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

description: A dataset containing 306949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Ranunculus repens",
 "Continent is Europe",
 "Year is 1985,2020",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than 1000",
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 301"
 ]
 }
 },
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 999"
 ]
 }
 }
 ]
}

 The dataset includes 306949 records from 439 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034251-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvxepy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera japonica",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034276-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/276x68fbjh
title: LINF_230017000

description: Sucrose hydrolase-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/276x68fbjh.2
title: LINF_230017000

description: Sucrose hydrolase-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/nfxbdk8z2w
title: LINF_230017800

description: Cytosolic leucyl aminopeptidase | LAP1; Leishmania infantum (strain JPCM5)
DOI: 10.17632/nfxbdk8z2w.2
title: LINF_230017800

description: Cytosolic leucyl aminopeptidase | LAP1; Leishmania infantum (strain JPCM5)
DOI: 10.17632/hgc6jb2zcv.2
title: Data for: Generation of nickel laterites on ultramafic rocks enhanced by vegetation

description: Raw data for all figures in the manuscript authored by Ruolin Liu, titled "Generation of Nickel Laterites on Ultramafic Rocks Enhanced by Vegetation," submitted for publication in Geochimica et Cosmochimica Acta.
DOI: 10.15468/dl.g4qeuq
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera japonica",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 163 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034278-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecxyxt
title: Occurrence Download

description: A dataset containing 2946 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Penstemon laevigatus"
 ]
}

 The dataset includes 2946 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034277-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rg8hhjrkr3
title: Copyright notices on websites

description: The dataset comprises 347 homepages of the world’s largest companies from the 2024 Forbes Global 2000 list, manually examined for copyright notices and trademark ownership consistency. June 2025
DOI: 10.17632/rg8hhjrkr3.1
title: Copyright notices on websites

description: The dataset comprises 347 homepages of the world’s largest companies from the 2024 Forbes Global 2000 list, manually examined for copyright notices and trademark ownership consistency. June 2025
DOI: 10.17632/ysb5rhjbz9
title: Modeling the Impact of Inventory Management on Sales Performance in Peruvian Nano-Stores: Evidence from Structural Equation Modeling

description: This dataset supports the research article titled "Modeling the Impact of Inventory Management on Sales Performance in Peruvian Nano-Stores: Evidence from Structural Equation Modeling". The data was collected from 350 nano-store owners and managers located in Lima, Peru, through a structured questionnaire designed to evaluate inventory management practices and their relationship with sales performance.

The dataset includes two files: one Excel file (Dataset.xls) containing the raw responses to Likert-scale questions covering aspects such as inventory control, stock replenishment, supplier reliability, and sales metrics; and one Word file (Questionnaire.docx) detailing the full survey instrument used in the study. The responses were statistically analyzed using Structural Equation Modeling (SEM), allowing the validation of latent constructs and the identification of causal paths between inventory practices and performance outcomes.

Key variables were constructed based on the theoretical framework and validated using confirmatory factor analysis (CFA). The dataset is structured for reuse in studies related to supply chain management, small business operations, informal commerce, and sales optimization in emerging markets.

This dataset was used to provide empirical evidence of how inventory management affects commercial outcomes in the nano-retail sector. All files are shared under a CC BY 4.0 license and can be reused with appropriate citation.
DOI: 10.17632/ysb5rhjbz9.1
title: Modeling the Impact of Inventory Management on Sales Performance in Peruvian Nano-Stores: Evidence from Structural Equation Modeling

description: This dataset supports the research article titled "Modeling the Impact of Inventory Management on Sales Performance in Peruvian Nano-Stores: Evidence from Structural Equation Modeling". The data was collected from 350 nano-store owners and managers located in Lima, Peru, through a structured questionnaire designed to evaluate inventory management practices and their relationship with sales performance.

The dataset includes two files: one Excel file (Dataset.xls) containing the raw responses to Likert-scale questions covering aspects such as inventory control, stock replenishment, supplier reliability, and sales metrics; and one Word file (Questionnaire.docx) detailing the full survey instrument used in the study. The responses were statistically analyzed using Structural Equation Modeling (SEM), allowing the validation of latent constructs and the identification of causal paths between inventory practices and performance outcomes.

Key variables were constructed based on the theoretical framework and validated using confirmatory factor analysis (CFA). The dataset is structured for reuse in studies related to supply chain management, small business operations, informal commerce, and sales optimization in emerging markets.

This dataset was used to provide empirical evidence of how inventory management affects commercial outcomes in the nano-retail sector. All files are shared under a CC BY 4.0 license and can be reused with appropriate citation.
DOI: 10.25318/3510007101-fra
title: Nombre et taux de victimes d'homicide, selon la région métropolitaine de recensement

description: Nombre et taux (pour 100 000 habitants) de victimes d'homicide, Canada et régions métropolitaines de recensement, 1981 à 2024.
DOI: 10.5281/zenodo.16369647
title: Symbolic Collapse Dynamics and Loop Detection in a KN-Stabilized Black Hole Model

description: This project explores a symbolic model of black hole collapse using the Kuro Nova (KN) stabilizer within the Symbolic Modular Field Theory (SMFT) framework. We simulate the evolution of a symbolic field χ(t)\chi(t)χ(t) under oscillatory, KN-modulated, and curvature-feedback dynamics. The model avoids singularity formation and instead produces bounded attractor behavior with curvature resonance spikes and symbolic evaporation, analogous to Hawking radiation.

