cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/gdx-2y0-by7
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/te4-1ae-yp9
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/153-nhw-dzh
title: Larus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b82-2xl-l95
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fks-6dx-11k
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nk5-y7z-4wy
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vhk-rws-9vv
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kz7-7cx-f63
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pgq-syt-xcb
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/09l-nb4-aey
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/32r-b7l-yah
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/crm-veh-f5a
title: Cellaria Ellis & Solander, 1786

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zn3-gq2-e2h
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/56x-4df-1vk
title: Turbicellepora Ryland, 1963

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6hg-q9q-2tb
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/45v-kje-6mb
title: Cupuladria biporosa (Canu & Bassler, 1923)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d0x-r0s-rfg
title: Floridina antiqua (Smitt, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r8g-zb0-s1j
title: Splonia Signoret, 1891

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vxm-wgx-tqz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g4f-yee-hwx
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/119-nt7-kzl
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qq4-08k-zmk
title: Cupuladria canariensis (Busk, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1f3-teq-s1p
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8r5-s3z-s9x
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d2v-w2v-7n7
title: Crisia Lamouroux, 1812

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/npf-8f0-9ay
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/59h-n2w-h2c
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.c9kzqk
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BOL.8.4.4_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Bulnesia sarmientoi"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002114-251009101135966/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.30324319
title: The Magnetic Kernel Hypothesis: A Philosophical Framework for the P vs NP Problem

description: This paper proposes a philosophical and computational framework—the Magnetic Kernel Hypothesis (MKH)—to conceptually bridge the gap between the classes P and NP. Instead of aiming for a formal proof, this work presents a foundational model that interprets computation as a layered generative process, where the Magnetic Kernel (MK) acts as the hardest nucleus of an NP problem, and the Residual (R) forms its accessible extension. Through this perspective, the generation of P from NP becomes a natural outcome of the internal structure of problems, suggesting that the distinction between P and NP may be epistemological rather than ontological.
DOI: 10.6084/m9.figshare.30324319.v1
title: The Magnetic Kernel Hypothesis: A Philosophical Framework for the P vs NP Problem

description: This paper proposes a philosophical and computational framework—the Magnetic Kernel Hypothesis (MKH)—to conceptually bridge the gap between the classes P and NP. Instead of aiming for a formal proof, this work presents a foundational model that interprets computation as a layered generative process, where the Magnetic Kernel (MK) acts as the hardest nucleus of an NP problem, and the Residual (R) forms its accessible extension. Through this perspective, the generation of P from NP becomes a natural outcome of the internal structure of problems, suggesting that the distinction between P and NP may be epistemological rather than ontological.
DOI: 10.15468/dl.3wbvxp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myoporum laetum",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002117-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzfsga
title: Occurrence Download

description: A dataset containing 5691 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.11.20_1",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Danaus plexippus, Asclepias syriaca)"
 ]
}

 The dataset includes 5691 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002115-251009101135966/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.30529043
title: Supplementary data and code - Pathways at the Iberian crossroads: Dynamic modeling of the Middle-Upper Paleolithic Transition

description: MUPT modelling with the Our Way - Constrained Agent-Based Model (OW-CABM).Includes the code repository and data used for a study of the late Neanderthals and early modern Humans on the Iberian Peninsula between Heinrich Event 5 and 4.
DOI: 10.6084/m9.figshare.30529043.v1
title: Supplementary data and code - Pathways at the Iberian crossroads: Dynamic modeling of the Middle-Upper Paleolithic Transition

description: MUPT modelling with the Our Way - Constrained Agent-Based Model (OW-CABM).Includes the code repository and data used for a study of the late Neanderthals and early modern Humans on the Iberian Peninsula between Heinrich Event 5 and 4.
DOI: 10.5281/zenodo.17350871
title: Data of the project Nu är det jul igen (incl. instrument reports, project identifyer RAÄ-2023-2823)

description: X-ray fluorescence (XRF), SEM-EDS, FTIR, polarized light microscopy, and MBI data from a project in collaboration with Helsingborgs museum, Sweden to investigate the materials used in the painting Nu är det jul igen by Carl Larsson.  XRF data are for both in situ macro-XRF scanning of selected parts of the painting and micro-XRF analyses of samples taken from the edges of the painting.  Instrument reports describing the analysis points, parameters used and some basic interpretation information are included.

