cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.q67aav
title: Occurrence Download

description: A dataset containing 331353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhus typhina, Parthenocissus quinquefolia, Spiraea billardii, Prunus laurocerasus, Rosa rugosa, Spiraea alba, Pistia stratiotes, Solidago gigantea, Rubus armeniacus, Robinia pseudoacacia, Acer negundo, Ailanthus altissima, Alternanthera philoxeroides, Aponogeton distachyos, Arundo donax, Asclepias syriaca, Azolla filiculoides, Baccharis halimifolia, Cabomba caroliniana, Carpobrotus, Cotoneaster horizontalis, Egeria densa, Eichhornia crassipes, Elaeagnus angustifolia, Elodea canadensis, Elodea nuttallii, Fallopia baldschuanica, Fraxinus pennsylvanica, Gymnocoronis spilanthoides, Helianthus tuberosus, Helianthus laetiflorus, Heracleum mantegazzianum, Hydrilla verticillata, Hydrocotyle ranunculoides, Impatiens capensis, Impatiens glandulifera, Koenigia polystachya, Laburnum anagyroides, Lagarosiphon major, Lemna minuta, Lemna turionifera, Limnobium laevigatum, Reynoutria japonica, Myriophyllum rubricaule, Prunus serotina, Parthenocissus tricuspidata, Mahonia aquifolium, Parthenocissus inserta, Spiraea tomentosa, Spiraea douglasii, Reynoutria bohemica, Salvinia molesta, Myriophyllum heterophyllum, Rudbeckia laciniata, Ludwigia grandiflora, Reynoutria sachalinensis, Spiraea salicifolia, Solidago canadensis, Myriophyllum aquaticum, Ludwigia peploides, Zizania latifolia)",
 "Country is Belgium",
 "Year is greater than or equal to 2013",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 331353 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002386-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4b5t4
title: Occurrence Download

description: A dataset containing 8325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Geometry POLYGON((-180 -26,180 -26,180 24,-180 24,-180 -26))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coffea arabica"
 ]
}

 The dataset includes 8325 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002406-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uc7ge6
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Atriplex patens"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002407-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zv5zf
title: Occurrence Download

description: A dataset containing 1028 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Discoglossus montalentii"
 ]
}

 The dataset includes 1028 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002409-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17454359
title: Luxionex_Dual_Spectrum

description: Luxionex Dual Spectrum: Discovery and AI Applications of Biophotonic Emotional Colors
DOI: 10.15468/dl.ysr8ss
title: Occurrence Download

description: A dataset containing 252888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carnivora",
 "EventDate is greater than or equal to 2024-10-27",
 "EventDate is less than or equal to 2025-10-27"
 ]
}

 The dataset includes 252888 records from 217 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002378-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17454358
title: Luxionex_Dual_Spectrum

description: Luxionex Dual Spectrum: Discovery and AI Applications of Biophotonic Emotional Colors
DOI: 10.15468/dl.w4u9a2
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-25.0",
 "Country is Serbia",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Melittidae, Halictidae, Colletidae, Andrenidae, Megachilidae, Apidae)",
 "Year 2020-2025"
 ]
}

 The dataset includes 136 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002410-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvt7h6
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bauhinia galpinii"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002411-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17453845
title: Application-Level Network Traces for Edge-Controlled Robotic Navigation – Wi-Fi/tshark Packet Captures (August 2025)

description: This dataset contains collected packet-level measurements from application-level communication monitoring conducted during Validation Scenario 2: Application Performance Evaluation, on 29 August 2025, at the WZL Testbed as part of the TARGET-X project, within the Manufacturing Vertical.

The validation focused on assessing how network conditions affect real-time behavior of an edge-controlled mobile robot during navigation and planning phases of an assembly/disassembly task. The analysis was carried out using the 5G monitoring pipeline, extended with tshark to capture live communication packets exchanged between the robot and the edge server during task execution.

The tests targeted two communication-critical segments of the disassembly workflow:





Step 2 – Path planning to the assembly station




Steps 7 and 10 – Navigation to and from the temporary station



Each validation trial represented a full A–B–A navigation cycle, lasting approximately 45 seconds, during which ROS 2 topics (sensor data, localization, navigation feedback, and control commands) were transmitted over a wireless network (Wi-Fi) connecting the robot and the edge server. While the experiments were conducted over Wi-Fi, the setup and results are representative of 5G-based deployments, offering insight into the application-level network requirements for real-time robotic control.

A total of 10 navigation trials were performed, complemented by a static baseline measurement with the robot idle. Each trial’s packet-level data were captured using tshark, enabling detailed analysis of bandwidth consumption, topic-level throughput, and latency behavior.

Summary of Results (as reported):





Mean uplink throughput: 36.56 Mbps (σ = 0.41 Mbps)




Mean downlink throughput: 1.73 Mbps (σ = 0.01 Mbps)




Stable low-variance behavior across trials, confirming sufficient bandwidth for real-time operation.



