cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15078130
title: Path Loss of Virtual V2V Link via Flying Reconfigurable Intelligent Surface: With and Without Interference Cancellation via Orientation Control

description: This dataset provides path loss values for a virtual Vehicle-to-Vehicle (V2V) link established via a Reconfigurable Intelligent Surface (RIS) mounted on a drone flying at a fixed height of 50 meters, with the RIS surface oriented perpendicularly to the ground. Two isotropic transmitters are positioned at coordinates (x, y, z): (100, 100, 0) and (100, 300, 0).

The RIS-equipped drone's position is varied horizontally within the xy-boundaries [0, 350] × [0, 350], sampled with a resolution of 200 points per axis.

At each drone position, two path loss values are recorded:





With the RIS in its default orientation — edges aligned with the area boundaries, surface facing downward.




After rotating the RIS surface horizontally to the angle that maximizes the path loss between the two nodes, following the approach described in the referenced paper (DOI: 10.15199/59.2024.4.80).



The dataset demonstrates the significant effect of RIS orientation on path loss, emphasizing its potential in interference cancellation strategies.
DOI: 10.5281/zenodo.15078131
title: Path Loss of Virtual V2V Link via Flying Reconfigurable Intelligent Surface: With and Without Interference Cancellation via Orientation Control

description: This dataset provides path loss values for a virtual Vehicle-to-Vehicle (V2V) link established via a Reconfigurable Intelligent Surface (RIS) mounted on a drone flying at a fixed height of 50 meters, with the RIS surface oriented perpendicularly to the ground. Two isotropic transmitters are positioned at coordinates (x, y, z): (100, 100, 0) and (100, 300, 0).

The RIS-equipped drone's position is varied horizontally within the xy-boundaries [0, 350] × [0, 350], sampled with a resolution of 200 points per axis.

At each drone position, two path loss values are recorded:





With the RIS in its default orientation — edges aligned with the area boundaries, surface facing downward.




After rotating the RIS surface horizontally to the angle that maximizes the path loss between the two nodes, following the approach described in the referenced paper (DOI: 10.15199/59.2024.4.80).



The dataset demonstrates the significant effect of RIS orientation on path loss, emphasizing its potential in interference cancellation strategies.
DOI: 10.60656/d6d5379efdf4427c
title: Custom collection of radar data from Granada on 9 Feb 2025
DOI: 10.5281/zenodo.15076425
title: Dataset of artefacts and nominal objects for machine learning applications in astronomy

description: We present two datasets, each containing 1127 image cutouts from ZTF DR3:





Artefact dataset – images containing artefacts; isolated using the active anomaly detection algorithm PineForest, developed by the SNAD team.




Nominal dataset – consisting of normal objects selected from the same ZTF fields as the artefact dataset.



Data Format

Both datasets are provided in FITS format in two sizes:





28 × 28 pixels




63 × 63 pixels



FITS Headers

Each FITS file includes the following metadata in its header in addition to standard ZTF headers:





OID – ZTF Object ID




OIDRA – Object Right Ascension (deg)




OIDDEC – Object Declination (deg)




TAGS – Labels for the central object according to the SNAD classification schema (only for artefact dataset)




URL – Download URL for the FITS image



These datasets are intended for use in machine learning training, anomaly detection studies, and astrophysical catalog cleaning. If you use this dataset, please cite the corresponding SNAD publications.

For more information, visit: https://snad.space/
DOI: 10.5281/zenodo.15076426
title: Dataset of artefacts and nominal objects for machine learning applications in astronomy

description: We present two datasets, each containing 1127 image cutouts from ZTF DR3:





Artefact dataset – images containing artefacts; isolated using the active anomaly detection algorithm PineForest, developed by the SNAD team.




Nominal dataset – consisting of normal objects selected from the same ZTF fields as the artefact dataset.



