cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rrdsxq
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eugenia caryophyllata"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013443-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16565212
title: Omega-Prime: Data Model, Data Format and Python Library for Handling Ground Truth Traffic Data

description: Data Model, Format and Python Library for ground truth data containing information on dynamic objects, map and environmental factors optimized for representing urban traffic. The repository contains:



Data Model and Specification


see ./docs/omega_prime_specification.md



🌍 Data Model: What signals exist and how these are defined.

🧾 Data Format Specification: How to exchange and store those signals.




Python Library




🔨 Create omega-prime files from many sources (see ./tutorial.ipynb):



ASAM OSI GroundTruth trace (e.g., output of esmini)

Table of moving object data (e.g., csv data)

ASAM OpenDRIVE map

LevelXData datasets through lxd-io

extend yourself by subclassing DatasetConverter



🗺️ Map Association: Associate Object Location with Lanes from OpenDRIVE or OSI Maps (see tutorial_locator.ipynb)

📺 Plotting of data: interactive top view plots using altair

✅ Validation of data: check if your data conforms to the omega-prime specification (e.g., correct yaw) using pandera

📐 Interpolation of data: bring your data into a fixed frequency

📈 Metrics: compute interaction metrics like PET, TTC, THW (see tutorial_metrics.ipynb)

🚀 Fast Processing directly on DataFrames using polars, polars-st


The data model and format utilize ASAM OpenDRIVE and ASAM Open-Simulation-Interface GroundTruth messages. omega-prime sets requirements on presence and quality of ASAM OSI GroundTruth messages and ASAM OpenDRIVE files and defines a file format for the exchange and storage of these.

Omega-Prime is the successor of the OMEGAFormat. It has the benefit that its definition is directly based on the established standards ASAM OSI and ASAM OpenDRIVE and carries over the data quality requirements and the data tooling from OMEGAFormat. Therefore, it should be easier to incorporate omega-prime into existing workflows and tooling.

To learn more about the example data read example_files/README.md. Example data was taken and created from esmini.
DOI: 10.5281/zenodo.16565213
title: Omega-Prime: Data Model, Data Format and Python Library for Handling Ground Truth Traffic Data

description: Data Model, Format and Python Library for ground truth data containing information on dynamic objects, map and environmental factors optimized for representing urban traffic. The repository contains:



Data Model and Specification


see ./docs/omega_prime_specification.md



🌍 Data Model: What signals exist and how these are defined.

🧾 Data Format Specification: How to exchange and store those signals.




Python Library




🔨 Create omega-prime files from many sources (see ./tutorial.ipynb):



ASAM OSI GroundTruth trace (e.g., output of esmini)

Table of moving object data (e.g., csv data)

ASAM OpenDRIVE map

LevelXData datasets through lxd-io

extend yourself by subclassing DatasetConverter



🗺️ Map Association: Associate Object Location with Lanes from OpenDRIVE or OSI Maps (see tutorial_locator.ipynb)

📺 Plotting of data: interactive top view plots using altair

✅ Validation of data: check if your data conforms to the omega-prime specification (e.g., correct yaw) using pandera

📐 Interpolation of data: bring your data into a fixed frequency

📈 Metrics: compute interaction metrics like PET, TTC, THW (see tutorial_metrics.ipynb)

🚀 Fast Processing directly on DataFrames using polars, polars-st


The data model and format utilize ASAM OpenDRIVE and ASAM Open-Simulation-Interface GroundTruth messages. omega-prime sets requirements on presence and quality of ASAM OSI GroundTruth messages and ASAM OpenDRIVE files and defines a file format for the exchange and storage of these.

Omega-Prime is the successor of the OMEGAFormat. It has the benefit that its definition is directly based on the established standards ASAM OSI and ASAM OpenDRIVE and carries over the data quality requirements and the data tooling from OMEGAFormat. Therefore, it should be easier to incorporate omega-prime into existing workflows and tooling.