Contents:





Raw network capture files (.pcap) recorded via tshark




Trial summaries and throughput statistics (.csv)



 

Testbed: WZL, RWTH Aachen UniversitySoftware tools: tshark, ROS 2 Humble, Zenoh middleware, NAV2 stackNetwork setup: Wi-Fi (operational baseline for edge-controlled navigation, representative of 5G setup)

This dataset supports ongoing TARGET-X research on application-level communication requirements for edge-controlled robotic systems, forming part of Work Package 2: Manufacturing Vertical Implementation.
DOI: 10.5281/zenodo.17453846
title: Application-Level Network Traces for Edge-Controlled Robotic Navigation – Wi-Fi/tshark Packet Captures (August 2025)

description: This dataset contains collected packet-level measurements from application-level communication monitoring conducted during Validation Scenario 2: Application Performance Evaluation, on 29 August 2025, at the WZL Testbed as part of the TARGET-X project, within the Manufacturing Vertical.

The validation focused on assessing how network conditions affect real-time behavior of an edge-controlled mobile robot during navigation and planning phases of an assembly/disassembly task. The analysis was carried out using the 5G monitoring pipeline, extended with tshark to capture live communication packets exchanged between the robot and the edge server during task execution.

The tests targeted two communication-critical segments of the disassembly workflow:





Step 2 – Path planning to the assembly station




Steps 7 and 10 – Navigation to and from the temporary station



Each validation trial represented a full A–B–A navigation cycle, lasting approximately 45 seconds, during which ROS 2 topics (sensor data, localization, navigation feedback, and control commands) were transmitted over a wireless network (Wi-Fi) connecting the robot and the edge server. While the experiments were conducted over Wi-Fi, the setup and results are representative of 5G-based deployments, offering insight into the application-level network requirements for real-time robotic control.

A total of 10 navigation trials were performed, complemented by a static baseline measurement with the robot idle. Each trial’s packet-level data were captured using tshark, enabling detailed analysis of bandwidth consumption, topic-level throughput, and latency behavior.

Summary of Results (as reported):





Mean uplink throughput: 36.56 Mbps (σ = 0.41 Mbps)




Mean downlink throughput: 1.73 Mbps (σ = 0.01 Mbps)




Stable low-variance behavior across trials, confirming sufficient bandwidth for real-time operation.



Contents:





Raw network capture files (.pcap) recorded via tshark




Trial summaries and throughput statistics (.csv)



 

Testbed: WZL, RWTH Aachen UniversitySoftware tools: tshark, ROS 2 Humble, Zenoh middleware, NAV2 stackNetwork setup: Wi-Fi (operational baseline for edge-controlled navigation, representative of 5G setup)

This dataset supports ongoing TARGET-X research on application-level communication requirements for edge-controlled robotic systems, forming part of Work Package 2: Manufacturing Vertical Implementation.
DOI: 10.15468/dl.n624e2
title: Occurrence Download

description: A dataset containing 2563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aetobatus ocellatus",
 "HasCoordinate is true",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material citation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Occurrence evidence",
 "BasisOfRecord is Specimen"
 ]
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2563 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002412-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17454241
title: 20251024_muhammad
DOI: 10.5281/zenodo.17454240
title: 20251024_muhammad
DOI: 10.15468/dl.85dchh
title: Occurrence Download

description: A dataset containing 999976 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is flora & fauna(NIBR)"
 ]
}

 The dataset includes 999976 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002401-251025141854904/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/13518211
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.uv73ew
title: Occurrence Download

description: A dataset containing 2109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alopias vulpinus",
 "HasCoordinate is true",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material citation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Occurrence evidence",
 "BasisOfRecord is Specimen"
 ]
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2109 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002413-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17235884
title: Structured aggression and dominance dynamics in long-lived colonial African penguins (Spheniscus demersus)

description: 1. Data files





agonistic_events.csvContains all recorded aggressive interactions between African penguins during 97 observation days.





date: observation date (YYYY-MM-DD)




initiator: ID of the aggressor




receiver: ID of the recipient




interaction_type: categorical (e.g. point threat, chase, peck)




edge_weight: ordinal aggression intensity (1 = display, 2 = chase, 3 = fight/peck)






attributes.csvIndividual-level attributes of all penguins in the study colony.





