, theory-based, and psychometrically sound measure of psychological factors underlying homeownership decisions among non-homeowners. We develop and validate the Homeownership Decision Orientation Scales (HDOS), grounded in the Theory of Planned Behaviour (TPB). The HDOS captures attitudes (desire for ownership, aversion to renting, willingness to sacrifice, importance of outcomes), perceived behavioural control (affordability, navigation self-efficacy, fear of missing out), subjective norms (family and peer expectations), and both aspirational and tangible intentions. Analyses supported structural, convergent, discriminant, and predictive validity, with a hierarchical model demonstrating cross-context consistency across UK and Australian samples. Measurement invariance indicated generalisability. Comparison with superannuation-related TPB constructs confirmed discriminant validity, underscoring the distinctiveness of homeownership motivations. Predictive validity analyses showed HDOS constructs explained over half the variance in tangible intentions. Beyond validation, findings challenge the assumption that homeownership is a universally preferred goal limited only by affordability. Instead, heterogeneous attitudes emerged, shaped by preferences for stability versus flexibility and differing willingness to sacrifice. These insights highlight the importance of clearly defined multidimensional constructs in modelling housing decisions.<br><br><br><br>Data were collected using third-party online panel providers in the United Kingdom and Australia. Eligible participants were identified and recruited by these providers based on predefined screening criteria (non-homeowners aged 18–40, with quotas to approximate national distributions for key demographics). Upon accepting the study invitation, participants were redirected from the panel provider platform to a secure Qualtrics survey hosted on an Australian server. All study materials, including the Participant Information and Consent Form, were presented within Qualtrics, and informed consent was obtained digitally prior to participation. Responses were recorded anonymously using provider-issued coded identifiers, with no directly identifying information accessible to the research team.
DOI: 10.25949/31095184.v1
title: Development and validation of the Homeownership Decision Orientation Scales (HDOS)

description: Please note, metadata describing each item is avaible on sheet 2 of the data file. Sheet 1 contains cleaned data. R script must be altered on user-end to set their own working directory as required.<br><br><br>Abstract<br>This research addresses the lack of a comprehensive, theory-based, and psychometrically sound measure of psychological factors underlying homeownership decisions among non-homeowners. We develop and validate the Homeownership Decision Orientation Scales (HDOS), grounded in the Theory of Planned Behaviour (TPB). The HDOS captures attitudes (desire for ownership, aversion to renting, willingness to sacrifice, importance of outcomes), perceived behavioural control (affordability, navigation self-efficacy, fear of missing out), subjective norms (family and peer expectations), and both aspirational and tangible intentions. Analyses supported structural, convergent, discriminant, and predictive validity, with a hierarchical model demonstrating cross-context consistency across UK and Australian samples. Measurement invariance indicated generalisability. Comparison with superannuation-related TPB constructs confirmed discriminant validity, underscoring the distinctiveness of homeownership motivations. Predictive validity analyses showed HDOS constructs explained over half the variance in tangible intentions. Beyond validation, findings challenge the assumption that homeownership is a universally preferred goal limited only by affordability. Instead, heterogeneous attitudes emerged, shaped by preferences for stability versus flexibility and differing willingness to sacrifice. These insights highlight the importance of clearly defined multidimensional constructs in modelling housing decisions.<br><br><br><br>Data were collected using third-party online panel providers in the United Kingdom and Australia. Eligible participants were identified and recruited by these providers based on predefined screening criteria (non-homeowners aged 18–40, with quotas to approximate national distributions for key demographics). Upon accepting the study invitation, participants were redirected from the panel provider platform to a secure Qualtrics survey hosted on an Australian server. All study materials, including the Participant Information and Consent Form, were presented within Qualtrics, and informed consent was obtained digitally prior to participation. Responses were recorded anonymously using provider-issued coded identifiers, with no directly identifying information accessible to the research team.
DOI: 10.15468/dl.wduydd
title: Occurrence Download

description: A dataset containing 4609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudorchis albida, Gymnadenia albida, Gymnadenia albida, Leucorchis albida, Leucorchis albida)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 4609 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008835-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/qykm16
title: Replication Data for: Text as Behavior

description: Code and data to replicate Text as Behavior.
description: test
DOI: 10.15468/dl.6g2bk5
title: Occurrence Download

description: A dataset containing 16540 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ocypode quadrata"
 ]
}

