cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/pcra-c14-224974
title: The Word of Truth, 1992, vol. 3, no. 7 = Cuvantul Adevarului, 1992, anul III, nr 7

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.abb9y6
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus bambusifolia Hance",
 "Year 1000-2010"
 ]
}

 The dataset includes 84 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031792-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryacbm
title: Occurrence Download

description: A dataset containing 1897 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nerisyrenia camporum (A.Gray) Greene"
 ]
}

 The dataset includes 1897 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151551-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbm3a5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Dicaeum rhodopygiale",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069810-230530130749713/datasets/export for details.
DOI: 10.25549/pcra-c14-224889
title: The Word of Truth, 1992, vol. 3, no. 3 = Cuvantul Adevarului, 1992, anul III, nr 3

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.25549/pcra-c14-224901
title: The Word of Truth, 1992, vol. 3, no. 3 = Cuvantul Adevarului, 1992, anul III, nr 3

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.mmxw6e
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lyrocarpa linearifolia Rollins"
 ]
}

 The dataset includes 41 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151559-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a25d6k
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mathewsia peruviana O.E.Schulz"
 ]
}

 The dataset includes 11 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031766-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7wcs2m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microcryptorhynchus nipponicus Morimoto & Miyakawa, 1985",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218508-220831081235567/datasets/export for details.
DOI: 10.25549/pcra-c14-224907
title: The Word of Truth, 1992, vol. 3, no. 3 = Cuvantul Adevarului, 1992, anul III, nr 3

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.25549/pcra-c14-224898
title: The Word of Truth, 1992, vol. 3, no. 3 = Cuvantul Adevarului, 1992, anul III, nr 3

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.jndyvr
title: Occurrence Download

description: A dataset containing 3487522 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Circus cyaneus (Linnaeus, 1766)"
 ]
}

 The dataset includes 3487522 records from 1699 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164439-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10740281
title: World Stock Prices ( Daily Updating )
DOI: 10.5281/zenodo.14864702
title: Solar Panel Bounding Boxes

description: Description:







This dataset consists of 621 images of Solar Panel Bounding Boxes in various real-world scenarios, predominantly captured in diverse outdoor settings. The dataset is intended for training object detection models, particularly using the YOLO (You Only Look Once) format for bounding box detection. These images range from clear digital representations to in-the-wild captures, providing an extensive training base for solar panel detection tasks.

 







Download Dataset

 









Annotation Details

The images were manually annotated using Label Studio, a Python-based program known for its precision and flexibility in labeling tasks. This ensures the annotations meet high standards of accuracy. The variety of scenes includes diverse backgrounds such as residential areas, rooftops, and large solar farms, further enhancing the dataset’s practical application in solar panel detection.

Additional Enhancements



Diverse Environmental Conditions: Consider incorporating solar panel images under varying conditions such as cloudy, rainy, or snowy environments, as this would better equip models for real-world applications.

High-Resolution Images: To improve precision, high-resolution images can be added, ensuring that finer details are captured for more accurate bounding box annotations.

Geographic and Structural Variety: Expanding the dataset to include solar panels from diverse geographic regions (e.g., deserts, urban rooftops, or large industrial parks) would create a more robust training set, making the model suitable for a wide range of environments.

Occlusions and Obstructions: Including images where solar panels are partially covered by objects such as trees, dirt, or debris would challenge the model to detect panels even in less-than-ideal conditions, improving its resilience.


Potential Applications

This enriched dataset could be used in a variety of practical applications, including:



Satellite Imagery Analysis: Detecting solar panels from satellite or aerial imagery for renewable energy assessments.

Smart Grid Monitoring: Integrating with smart grid technologies to track solar energy generation.

Automated Solar Farm Surveillance: Using drones equipped with detection models trained on this dataset for the automated inspection of large-scale solar farms.


Conclusion

By adding more diverse examples, such as negative samples, high-resolution images, and varying weather conditions, this dataset can serve as a comprehensive resource for developing robust solar panel detection systems. Its flexibility and accuracy make it ideal for both research and real-world applications in the renewable energy sector.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.14864703
title: Solar Panel Bounding Boxes

description: Description:







This dataset consists of 621 images of Solar Panel Bounding Boxes in various real-world scenarios, predominantly captured in diverse outdoor settings. The dataset is intended for training object detection models, particularly using the YOLO (You Only Look Once) format for bounding box detection. These images range from clear digital representations to in-the-wild captures, providing an extensive training base for solar panel detection tasks.

 







Download Dataset

 









Annotation Details

The images were manually annotated using Label Studio, a Python-based program known for its precision and flexibility in labeling tasks. This ensures the annotations meet high standards of accuracy. The variety of scenes includes diverse backgrounds such as residential areas, rooftops, and large solar farms, further enhancing the dataset’s practical application in solar panel detection.