Painting: Nu är det jul igen (http://kulturarvsdata.se/HeM/objekt/153857)

Artist: Carl Larsson (http://vocab.getty.edu/page/ulan/500006371)

Owner: Helsingborgs museum (https://helsingborgsmuseum.se/)

Data colleted by the Swedish National Heritage Board (www.raa.se), project identifyer RAÄ-2023-2823.
DOI: 10.5281/zenodo.17350872
title: Data of the project Nu är det jul igen (incl. instrument reports, project identifyer RAÄ-2023-2823)

description: X-ray fluorescence (XRF), SEM-EDS, FTIR, polarized light microscopy, and MBI data from a project in collaboration with Helsingborgs museum, Sweden to investigate the materials used in the painting Nu är det jul igen by Carl Larsson.  XRF data are for both in situ macro-XRF scanning of selected parts of the painting and micro-XRF analyses of samples taken from the edges of the painting.  Instrument reports describing the analysis points, parameters used and some basic interpretation information are included.

Painting: Nu är det jul igen (http://kulturarvsdata.se/HeM/objekt/153857)

Artist: Carl Larsson (http://vocab.getty.edu/page/ulan/500006371)

Owner: Helsingborgs museum (https://helsingborgsmuseum.se/)

Data colleted by the Swedish National Heritage Board (www.raa.se), project identifyer RAÄ-2023-2823.
DOI: 10.5281/zenodo.17519829
title: Rohdaten HeReChros Erstkontakte bis März 2025

description: Clinical data from Heidelberg Registry of Chronic Singultus (HeReChroS). First visit data of patients with chronic singultuts from 2022 to March 2025.
DOI: 10.34740/kaggle/dsv/13607532
title: e-IPO Indonesia Data - Investment
DOI: 10.3886/e239582
title: HIFLD OPEN Navigation System of Marks Areas (USACE IENC)

description: The USACE IENCs coverage area consists of 7,260 miles across 21 rivers primarily located in the Central United States. IENCs apply to inland waterways that are maintained for navigation by USACE for shallow-draft vessels (e.g., maintained at a depth of 9-14 feet, dependent upon the waterway project authorization). Generally, IENCs are produced for those commercially navigable waterways which the National Oceanic and Atmospheric Administration (NOAA) does not produce Electronic Navigational Charts (ENCs). However, Special Purpose IENCs may be produced in agreement with NOAA.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025. (Downloaded 08/26)
DOI: 10.3886/e239582v1
title: HIFLD OPEN Navigation System of Marks Areas (USACE IENC)

description: The USACE IENCs coverage area consists of 7,260 miles across 21 rivers primarily located in the Central United States. IENCs apply to inland waterways that are maintained for navigation by USACE for shallow-draft vessels (e.g., maintained at a depth of 9-14 feet, dependent upon the waterway project authorization). Generally, IENCs are produced for those commercially navigable waterways which the National Oceanic and Atmospheric Administration (NOAA) does not produce Electronic Navigational Charts (ENCs). However, Special Purpose IENCs may be produced in agreement with NOAA.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025. (Downloaded 08/26)
DOI: 10.5281/zenodo.17519493
title: EOS Data for Binary Element Structures (AFM Initialization) Using Quantum ESPRESSO

description: This dataset presents Equation of States (EOS) calculations for binary element structures (FCC_B1, BCC_B2, Diamond (DIA), and L12) using Quantum ESPRESSO v6.8. The calculations were performed with the PBE exchange-correlation functional, Gaussian smearing (0.02 Ry), and spin polarization enabled. Default settings were used for other parameters optimized for EOS calculations.

The initial magnetic configuration was set as antiferromagnetic. Note that the calculations were performed only for elements with strong magnetism in their elemental form and rare earth elements, not for all elements.

Pseudopotentials were primarily selected from PSLibrary, with ONCV used for halogens. In cases where EOS calculations failed or produced unreliable results, alternative pseudopotentials from SSSP and THEOS were considered. Details are provided in PSlibrary_ONCV_GBRV_mix_PBE_v2.json.

Some structures failed to converge or yielded poor EOS results. These are included in the dataset for transparency. While adjusting calculation parameters may improve results, such investigations were beyond the scope of this work.