 The dataset includes 16540 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008838-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmsnev
title: Occurrence Download

description: A dataset containing 16662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Living Specimen, Occurrence evidence, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulmus americana",
 "Year 2000-2026"
 ]
}

 The dataset includes 16662 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008839-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18464009
title: Raw datasets from World Banak

description: This dataset contains energy sector data for Ethiopia. The raw data were sourced from raw datasets from World Bank and processed for analysis.
DOI: 10.5281/zenodo.18464010
title: Raw datasets from World Banak

description: This dataset contains energy sector data for Ethiopia. The raw data were sourced from raw datasets from World Bank and processed for analysis.
DOI: 10.5281/zenodo.18464036
title: FIShBOT Archive 2026-02-03

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.5281/zenodo.18464035
title: FIShBOT Archive 2026-02-03

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.15468/dl.vjtcyx
title: Occurrence Download

description: A dataset containing 6805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Puccinellia distans, Glyceria distans)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 6805 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008840-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvn5f2
title: Occurrence Download

description: A dataset containing 14139153 records in GBIF matching the query:
SELECT 
 "gbifid", "taxonkey", "phylum", "class", "order", "eventdate", "datasetkey", "countrycode", "stateprovince", "decimallongitude", "decimallatitude" 
FROM occurrence 
WHERE 
 ("hasgeospatialissues" = 'false') AND 
 ("hascoordinate" = 'true') AND 
 ("occurrencestatus" = 'PRESENT') AND 
 NOT("basisofrecord" IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')) AND 
 ("decimallatitude" &gt;= -90) AND 
 ("decimallatitude" &lt; 91) AND 
 ("decimallongitude" &gt;= -67) AND 
 ("decimallongitude" &lt; -65) AND 
 ("year" &lt;= 2025)

 The dataset's 14139153 records were derived from 2057 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008820-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/34oc6gob
title: HapMap Dataset

description: The HapMap dataset is a set of 9 categories from the National Classification of Economic Activities.
DOI: 10.13145/bacdive168060.20240510.9
title: Frondibacter aureus Yoon et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168060.20251217.10
title: Frondibacter aureus Yoon et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.gkb6w6
title: Occurrence Download

description: A dataset containing 3472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erebia triarius",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 5000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 3472 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079256-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/l9zo1prg
title: SNCOVT

description: The dataset for space non-cooperative object active visual tracking, which includes visible reward term and distance penalty term.
DOI: 10.13145/bacdive168061.20250331.9.3
title: Peptidiphaga gingivicola Beall et al. 2021

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168061.20251217.10
title: Peptidiphaga gingivicola Beall et al. 2021

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.9q5qgv
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cordylancistrus daguae",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 68 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079253-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/eihvrnii
title: Salinas Valley

description: Three famous HSI data sets are used to demonstrate the reliability of the proposed method, which are University of Pavia (PU), Salinas (SA), and Indian Pines (IP).
DOI: 10.13145/bacdive168062.20250331.9.3
title: Phyllobacterium leguminum Mantelin et al. 2006

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168062.20251217.10
title: Phyllobacterium leguminum Mantelin et al. 2006

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168063.20250331.9.3
title: Methylobacterium ajmalii Bijlani et al. 2021

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168063.20251217.10
title: Methylobacterium ajmalii Bijlani et al. 2021

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/cot4e5sp
title: RT-urban

description: RT-urban dataset, a high-precision channel feature dataset for training a deep learning model for super-resolution of channel characteristics.
DOI: 10.13145/bacdive168064.20240510.9
title: Flavobacterium suzhouense Zhang et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168064.20251217.10
title: Flavobacterium suzhouense Zhang et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/klpvii64
title: Red Cell Dynamics Dataset

description: The dataset is used for classification of red cell dynamics with convolutional and recurrent neural networks.
DOI: 10.13145/bacdive168065.20250331.9.3
title: Mycoplasmopsis lipofaciens (Bradbury et al. 1983) Gupta et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/twkn2fk9
title: Wikipedia Text Dump and Sub-Wikipedia Subset

description: The dataset consists of a full Wikipedia text dump and a Sub-Wikipedia subset, which were used to train word embeddings for natural language processing tasks.
DOI: 10.13145/bacdive168065.20251217.10
title: Mycoplasmopsis lipofaciens (Bradbury et al. 1983) Gupta et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168066.20250331.9.3
title: Nocardioides mangrovi Chen et al. 2022