Additional Enhancements



Diverse Environmental Conditions: Consider incorporating solar panel images under varying conditions such as cloudy, rainy, or snowy environments, as this would better equip models for real-world applications.

High-Resolution Images: To improve precision, high-resolution images can be added, ensuring that finer details are captured for more accurate bounding box annotations.

Geographic and Structural Variety: Expanding the dataset to include solar panels from diverse geographic regions (e.g., deserts, urban rooftops, or large industrial parks) would create a more robust training set, making the model suitable for a wide range of environments.

Occlusions and Obstructions: Including images where solar panels are partially covered by objects such as trees, dirt, or debris would challenge the model to detect panels even in less-than-ideal conditions, improving its resilience.


Potential Applications

This enriched dataset could be used in a variety of practical applications, including:



Satellite Imagery Analysis: Detecting solar panels from satellite or aerial imagery for renewable energy assessments.

Smart Grid Monitoring: Integrating with smart grid technologies to track solar energy generation.

Automated Solar Farm Surveillance: Using drones equipped with detection models trained on this dataset for the automated inspection of large-scale solar farms.


Conclusion

By adding more diverse examples, such as negative samples, high-resolution images, and varying weather conditions, this dataset can serve as a comprehensive resource for developing robust solar panel detection systems. Its flexibility and accuracy make it ideal for both research and real-world applications in the renewable energy sector.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.13880368
title: Supplementary data for the article "Economic impact of labor productivity losses induced by heat stress"
DOI: 10.5281/zenodo.13880369
title: Supplementary data for the article "Economic impact of labor productivity losses induced by heat stress"
DOI: 10.5281/zenodo.14864687
title: Constraining the Properties of the Thermonuclear Burst Oscillation Source XTE J1814-338 Through Pulse Profile Modelling

description: Constraining the Properties of the Thermonuclear Burst Oscillation Source XTE J1814-338 Through Pulse Profile Modelling
DOI: 10.5281/zenodo.8365642
title: Constraining the Properties of the Thermonuclear Burst Oscillation Source XTE J1814-338 Through Pulse Profile Modelling

description: Constraining the Properties of the Thermonuclear Burst Oscillation Source XTE J1814-338 Through Pulse Profile Modelling
DOI: 10.5281/zenodo.8365643
title: Constraining the Properties of the Thermonuclear Burst Oscillation Source XTE J1814-338 Through Pulse Profile Modelling

description: Constraining the Properties of the Thermonuclear Burst Oscillation Source XTE J1814-338 Through Pulse Profile Modelling
DOI: 10.15468/dl.ftkw6r
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sebastodes thompsoni Jordan & Hubbs, 1925",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001761-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gptdju
title: Occurrence Download

description: A dataset containing 370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Urochloa subquadripara (Trin.) R.D.Webster"
 ]
}

 The dataset includes 370 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0427356-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/a6627bd4f8d04d6c
title: Custom collection of radar data from Jülich on 13 Feb 2025
DOI: 10.15468/dl.ymc3du
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ibacus ciliatus (Von Siebold, 1824)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 197 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001762-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zrhxc
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parribacus antarcticus (Lund, 1793)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001763-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmrh6p
title: Occurrence Download

description: A dataset containing 2467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nothoscordum gracile (Aiton) Stearn, Allium gracile Aiton, Maligia gracilis (Aiton) Raf., Milla macrostemon var. gracilis (Aiton) Baker)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 2467 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001764-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/lw1n9c
title: Data for: Black soldier fly diet impacts soil greenhouse gas emissions from frass applied as fertilizer

description: This dataset contains the data generated for the publication: Rummel et al., 2021, Black soldier fly diet impacts soil greenhouse gas emissions from frass applied as fertilizer, Frontiers In Sustainable Food Systems, doi: 10.3389/fsufs.2021.709993
DOI: 10.17866/rd.salford.13122098
title: ITEM 1: 300 word statement

description: 300 word statement for REF purposes<br>
DOI: 10.17866/rd.salford.13122098.v2
title: ITEM 1: 300 word statement

description: 300 word statement for REF purposes<br>
DOI: 10.17866/rd.salford.13122098.v3
title: ITEM 1: 300 word statement

description: 300 word statement for REF purposes<br>
DOI: 10.17866/rd.salford.13139063
title: ITEM 7: Wrestling Truth Poem

description: The source text for the performance 'Wrestling Truth', co-composed by Scott Thurston and Sare Mairs Slee.<br>
DOI: 10.17866/rd.salford.13139063.v1
title: Wrestling Truth POEM

description: The source text for the performance 'Wrestling Truth', co-composed by Scott Thurston and Sare Mairs Slee.<br>
DOI: 10.17866/rd.salford.13139063.v2
title: ITEM 7: Wrestling Truth Poem