The FCC_B1, BCC_B2, and L12 structures were specifically prepared to support the development of MEAM potentials for use in LAMMPS. Since the calculated energies may differ from experimental values, it is recommended to use the energy differences from 1element_data_PBE.zip to construct MEAM potential files. If MEAM energies are directly fitted to this dataset, parameters such as Ec and α may not require further adjustment.

Due to upload limitations on Zenodo, the full set of binary combinations could not be uploaded as a single record. Therefore, the dataset has been split into two parts:



Transition metals combined with all elements

Non-transition metals combined with all elements


This dataset is intended to support materials modeling, EOS benchmarking, and MEAM potential development.
DOI: 10.5281/zenodo.17519494
title: EOS Data for Binary Element Structures (AFM Initialization) Using Quantum ESPRESSO

description: This dataset presents Equation of States (EOS) calculations for binary element structures (FCC_B1, BCC_B2, Diamond (DIA), and L12) using Quantum ESPRESSO v6.8. The calculations were performed with the PBE exchange-correlation functional, Gaussian smearing (0.02 Ry), and spin polarization enabled. Default settings were used for other parameters optimized for EOS calculations.

The initial magnetic configuration was set as antiferromagnetic. Note that the calculations were performed only for elements with strong magnetism in their elemental form and rare earth elements, not for all elements.

Pseudopotentials were primarily selected from PSLibrary, with ONCV used for halogens. In cases where EOS calculations failed or produced unreliable results, alternative pseudopotentials from SSSP and THEOS were considered. Details are provided in PSlibrary_ONCV_GBRV_mix_PBE_v2.json.

Some structures failed to converge or yielded poor EOS results. These are included in the dataset for transparency. While adjusting calculation parameters may improve results, such investigations were beyond the scope of this work.

The FCC_B1, BCC_B2, and L12 structures were specifically prepared to support the development of MEAM potentials for use in LAMMPS. Since the calculated energies may differ from experimental values, it is recommended to use the energy differences from 1element_data_PBE.zip to construct MEAM potential files. If MEAM energies are directly fitted to this dataset, parameters such as Ec and α may not require further adjustment.

Due to upload limitations on Zenodo, the full set of binary combinations could not be uploaded as a single record. Therefore, the dataset has been split into two parts:



Transition metals combined with all elements

Non-transition metals combined with all elements


This dataset is intended to support materials modeling, EOS benchmarking, and MEAM potential development.
DOI: 10.6084/m9.figshare.30529120
title: “I feel a lot more connected with my body after a session”: a focus group exploration of the impact of exoskeleton walking on highly experienced robotic exoskeleton walkers

description: Robotic exoskeleton walking has become increasingly prevalent in the management of paralysis. To support better integration into clinical practice, there is a need to understand the users’ perceptions of the effects of exposure to large volumes of robotic walking. This study aims to describe the patient perspective of exoskeleton walking for the expert user. Focus groups were conducted with 19 participants (group size range 3–4) who had experienced large numbers of exoskeleton walking sessions (&gt;24). The qualitative methodology used an interpretive phenomenological design and themes were identified using reflexive thematic analysis. Four themes were identified; feeling a perception of normality again, preference for exoskeleton technology, feeling a part of a community, and sustained benefits and therapeutic effects. The perception of feeling normal again, which grew with experience in the device contributed to a positive experience with exoskeleton walking. Experienced users of exoskeletons develop a rich and meaningful perception of robotic walking over time. In addition to the physical benefits, a sense of community and general preference for exoskeleton walking, they develop a deeper meaning around the experience of walking that may be linked to embodiment of the device and/or re-embodiment of the paralysed limbs. Regular exoskeleton walking of once per week seems to help manage the symptoms of paralysis, support mood and maintain physical health and wellbeing Set the expectation with new users that it will take time to become adept at using an exoskeleton and that the initial benefits and hope exoskeleton walking offers may change with experience Ambulant patients with neurological conditions like spinal cord injury may improve their gait as well as experience psychosocial benefits
DOI: 10.6084/m9.figshare.30529120.v1
title: “I feel a lot more connected with my body after a session”: a focus group exploration of the impact of exoskeleton walking on highly experienced robotic exoskeleton walkers