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168066.20251217.10
title: Nocardioides mangrovi Chen et al. 2022

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/1eg3pi1n
title: Self-Attentive Sequential Recommendation

description: The Steam-2M dataset is a large-scale dataset for game ratings.
DOI: 10.13145/bacdive168067.20250331.9.3
title: Pseudomonas coleopterorum Menéndez et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168067.20251217.10
title: Pseudomonas coleopterorum Menéndez et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/rh6t3ssv
title: Real-time Manhattan world rotation estimation in 3D

description: A real-time system for estimating the rotation of a camera in a Manhattan world.
DOI: 10.13145/bacdive168068.20240510.9
title: Halobacillus sediminis Kim et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168068.20251217.10
title: Halobacillus sediminis Kim et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/obnj7b2e
title: Aerial Photographs and Styled Map Tiles

description: This dataset consists of 2194 aerial images and their corresponding styled map tiles scraped from Google Maps.
DOI: 10.13145/bacdive168069.20240510.9
title: Salinispirillum marinum Shahinpei et al. 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168069.20251217.10
title: Salinispirillum marinum Shahinpei et al. 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/b0a4pyo4
title: CNN-DailyMail Summarization Dataset

description: The dataset contains 280K news articles for abstractive summarization.
DOI: 10.13145/bacdive168070.20250331.9.3
title: Paenibacillus guangzhouensis Li et al. 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168070.20251217.10
title: Paenibacillus guangzhouensis Li et al. 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168071.20250331.9.3
title: Psychrosphaera saromensis Park et al. 2011

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/g9wil371
title: Sentinel-2 Imagery

description: The Sentinel-2 Imagery dataset provides agriculture imagery for the contiguous U.S. continent from 2017 to 2022.
DOI: 10.13145/bacdive168071.20251217.10
title: Psychrosphaera saromensis Park et al. 2011

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168072.20250331.9.3
title: Tolumonas lignilytica Billings et al. 2016

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/4zwnnycr
title: Sliding Line Point Regression for Shape Robust Scene Text Detection

description: Text detection in arbitrary-shape case
DOI: 10.13145/bacdive168072.20251217.10
title: Tolumonas lignilytica Billings et al. 2016

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/hqi9l6sm
title: SemEval-2007 T4

description: SemEval-2007 T4 provides datasets for classification of semantic relations between nominals, focusing on various types of relationships including causal.
DOI: 10.13145/bacdive168073.20250331.9.3
title: Geobacter benzoatilyticus Yang et al. 2022

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168073.20251217.10
title: Geobacter benzoatilyticus Yang et al. 2022

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/b7vu377t
title: ClueWeb09 dataset

description: The ClueWeb09 dataset is a large-scale dataset for web search and information retrieval.
DOI: 10.13145/bacdive168074.20240510.9
title: Paraburkholderia rhizosphaerae (Lee and Whang 2015) Dobritsa and Samadpour 2016

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168074.20251217.10
title: Paraburkholderia rhizosphaerae (Lee and Whang 2015) Dobritsa and Samadpour 2016

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.k24zd4
title: Occurrence Download

description: A dataset containing 48872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erebia aethiops",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 5000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 48872 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079251-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive168075.20250331.9.3
title: Pontibacter chinhatensis Singh et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168075.20251217.10
title: Pontibacter chinhatensis Singh et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/h64xdq1r
title: Clustering driven deep autoencoder for video anomaly detection

description: Clustering driven deep autoencoder for video anomaly detection.
DOI: 10.13145/bacdive168076.20250331.9.3
title: Telluria chitinolytica Bowman et al. 1993

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/2r58xyvh
title: Mouse Brain Cell RNA-seq Transcriptomics Dataset

description: The dataset used in this paper is not explicitly described. However, it is mentioned that the authors used a mouse brain cell RNA-seq transcriptomics dataset.
DOI: 10.13145/bacdive168076.20251217.10
title: Telluria chitinolytica Bowman et al. 1993

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168077.20240510.9
title: Microbacterium populi Li et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.