cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17859120
title: Multi-Year Urban Streetlight Image Collection for Visual Monitoring and Drift Analysis (Part 2/2)

description: This record provides the remaining 4 streetlight nodes from the multi-year Bristol streetlight imagery dataset collected between 2021 and 2025. These nodes complement the 18-node collection published in the companion record (https://doi.org/10.5281/zenodo.17781192), together covering all 22 fixed-angle Raspberry Pi Camera Module V1 nodes deployed along a ~7.2 km urban corridor across Bristol, UK. Each upward-facing camera captured one JPEG image approximately every hour (with a randomized delay up to 600 s), producing a diverse set of day/night imagery under varying weather and seasonal conditions.

The 4 nodes included in this record are:

RSS-59-C, RSS-8-C, RSS-A-13-C, RSS-A-33-C.

Each node is provided as an independent ZIP archive that can be downloaded and extracted separately. These archives contain JPEG images named using unique 32-character alphanumeric identifiers generated at capture time to act as persistent file references.

A central metadata file (streetcare-drift-dataset-2021-2025.csv) is included in the companion record and contains metadata for all 22 nodes, including timestamps, node identifiers, GPS coordinates, day/night labels, mean RGB statistics, automated fault detection results, and two visual drift metrics derived from a CNN-VAE latent-space model.

This 4-node subset completes the full 22-node dataset and is intended to support research in visual drift detection, anomaly monitoring, environmental inference, unsupervised representation learning, and MLOps retraining policy evaluation. All data are provided in standard JPEG/ZIP formats for ease of inspection and scripting.

Note: The central metadata file (streetcare-drift-dataset-2021-2025.csv) is not duplicated here. It is hosted in the main record (Part 1: https://doi.org/10.5281/zenodo.17781192), which compiles metadata for all 22 nodes.
DOI: 10.5281/zenodo.17108722
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 35 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 35

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108723
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 35 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 35

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108693
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 33 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 33

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108694
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 33 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 33

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108672
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 32 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 32

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108673
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 32 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 32

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108638
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 31 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 31

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108639
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 31 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 31

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108617
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 30 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 30

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108618
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 30 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 30

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108585
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 29 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 29

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108586
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 29 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 29

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.17026/ar/nrivqm
title: PAN-00174346 - strap mount Early Modern horse gear group A

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00174346&lt;/p&gt;
description: Modified: 2025-05-14T11:42:32+02:00
DOI: 10.5281/zenodo.17108575
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 28 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 28

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17108576
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 28 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 28

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.15468/dd.rtmrrk
title: GBIF-mediated plant occurrence data from South American Lomas ecosystems

description: This derived dataset compiles GBIF-mediated occurrence records used in a species distribution modelling study of plant species associated with South American Lomas ecosystems along the arid coast of Peru. Occurrence data were obtained between 23 and 29 January 2023 using the R package spocc to query the GBIF occurrence API and related aggregators.

The datasetKey–n_records table attached to this record summarises the contributing GBIF datasets and the number of occurrences each provided. The full, uncleaned occurrence dataset (species-level CSV files) is archived and openly available in the KU Leuven Research Data Repository at the URL provided above. These occurrence data supports the manuscript “Divergent responses of endemic and non-endemic plant species to climate change in South American Lomas ecosystems” (Flores et al., in revision).
DOI: 10.34816/ifao.archives.100066
title: KELLIA_nb_1985_03078

description: Référence : nb_1985_03078<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : QR_167<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.100065
title: KELLIA_nb_1985_03079

description: Référence : nb_1985_03079<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : QR_167<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.100064
title: KELLIA_nb_1985_03080

description: Référence : nb_1985_03080<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : QR_167<br />Type : photographie<br />
DOI: 10.15468/dl.6ah8ye
title: Occurrence Download

description: A dataset containing 118983 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Togo"
 ]
}

 The dataset includes 118983 records from 374 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0312477-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmr9eq
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia honania L.H.Bailey"
 ]
}

 The dataset includes 38 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105744-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27zen2
title: Occurrence Download

description: A dataset containing 2047 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenomera hylaedactyla (Cope, 1868)"
 ]
}

 The dataset includes 2047 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0301919-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgq2d8
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lucilia illustris (Meigen, 1826)"
 ]
}

 The dataset includes 307 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105753-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x80uov
title: Occurrence Download

description: A dataset containing 440 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Données espèces - Expertise IQE - Vertrieu - 2015"
 ]
}

 The dataset includes 440 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013015-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jf9bnw
title: Occurrence Download

description: A dataset containing 39833 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malacosoma neustria (Linnaeus, 1758)"
 ]
}

 The dataset includes 39833 records from 310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288560-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hehbk7
title: Occurrence Download

description: A dataset containing 115804 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Lebanon"
 ]
}

 The dataset includes 115804 records from 624 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014955-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gd4nt6
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.42764 -30.52273,48.57236 -30.52273,48.57236 -16.47727,13.42764 -16.47727,13.42764 -30.52273))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aloe vandermerwei Reynolds"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001995-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dav962
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cupressus macrocarpa",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055027-250827131500795/datasets/export for details.
DOI: 10.15468/dl.drejpj
title: Occurrence Download

description: A dataset containing 8320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Ixodes ricinus Linnaeus, 1758",
 "Year 1000-2023"
 ]
}

 The dataset includes 8320 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063482-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbpeeu
title: Occurrence Download

description: A dataset containing 29876 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is European Moth Nights"
 ]
}

 The dataset includes 29876 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037131-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qaljik
title: Occurrence Download

description: A dataset containing 1822 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mellisuga helenae (Lembeye, 1850)"
 ]
}

 The dataset includes 1822 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037137-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5yypa
title: Occurrence Download

description: A dataset containing 2805669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((35.924964333333335 48.58410666666667, 35.924964333333335 65.67073733333334, 1.8796086666666671 65.67073733333334, 1.8796086666666671 48.58410666666667, 35.924964333333335 48.58410666666667))",
 "EventDate is 2023-04-01,2023-04-30"
 ]
}

 The dataset includes 2805669 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063474-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ni3xg4
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procyon cancrivorus Cuvier, 1798",
 "Country is Colombia"
 ]
}

 The dataset includes 123 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085034-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6juof
title: Occurrence Download

description: A dataset listing the 49353 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is naturgucker"
 ]
}

 The dataset's 49353 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037141-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9yv7a
title: Occurrence Download

description: A dataset containing 31956 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peromyscus boylii (Baird, 1855)"
 ]
}

 The dataset includes 31956 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085036-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7u5r5
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aetheolaena puracensis (Cuatrec.) B.Nord."
 ]
}

 The dataset includes 20 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063479-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4ngju
title: Occurrence Download

description: A dataset containing 12919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Neuroptera"
 ]
}

 The dataset includes 12919 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037154-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxqa21
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ateles fusciceps Gray, 1866",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 72 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085040-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajyys6
title: Occurrence Download

description: A dataset containing 9403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philesturnus I.Geoffroy Saint-Hilaire, 1832",
 "Year 2019-2024"
 ]
}

 The dataset includes 9403 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035289-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bllgax
title: Occurrence Download

description: A dataset containing 13800 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is E. C. Smith Herbarium (ACAD) - Nova Scotia Museum of Natural History"
 ]
}

 The dataset includes 13800 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009026-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.