Data Format

Both datasets are provided in FITS format in two sizes:





28 × 28 pixels




63 × 63 pixels



FITS Headers

Each FITS file includes the following metadata in its header in addition to standard ZTF headers:





OID – ZTF Object ID




OIDRA – Object Right Ascension (deg)




OIDDEC – Object Declination (deg)




TAGS – Labels for the central object according to the SNAD classification schema (only for artefact dataset)




URL – Download URL for the FITS image



These datasets are intended for use in machine learning training, anomaly detection studies, and astrophysical catalog cleaning. If you use this dataset, please cite the corresponding SNAD publications.

For more information, visit: https://snad.space/
DOI: 10.5255/ukda-sn-857272
title: Reflections on Co-Designing: Minoritised Older Adults, Community Sector and Cultural Sector Partners, 2023

description: This research project tackled the complex problem of how to increase participation in social and cultural life for all as we age which has been shown to make a vital contribution to raising quality of life. The project addressed the fundamental issue that arts and cultural participation drops dramatically in older populations and that disabled, Black, Asian and minority ethnic and older people living in poverty are even less likely to participate. It tackled inequalities related to accessibility and content of digital arts and cultural provision, enabled vital R&D and established new business models to encourage digital innovation in the arts and cultural sector to support healthy ageing. 

The project included exploration of the everyday lives of minoritized older adults. Throughout the project methods of doing co-design with minoritized older adults were designed. The project worked alongside older adults, creative industry players and community sector and cultural sector organisations to co-design digital arts and cultural experiences that support social connections and contribute to improved quality of life for older adults.

It supported creative industries to build a better understanding of diverse older audiences and to robustly evaluate their offer; and provided new evidence based policy making that sought to tackle inequalities in arts and cultural provision for healthy ageing outcomes.

This data set includes Interviews held towards the end of the Connecting through Culture as we Age research project. The interviews were a point of reflection on the participation of older adult co-researchers and partners reflecting on co-design in Connecting through Culture as we Age. The project recruited 20 minoritised older adults who identified as disabled, socioeconomically and/or racially minoritised and worked with them through the 3 years of the project which involved creative, participatory design based methods. The project funded 6 prototype teams that emerged during the project and included older adult co-researchers. We worked closely with community and cultural sector organisations throughout the co-design process.
DOI: 10.60656/c9caf869e73143e1
title: Custom collection of radar data from Granada on 9 Feb 2025
DOI: 10.15468/dl.bxa4ms
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meles meles (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2015",
 "Geometry POLYGON((-90.000000 -80.000000, 14.000000 -80.000000, 14.000000 22.000000, -90.000000 22.000000, -90.000000 -80.000000))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025234-250310093411724/datasets/export for details.
DOI: 10.15468/dl.59r9dr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meles meles (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Mexico",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2015"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025233-250310093411724/datasets/export for details.
DOI: 10.15468/dl.af2dss
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.36007 54.07846,13.46048 54.07846,13.46048 54.10982,13.36007 54.10982,13.36007 54.07846))",
 "TaxonKey is Milvus milvus (Linnaeus, 1758)"
 ]
}

 The dataset includes 44 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025235-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayav6e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lantana camara L.",
 "DatasetKey is 50c9509d-24f4-4e04-861c-4a6fabdce5b1",
 "DecimalLatitude is greater than or equal to -23.5",
 "DecimalLatitude is less than or equal to 23.5",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025236-250310093411724/datasets/export for details.
DOI: 10.15468/dl.p8bq2p
title: Occurrence Download

description: A dataset containing 1408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.1322 19.56279,-99.32279 19.49151,-99.26834 19.26605,-98.9416 19.13176,-98.83269 19.24034,-98.8932 19.4316,-99.1322 19.56279))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (b459e790-0d3c-11d9-8431-b8a03c50a862, 5ffa575c-fcd4-4583-9611-545f67b04316, b3bf3a83-1f68-4541-a03f-330d30d567f5, b4640710-8e03-11d8-b956-b8a03c50a862, ada9d123-ddb4-467d-8891-806ea8d94230, 6ea87510-0561-11d8-b851-b8a03c50a862, c76cf030-2a95-11da-9cc1-b8a03c50a862, ff90b050-c256-11db-b71b-b8a03c50a862, 0d3422a3-d9fa-4dac-8921-3e03afc4c0a0)",
 "TaxonKey is Arachnida"
 ]
}