description: The source text for the performance 'Wrestling Truth', co-composed by Scott Thurston and Sare Mairs Slee.<br>
DOI: 10.5281/zenodo.14639556
title: Data affiliated with the Bachelorsthesis of Philip Kohle
DOI: 10.5281/zenodo.14639557
title: Data affiliated with the Bachelorsthesis of Philip Kohle
DOI: 10.15468/dl.zkqqkn
title: Occurrence Download

description: A dataset containing 1207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cerorhinca monocerata (Pallas, 1811)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1207 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001765-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14864526
title: Tropical temperature evolution across two glacial cycles derived from speleothem fluid inclusion microthermometry

description: Supplementary data to "Tropical temperature evolution across two glacial cycles derived from speleothem fluid inclusion microthermometry"
DOI: 10.5281/zenodo.14864527
title: Tropical temperature evolution across two glacial cycles derived from speleothem fluid inclusion microthermometry

description: Supplementary data to "Tropical temperature evolution across two glacial cycles derived from speleothem fluid inclusion microthermometry"
DOI: 10.15468/dl.b6xv9d
title: Occurrence Download

description: A dataset containing 4296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "TaxonKey is Lantana camara L."
 ]
}

 The dataset includes 4296 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001766-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p44nbm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alca monocerata Pallas, 1811",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001768-250212154643175/datasets/export for details.
DOI: 10.5281/zenodo.14864681
title: Political dimensions of rewilding: dataset and code

description: .zip file contains the data for a DCE looking at WTP for rewilding in the Oder Delta. Includes the dataset and results of the model for respondents in Germany (DE folder) and Poland (PL folder) as .mat files. Estimation package folder contains model specifications.
DOI: 10.5281/zenodo.14864682
title: Political dimensions of rewilding: dataset and code

description: .zip file contains the data for a DCE looking at WTP for rewilding in the Oder Delta. Includes the dataset and results of the model for respondents in Germany (DE folder) and Poland (PL folder) as .mat files. Estimation package folder contains model specifications.
DOI: 10.15468/dl.freyb7
title: Occurrence Download

description: A dataset containing 672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nymphaea mexicana Zucc., Nymphaea planchonii Casp., Nymphaea flava Leitn. ex A.Gray, Nymphaea planchonii Casp. ex Conard, Nymphaea flava Leitn., Nymphaea flava Leitn. ex Audubon, Nymphaea lutea Treat, Nympheae flava Leitner, Castalia flava (Leitn. ex Audubon) Greene, Leuconymphaea flava (Leitn. ex Audubon) Kuntze, Castalia mexicana (Zucc.) J.M.Coult., Leuconymphaea mexicana (Zucc.) Kuntze)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 672 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001769-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ket95x
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spisula sachalinensis (Schrenck, 1862)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 112 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001770-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14864504
title: NeoVault platform and raw dataset

description: Repository Description

This repository provides access to NeoVault, a structured data hub for postural, physiological, and medical data of neonates. NeoVault offers both a web interface and a Raw dataset for retrieving movement datasets collected from preterm infants.



NeoVault Web Interface: https://conversational.ugr.es/neovault

Raw Dataset Repository: https://github.com/bihut/neovault-database


The raw dataset includes positional data (x, y, z coordinates) and physiological parameters (heart rate, oxygen saturation) recorded from neonatal intensive care units (NICUs). These datasets are publicly available to support research in neonatal movement quantification and computational healthcare analysis.

For more details on data access, please refer to the NeoVault documentation.
DOI: 10.5281/zenodo.14864505
title: NeoVault platform and raw dataset

description: Repository Description

This repository provides access to NeoVault, a structured data hub for postural, physiological, and medical data of neonates. NeoVault offers both a web interface and a Raw dataset for retrieving movement datasets collected from preterm infants.



NeoVault Web Interface: https://conversational.ugr.es/neovault

Raw Dataset Repository: https://github.com/bihut/neovault-database


The raw dataset includes positional data (x, y, z coordinates) and physiological parameters (heart rate, oxygen saturation) recorded from neonatal intensive care units (NICUs). These datasets are publicly available to support research in neonatal movement quantification and computational healthcare analysis.

For more details on data access, please refer to the NeoVault documentation.
DOI: 10.5281/zenodo.14864720
title: Properties of Bamboo Reinforced OPCC and GPC mixes

description: Average values of the properties of the composite tested.
DOI: 10.5281/zenodo.14864721
title: Properties of Bamboo Reinforced OPCC and GPC mixes

description: Average values of the properties of the composite tested.
DOI: 10.15468/dl.n3e439
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudocardium sachalinense",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001771-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjwfeg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oenothera ×adriatica Soldano)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001772-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.