description: Robotic exoskeleton walking has become increasingly prevalent in the management of paralysis. To support better integration into clinical practice, there is a need to understand the users’ perceptions of the effects of exposure to large volumes of robotic walking. This study aims to describe the patient perspective of exoskeleton walking for the expert user. Focus groups were conducted with 19 participants (group size range 3–4) who had experienced large numbers of exoskeleton walking sessions (&gt;24). The qualitative methodology used an interpretive phenomenological design and themes were identified using reflexive thematic analysis. Four themes were identified; feeling a perception of normality again, preference for exoskeleton technology, feeling a part of a community, and sustained benefits and therapeutic effects. The perception of feeling normal again, which grew with experience in the device contributed to a positive experience with exoskeleton walking. Experienced users of exoskeletons develop a rich and meaningful perception of robotic walking over time. In addition to the physical benefits, a sense of community and general preference for exoskeleton walking, they develop a deeper meaning around the experience of walking that may be linked to embodiment of the device and/or re-embodiment of the paralysed limbs. Regular exoskeleton walking of once per week seems to help manage the symptoms of paralysis, support mood and maintain physical health and wellbeing Set the expectation with new users that it will take time to become adept at using an exoskeleton and that the initial benefits and hope exoskeleton walking offers may change with experience Ambulant patients with neurological conditions like spinal cord injury may improve their gait as well as experience psychosocial benefits
DOI: 10.6084/m9.figshare.30529076
title: Adaptive Graph Construction and Graph Contrastive Learning for Geospatial Feature Embedding

description: data for paper Adaptive Graph Construction and Graph Contrastive Learning for Geospatial Feature Embedding
DOI: 10.6084/m9.figshare.30529076.v2
title: Adaptive Graph Construction and Graph Contrastive Learning for Geospatial Feature Embedding

description: data for paper Adaptive Graph Construction and Graph Contrastive Learning for Geospatial Feature Embedding
DOI: 10.6084/m9.figshare.30529076.v1
title: Adaptive Graph Construction and Graph Contrastive Learning for Geospatial Feature Embedding

description: data for paper Adaptive Graph Construction and Graph Contrastive Learning for Geospatial Feature Embedding
DOI: 10.15468/dl.uj6teu
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Yushania brevipaniculata"
 ]
}

 The dataset includes 151 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014580-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17144191
title: Late Glacial–Holocene fossil pollen record from N'Harcha (Middle Atlas, Morocco) documenting forest dynamics with focus on Cedrus atlantica

description: This dataset provides the fossil pollen record from the N’Harcha site (Middle Atlas, Morocco), spanning the Late Glacial–Holocene transition (~12,960 cal yr BP to present). It includes percentage data for individual taxa, summary categories (Trees, Shrubs, Herbs, Ferns, Hygrophytes), non-pollen palynomorphs, total pollen concentration, and charcoal counts (>125 μm). These variables allow the reconstruction of postglacial vegetation dynamics with particular focus on Cedrus atlantica, a key Mediterranean conifer sensitive to climatic variability and human disturbance.
description: Coordinates: 33°07'49"N 5°21'09"W

Altitude: 1615 masl

Age range: 12,960 cal yr BP – present
description: This publication is part of the project I + D + i TED2021-132631B-I00 funded by MICIU/AEI/10.13039/501100011033 and by NextGenerationEU/PRTR.
DOI: 10.5281/zenodo.17144192
title: Late Glacial–Holocene fossil pollen record from N'Harcha (Middle Atlas, Morocco) documenting forest dynamics with focus on Cedrus atlantica

description: This dataset provides the fossil pollen record from the N’Harcha site (Middle Atlas, Morocco), spanning the Late Glacial–Holocene transition (~12,960 cal yr BP to present). It includes percentage data for individual taxa, summary categories (Trees, Shrubs, Herbs, Ferns, Hygrophytes), non-pollen palynomorphs, total pollen concentration, and charcoal counts (>125 μm). These variables allow the reconstruction of postglacial vegetation dynamics with particular focus on Cedrus atlantica, a key Mediterranean conifer sensitive to climatic variability and human disturbance.
description: Coordinates: 33°07'49"N 5°21'09"W

Altitude: 1615 masl

Age range: 12,960 cal yr BP – present
description: This publication is part of the project I + D + i TED2021-132631B-I00 funded by MICIU/AEI/10.13039/501100011033 and by NextGenerationEU/PRTR.
DOI: 10.34740/kaggle/dsv/13607584
title: Peer-to-Peer Boliviano (BOB) Exchange Data