 The dataset includes 1408 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025238-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93qgkx
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhododendron anthopogon D.Don"
 ]
}

 The dataset includes 418 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025241-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7m5tx
title: Occurrence Download

description: A dataset containing 2072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.37.55_1, USA.37_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Meleagris gallopavo Linnaeus, 1758",
 "Year 2022-2024"
 ]
}

 The dataset includes 2072 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025240-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yf7gtb
title: Occurrence Download

description: A dataset containing 9684 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malaclemys terrapin (Schoepff, 1793)"
 ]
}

 The dataset includes 9684 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025239-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9k758h
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Alien Species in Poland - Plants",
 "TaxonKey is Abutilon theophrasti Medik."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025242-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wg7um6
title: Occurrence Download

description: A dataset containing 277931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lutra lutra (Linnaeus, 1758)"
 ]
}

 The dataset includes 277931 records from 1134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025226-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ks3fgf
title: Occurrence Download

description: A dataset containing 856822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Serbia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 856822 records from 553 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025216-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5kav4
title: Occurrence Download

description: A dataset containing 1624 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dolomedes plantarius (Clerck, 1757)"
 ]
}

 The dataset includes 1624 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195119-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dh2amx
title: Occurrence Download

description: A dataset listing the 334 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Year 2005-2019",
 "TaxonKey is Crithmum maritimum L."
 ]
}

 The dataset's 334 records were derived from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026049-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgmv4k
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crassula multiceps Harv."
 ]
}

 The dataset includes 15 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0202298-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzgudp
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus yunnanensis Franch."
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026050-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dwmqb
title: Occurrence Download

description: A dataset containing 6949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nocardia"
 ]
}

 The dataset includes 6949 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006989-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hz164
title: Occurrence Download

description: A dataset containing 14024583 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Mexico"
 ]
}

 The dataset includes 14024583 records from 2341 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026050-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bx39x
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex nubigena subsp. albata (Kük. ex Matsum.) T.Koyama",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 120 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006326-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82144/1578651b
title: Happywhale - Antarctic Fur Seal in Indian Ocean

description: Original provider:
Happywhale

Dataset credits:
Happywhale and contributors

Abstract:
Happywhale.com is a resource to help you know whales as individuals, and to benefit conservation science with rich data about individual whales.
DOI: 10.13140/rg.2.1.2276.7445
title: MODELLING THE IMPACT OF RADIATIVE HEAT LOSS ON CO2 EMISSION, O2 DEPLETION AND THERMAL STABILITY IN A REACTIVE SLAB
DOI: 10.34810/data2126
title: Replication data for "Synchrotron-based infrared microspectroscopy unveils the biomolecular response of healthy and tumour cell lines to neon minibeam radiation therapy"

description: This dataset contains the infrared spectra of BJ human foreskin fibroblasts (healthy) and B16-F10 mouse skin melanoma (tumour) cell lines subjected to standard neon radiotherapy and neon minibeam radiation therapy (NeMBRT), measured via synchrotron radiation-based Fourier transform infrared microspectroscopy (SR-FTIRM)
description: METHODOLOGICAL INFORMATION

1. Description of methods used for collection-generation of data: 
BJ human foreskin fibroblasts (healthy) and B16-F10 mouse skin melanoma (tumour) cell lines, previously subjected to standard neon radiotherapy or neon minibeam radiation therapy (Heavy Ion Medical Accelerator in Chiba, HIMAC, Japan), were fixated on infrared transparent calcium fluoride coverglasses, suitable for infrared microspectroscopy measurements. Fixation of samples occurred at both 0 hours and 24 hours post-treatment. The protocol is detailed in [González-Vegas, et al. (2025). Analyst, 150, 342–352]. The SR-FTIRM measurements were conducted at the MIRAS beamline of ALBA Synchrotron (Cerdanyola del Vallès, Spain). Over 125 cells were randomly selected for each sample and irradiation configuration (control, broad beam, minibeam peak, minibeam valley). Single-cell infrared measurements were collected in the 3800-1000 cm-1 mid-infrared spectral range, using a spectral resolution of 4 cm-1 and 256 co-added scans per spectrum