To learn more about the example data read example_files/README.md. Example data was taken and created from esmini.
DOI: 10.48544/0b68bfd3-38e7-4d37-849f-bc2b0fb0da07
title: Teaching Tomorrow: EV Education for All
DOI: 10.48544/80578c8c-58ac-4fde-b76d-6215b3c5a724
title: Bachelor Program Energy and Sustainable Development (EDO): An Integrated, Mission-Driven Approach to the Energy Transition
DOI: 10.15468/dl.8x6ruq
title: Occurrence Download

description: A dataset containing 612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Alopochen aegyptiaca"
 ]
}

 The dataset includes 612 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013448-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3app2r
title: Occurrence Download

description: A dataset containing 37263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Baccharis halimifolia)",
 "OccurrenceStatus is Present",
 "SpeciesKey is not null",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2026",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation)"
 ]
}

 The dataset includes 37263 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013446-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mepvzq
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Melinis minutiflora"
 ]
}

 The dataset includes 398 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013447-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8z2wdt
title: Occurrence Download

description: A dataset containing 970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Lissachatina fulica"
 ]
}

 The dataset includes 970 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013449-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31263652
title: Dataset supporting findings described in "Xyloglucan-dependent cell wall remodelling caused by the exopolysaccharide of ash dieback fungus Hymenoscyphus fraxineus".

description: Dataset supporting findings described in "Xyloglucan-dependent cell wall remodelling caused by the exopolysaccharide of ash dieback fungus Hymenoscyphus fraxineus". The dataset includes results from cellulose quantification assay, images used for assesment of ROS production by DAB assay, gene expression raw data, results from HPLC measurment of monosaccharide composition and sequences used to construct phylogenies.
DOI: 10.6084/m9.figshare.31263652.v1
title: Dataset supporting findings described in "Xyloglucan-dependent cell wall remodelling caused by the exopolysaccharide of ash dieback fungus Hymenoscyphus fraxineus".

description: Dataset supporting findings described in "Xyloglucan-dependent cell wall remodelling caused by the exopolysaccharide of ash dieback fungus Hymenoscyphus fraxineus". The dataset includes results from cellulose quantification assay, images used for assesment of ROS production by DAB assay, gene expression raw data, results from HPLC measurment of monosaccharide composition and sequences used to construct phylogenies.
DOI: 10.15468/dl.tswjk5
title: Occurrence Download

description: A dataset containing 4101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agrilus planipennis",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 4101 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013451-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31227945
title: S4 Data from Multi-proxy data from Imola (Northern Italy) reveal diverse trajectories in human lifeways following the collapse of the Western Roman Empire

description: Table with new measurements.
DOI: 10.6084/m9.figshare.31227945.v2
title: S4 Data from Multi-proxy data from Imola (Northern Italy) reveal diverse trajectories in human lifeways following the collapse of the Western Roman Empire

description: Table with new measurements.
DOI: 10.6084/m9.figshare.31227951
title: S5 Models from Multi-proxy data from Imola (Northern Italy) reveal diverse trajectories in human lifeways following the collapse of the Western Roman Empire

description: The SI contains models generated with R-based software applications accessed through the Pandora & IsoMemo Computational Lab.
DOI: 10.6084/m9.figshare.31227945.v1
title: Data from Multi-proxy data from Imola (Northern Italy) reveal diverse trajectories in human lifeways following the collapse of the Western Roman Empire

description: Table with new measurements.
DOI: 10.6084/m9.figshare.31227951.v1
title: Models from Multi-proxy data from Imola (Northern Italy) reveal diverse trajectories in human lifeways following the collapse of the Western Roman Empire

description: The SI contains models generated with R-based software applications accessed through the Pandora & IsoMemo Computational Lab.
DOI: 10.6084/m9.figshare.31227951.v2
title: S5 Models from Multi-proxy data from Imola (Northern Italy) reveal diverse trajectories in human lifeways following the collapse of the Western Roman Empire