ID: individual name or band code




sex: male (m) / female (f)




age: integer, years at start of observation




age_category: juvenile / adult




rearing: rearing history (parent / hand / mix)





2. R scripts





kovács et al 2025.rMain R script used for data processing and analyses.Includes:





data cleaning and preparation




construction of daily aggressive networks




calculation of David’s Score (DS) using the ANTs package




fitting permuted GLMs and PGLMMs for sex, age, and rearing effects




generation of Figures 1–3
DOI: 10.5281/zenodo.17339385
title: Structured aggression and dominance dynamics in long-lived colonial African penguins (Spheniscus demersus)

description: 1. Data files





agonistic_events.csvContains all recorded aggressive interactions between African penguins during 97 observation days.





date: observation date (YYYY-MM-DD)




initiator: ID of the aggressor




receiver: ID of the recipient




interaction_type: categorical (e.g. point threat, chase, peck)




edge_weight: ordinal aggression intensity (1 = display, 2 = chase, 3 = fight/peck)






attributes.csvIndividual-level attributes of all penguins in the study colony.





ID: individual name or band code




sex: male (m) / female (f)




age: integer, years at start of observation




age_category: juvenile / adult




rearing: rearing history (parent / hand / mix)





2. R scripts





kovács et al 2025.rMain R script used for data processing and analyses.Includes:





data cleaning and preparation




construction of daily aggressive networks




calculation of David’s Score (DS) using the ANTs package




fitting permuted GLMs and PGLMMs for sex, age, and rearing effects




generation of Figures 1–3
DOI: 10.5281/zenodo.13286242
title: Reproduction Package: Out of the Loop: Structural Approximation of Optimisation Landscapes and non-Iterative Quantum Optimisation

description: This repository contains all files and tools necessary to reproduce the experiments and data analysis of the paper `Quantum Dark Magic
Efficiency of Intermediate Non-Stabiliserness`.
DOI: 10.5281/zenodo.13286241
title: Reproduction Package: Out of the Loop: Structural Approximation of Optimisation Landscapes and non-Iterative Quantum Optimisation

description: This repository contains all files and tools necessary to reproduce the experiments and data analysis of the paper `Quantum Dark Magic
Efficiency of Intermediate Non-Stabiliserness`.
DOI: 10.15468/dl.nw57cu
title: Occurrence Download

description: A dataset containing 65794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cetacea",
 "EventDate is greater than or equal to 2024-10-27",
 "EventDate is less than or equal to 2025-10-27"
 ]
}

 The dataset includes 65794 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002381-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pc25rw
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bauhinia viridescens"
 ]
}

 The dataset includes 46 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002414-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4sphv
title: Occurrence Download

description: A dataset containing 31020226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passeriformes",
 "EventDate is greater than or equal to 2024-10-27",
 "EventDate is less than or equal to 2025-10-27"
 ]
}

 The dataset includes 31020226 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002379-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17454485
title: Effect of Different Therapeutic Approaches on Quality of Life of Patients with Grave's Disease: A Systematic Review and Meta-Analysis
DOI: 10.5281/zenodo.17454484
title: Effect of Different Therapeutic Approaches on Quality of Life of Patients with Grave's Disease: A Systematic Review and Meta-Analysis
DOI: 10.15468/dl.t6dcjx
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Occurrence evidence)",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mesembryanthemum aitonis"
 ]
}

 The dataset's 1 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emcy4z
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Pulsatilla chinensis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002419-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pt2t8
title: Occurrence Download

description: A dataset containing 496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anoxypristis cuspidata",
 "HasCoordinate is true",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material citation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Occurrence evidence",
 "BasisOfRecord is Specimen"
 ]
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 496 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002417-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6gjh3
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Euonymus maackii"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002420-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akw6yt
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Doronicum altaicum"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002421-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17450368
title: Everyday Archives: Memory, Communication and Gender in WhatsApp Family Group Chats Dissertation Appendix

description: Supporting materials for the Master's dissertation "Everyday Archives: Memory, Communication and Gender in WhatsApp Family Group Chats" for MLitt Archives and Records Management at the University of Dundee, 2025. This appendix includes survey questions, anonymised survey results, thematic coding, Participant Information Sheet and recruitment post drafts using during data collection. These materials are provided to support the understanding of the study's research design. All data has been fully anonymised in accordance with the University of Dundee's ethics approval and GDPR requirements.
DOI: 10.5281/zenodo.17367881
title: Everyday Archives: Memory, Communication and Gender in WhatsApp Family Group Chats Dissertation Appendix

description: Supporting materials for the Master's dissertation "Everyday Archives: Memory, Communication and Gender in WhatsApp Family Group Chats" for MLitt Archives and Records Management at the University of Dundee, 2025. This appendix includes survey questions, anonymised survey results, thematic coding, Participant Information Sheet and recruitment post drafts using during data collection. These materials are provided to support the understanding of the study's research design. All data has been fully anonymised in accordance with the University of Dundee's ethics approval and GDPR requirements.
DOI: 10.15468/dl.98e6te
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bauhinia purpurea"
 ]
}

 The dataset includes 230 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002423-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ek3d82
title: Occurrence Download

description: A dataset containing 2414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Attacus atlas"
 ]
}

 The dataset includes 2414 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002422-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.