2. Methods for processing the data: 
Spectral data was cut into two distinct spectral ranges: the Higher Wavenumber (HW, 3000–2800 cm-1) or Amides and Fingerprint (AFP, 1800–1000 cm-1). In both spectral regions, data was processed using a Savitzky-Golay filter (2nd derivative order; 9 points window in the HW region, 19–25 points window in the AFP region) followed by unit vector normalization. Data processing was performed with the Quasar software (version 1.9)


3. Instrument- or software- specific information needed to interpret the data:
Any software able to read csv files


4. Instruments, calibration and standards information:
Hyperion 3000 microscope, Vertex 70 Spectrometer (Bruker Optics GmbH)


5. Environmental or experimental conditions:
SR-FTIRM measurements were carried out on dried cells at room temperature. Background spectra were collected every 5 samples to compensate for varying ambient conditions inside the MIRAS beamline


6. Quality-assurance procedures performed on the data:
No
description: MS Office, null
DOI: 10.5281/zenodo.17313748
title: Supplementary Materials and Datasets for SNP Selection Using Pearson Correlation for Human Population Classification

description: Overview. This record provides the supplementary datasets and materials referenced in the manuscript. Files are organized as ZIPs per subsection of Section 4, with a root-level README.md, a MANIFEST.tsv mapping each file to its section, and a DATA_DICTIONARY.tsv describing all tabular columns.Contents. 0_* packages contain inputs used in the study (pre-/post-QC genotype matrices, block assignments, correlation ranges). 1_*–6_* packages mirror §§4.1–4.6 (Dataset A/B tables & panels, significance tests, PCA-120 vs Pearson-120 metrics, runtime traces, and consensus SNP panels). Each ZIP includes a short mini-README.Reproducibility. Per-iteration results (1,000 MCCV runs) and aggregated summaries are provided; timing traces are in milliseconds; confusion matrices are row-normalized (%). PCA is fitted on training folds only; Pearson-120 uses absolute point-biserial correlation with the label.How to cite. Please cite this record as the repository [55] in the manuscript and via the DOI provided by Zenodo.

Citation (IEEE):P. N. Basuki, J.P. Sri Yulianto, A. Setiawan, "Supplementary materials and datasets for SNP Selection Using Pearson Correlation for Human Population Classification". Dataset. Zenodo, v2.0.0, 2025. doi:10.5281/zenodo.17271719.

v2.0.0 — Repository reorganization- Removed: legacy single-file consensus panel.- Added: 11 ZIP packages organized by Section 4 (0_* inputs; 1–6 materials).- Added: root-level README.md, MANIFEST.tsv, DATA_DICTIONARY.tsv.- No changes to analyses or conclusions; repository layout only.
DOI: 10.15468/dl.bqahu6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cosmos bipinnatus",
 "Country is Yemen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005433-251009101135966/datasets/export for details.
DOI: 10.23729/fd-0d6a9eaa-9fc6-3e1d-a816-3c8b99ad6cd4
title: Unraveling the Ligand Effect on Acrolein Hydrogenation on Pd(111):  Insights from First- Principles Calculations

description: This archive constains the optimized structures for reactans, intermediates, products and transitions states on the Pd111, OP-Pd111 and NB-Pd111 surfaces discussed in the main article. All the trajectories are in the ASE ”traj”-format.
DOI: 10.15468/dl.ufa6x3
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cestrum endlicheri Miers"
 ]
}

 The dataset includes 76 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022911-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yq2ghd
title: Occurrence Download

description: A dataset containing 19077 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Renealmia L.f."
 ]
}

 The dataset includes 19077 records from 376 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241878-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.