description: The SI contains models generated with R-based software applications accessed through the Pandora & IsoMemo Computational Lab.
DOI: 10.6084/m9.figshare.31264096
title: Supplementary Material for: A 27-gauge Light Pipe-assisted Modified Kebab Technique for Safe Retrieval of a Dropped Lens Nucleus: A Case Report

description: Introduction: Management of dropped lens nuclei can be challenging, and several approaches have been reported, including perfluorocarbon liquid (PFCL) flotation and the kebab technique with intraocular diathermy. However, these approaches require dedicated instruments and may involve risks such as residual PFCL retention, thermal injury, or increased cost. This study presents a case of modified kebab technique using a 27-gauge illuminated light pipe to safely retrieve a dropped lens nucleus, without requiring the use of PFCL or diathermy. 
Case Presentation: A patient who experienced a posterior capsule rupture with a dropped nucleus during cataract surgery subsequently underwent pars plana vitrectomy using a 27-gauge three-port system on the following day. After core vitrectomy and removal of the vitreous surrounding the dropped nucleus, the nucleus was gently brought closer using suction from the vitreous cutter. The tip of the 27-gauge light pipe was inserted into the nucleus, advanced to fully penetrate it, and used to establish firm fixation. The nucleus was then elevated into the anterior chamber and removed via phacoemulsification while being rotated. Postoperatively, no complications were observed, and the patient’s visual acuity improved from 20/100 (logMAR 0.7) to 20/20 (logMAR 0.0) at 1 month after surgery.
Conclusion: This modified kebab technique using a 27-gauge illuminated light pipe allows nucleus fixation and retrieval in selected cases, without the routine use of PFCL or diathermy. This simple technique may serve as a practical salvage option, particularly when dedicated instruments are unavailable.
DOI: 10.6084/m9.figshare.31264096.v1
title: Supplementary Material for: A 27-gauge Light Pipe-assisted Modified Kebab Technique for Safe Retrieval of a Dropped Lens Nucleus: A Case Report

description: Introduction: Management of dropped lens nuclei can be challenging, and several approaches have been reported, including perfluorocarbon liquid (PFCL) flotation and the kebab technique with intraocular diathermy. However, these approaches require dedicated instruments and may involve risks such as residual PFCL retention, thermal injury, or increased cost. This study presents a case of modified kebab technique using a 27-gauge illuminated light pipe to safely retrieve a dropped lens nucleus, without requiring the use of PFCL or diathermy. 
Case Presentation: A patient who experienced a posterior capsule rupture with a dropped nucleus during cataract surgery subsequently underwent pars plana vitrectomy using a 27-gauge three-port system on the following day. After core vitrectomy and removal of the vitreous surrounding the dropped nucleus, the nucleus was gently brought closer using suction from the vitreous cutter. The tip of the 27-gauge light pipe was inserted into the nucleus, advanced to fully penetrate it, and used to establish firm fixation. The nucleus was then elevated into the anterior chamber and removed via phacoemulsification while being rotated. Postoperatively, no complications were observed, and the patient’s visual acuity improved from 20/100 (logMAR 0.7) to 20/20 (logMAR 0.0) at 1 month after surgery.
Conclusion: This modified kebab technique using a 27-gauge illuminated light pipe allows nucleus fixation and retrieval in selected cases, without the routine use of PFCL or diathermy. This simple technique may serve as a practical salvage option, particularly when dedicated instruments are unavailable.
DOI: 10.15468/dl.bgrd2u
title: Occurrence Download

description: A dataset containing 1060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amaranthus tricolor"
 ]
}

 The dataset includes 1060 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013453-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eg2k3u
title: Occurrence Download

description: A dataset containing 1213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN, VU, EX, EW, NT, LC)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 {
 "or" : [
 "Year 2026-2026",
 "Year 2026-2026"
 ]
 }
 ]
}

 The dataset includes 1213 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013458-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nn7nhp
title: Occurrence Download

description: A dataset containing 208537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Crocodylia, Squamata, Testudines)",
 "Year 2006-2026"
 ]
}

 The dataset includes 208537 records from 328 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013416-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18492305
title: DrugstOne DREAM Application Case Data
DOI: 10.5281/zenodo.18492306
title: DrugstOne DREAM Application Case Data
DOI: 10.15468/dl.cqv3ct
title: Occurrence Download

description: A dataset containing 6766 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amaranthus graecizans"
 ]
}

 The dataset includes 6766 records from 353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013454-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18491561
title: SuperDARN data in netCDF format (2013-Sep)

description: 2013-Sep SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.6482874
title: SuperDARN data in netCDF format (2013-Sep)

description: 2013-Sep SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.15151/esrf-es-2334392697
title: SAXS-WAXS measurements of oil-water mixtures

description: SAXS-WAXS measurements will be performed on mixtures of oil-water solutions (in close capillaries) as preliminary studies of foams.
DOI: 10.57724/gdc_20240127_radiant_uac
title: EFFECT OF UVR ON ALGAL CONSUMPTION, 2024
DOI: 10.15468/dl.5ajddm
title: Occurrence Download

description: A dataset containing 2621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "IucnRedListCategory is one of (CR, EN, VU, NT)",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia",
 "Year 2000-2025"
 ]
}

 The dataset includes 2621 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013460-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31263937
title: Optical quantum walk platforms for interpretable quantum machine learning

description: This repository provides code and data for the paper Optical quantum walk platforms for interpretable quantum machine learning by Xing Tang,Jiameng Tian, Tian Chen, and Xiangdong Zhang We deploy Quantum Projective Simulation with optical QW networks in two typical reinforcement learning scenarios.This repository consists of two separate packages:Scenario 1: A Jupyter notebook simulating a QW network and using it to realize QPS. The considered task is the scenario investigated in B. Eva, K. Ried, T. Mueller, and H. J. Briegel, How a minimal learning agent can infer the existence of unobserved variables in a complex environment, Minds & Machines, pp. 1-35, 2022, online first, DOI = 10.1007/s11023-022-09619-5. The code refers to the project: https://github.com/MariusKrumm/PhotonicsPS.gitScenario 2: A QPS agent implemented with an Optical QW network to solve the gridworld problem, with results comparable to those of the classical PS agent. The code refers to the project: https://github.com/qic-ibk/projectivesimulation.git
DOI: 10.6084/m9.figshare.31263937.v1
title: Optical quantum walk platforms for interpretable quantum machine learning

description: This repository provides code and data for the paper Optical quantum walk platforms for interpretable quantum machine learning by Xing Tang,Jiameng Tian, Tian Chen, and Xiangdong Zhang We deploy Quantum Projective Simulation with optical QW networks in two typical reinforcement learning scenarios.This repository consists of two separate packages:Scenario 1: A Jupyter notebook simulating a QW network and using it to realize QPS. The considered task is the scenario investigated in B. Eva, K. Ried, T. Mueller, and H. J. Briegel, How a minimal learning agent can infer the existence of unobserved variables in a complex environment, Minds & Machines, pp. 1-35, 2022, online first, DOI = 10.1007/s11023-022-09619-5. The code refers to the project: https://github.com/MariusKrumm/PhotonicsPS.gitScenario 2: A QPS agent implemented with an Optical QW network to solve the gridworld problem, with results comparable to those of the classical PS agent. The code refers to the project: https://github.com/qic-ibk/projectivesimulation.git
DOI: 10.5281/zenodo.18480627
title: The Great Divide: Climate-Driven Flooding Widens Economic Gaps Across EU Regions
DOI: 10.5281/zenodo.18480626
title: The Great Divide: Climate-Driven Flooding Widens Economic Gaps Across EU Regions
DOI: 10.15468/dl.cqquuz
title: Occurrence Download

description: A dataset containing 12168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Tmetonyx cicada, Scopelocheirus hopei, Orchomenella obtusa)"
 ]
}

 The dataset includes 12168 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013461-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.