Special acknowledgment is given to TheyCallMeN8han for insights into tensor resonance shell structures, which inspired aspects of the curvature feedback dynamics.
DOI: 10.5281/zenodo.16369648
title: Symbolic Collapse Dynamics and Loop Detection in a KN-Stabilized Black Hole Model

description: This project explores a symbolic model of black hole collapse using the Kuro Nova (KN) stabilizer within the Symbolic Modular Field Theory (SMFT) framework. We simulate the evolution of a symbolic field χ(t)\chi(t)χ(t) under oscillatory, KN-modulated, and curvature-feedback dynamics. The model avoids singularity formation and instead produces bounded attractor behavior with curvature resonance spikes and symbolic evaporation, analogous to Hawking radiation.

Special acknowledgment is given to TheyCallMeN8han for insights into tensor resonance shell structures, which inspired aspects of the curvature feedback dynamics.
DOI: 10.17632/96vxfvkbnf
title: International food price swings and their consequences for the Chinese economy

description: The set of MATLAB codes reproduces all the main results from ：
Che, M., Zhu, Z., Wen, Y., & Li, Y. International Food Price Swings and Their Consequences for the Chinese Economy.
The code will then proceed to estimate the model and reproduce all the Figures in the manuscript.
DOI: 10.15468/dl.tjqyry
title: Occurrence Download

description: A dataset containing 4330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Charadrius semipalmatus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 4330 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034280-250717081556266/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.29497061
title: fMRI data for incongruent shapes/colors experiment as in Loggia et. al. "The Representation of Object Concepts Across the Brain"

description: Contains a folder for each subject (Je and W), which contains a session directory with a folder for each day of data collection on this task, and then a sub-directory for each IMA (i.e. each independent functional imaging run). <br>The IMA order map file at the session level maps IMA numbers to order numbers, as defined in the paradigm file. <br>There are only two condition types, which are always alternating in each run. The first condition is congruent long term color-shape associations, and the second is incongruent pairs of the color and shape features. That is, if a subject has a reinforced stable concept of a banana as a yellow crescent, a congruent stimulus would be a yellow crescent whereas and incongruent pair would be a blue crescent.
DOI: 10.6084/m9.figshare.29497061.v1
title: fMRI data for incongruent shapes/colors experiment as in Loggia et. al. "The Representation of Object Concepts Across the Brain"

description: Contains a folder for each subject (Je and W), which contains a session directory with a folder for each day of data collection on this task, and then a sub-directory for each IMA (i.e. each independent functional imaging run). <br>The IMA order map file at the session level maps IMA numbers to order numbers, as defined in the paradigm file. <br>There are only two condition types, which are always alternating in each run. The first condition is congruent long term color-shape associations, and the second is incongruent pairs of the color and shape features. That is, if a subject has a reinforced stable concept of a banana as a yellow crescent, a congruent stimulus would be a yellow crescent whereas and incongruent pair would be a blue crescent.
DOI: 10.17632/96vxfvkbnf.1
title: International food price swings and their consequences for the Chinese economy

description: The set of MATLAB codes reproduces all the main results from ：
Che, M., Zhu, Z., Wen, Y., & Li, Y. International Food Price Swings and Their Consequences for the Chinese Economy.
The code will then proceed to estimate the model and reproduce all the Figures in the manuscript.
DOI: 10.7910/dvn/mnwqzh
title: Benchmark models for post-world war II residential buildings

description: Two reference models representing 633.702 post-WWII single-family houses in Belgium were created and validated. The first archetype has an average energy use intensity of 166 kWh/m2/year and represents detached single-family houses built between 1945 and 1969. The second archetype has an average energy use intensity of 155 kWh/m2/year and represents detached single-family houses built between 1970 and 1990.
description: DesignBuilder, v7.0
description: EnergyPlus, 9.5.0
DOI: 10.13144/lil-1052
title: Enquête Ménages Déplacements (EMD), Valenciennes / Valenciennois - 2011

description: L'Enquête Ménages Déplacements "Valenciennes / Valenciennois 2011", réalisée selon la méthodologie nationale élaborée par le CERTU, est une EMD centrée sur les communautés d'agglomération Valenciennes Métropole et Porte du Hainaut. Ce territoire, composé de 82 communes (pour une population de 346 000 habitants), a fait l'objet d'une enquête en face à face.Cette enquête permet de connaître la mobilité, restreinte aux jours ouvrables, des individus (de 5 ans et plus) qui appartiennent à un ménage résidant dans les 82 communes de la zone d'étude. Les 3 004 ménages enquêtés sont caractérisés par leur lieu de résidence et les voitures, 2-3 roues motorisés et vélos à leur disposition. Les 6 797 individus interrogés l'ont principalement été sur leurs caractéristiques socio-démographiques et leur utilisation des modes de transport (individuels et collectifs). Des 23 313 déplacements, on connaît leurs heures et lieux de départ et d'arrivée, leur distance, leur durée, leur motif et le nombre de trajets (en mode mécanisé). Les 18 221 trajets sont décrits par leur mode de transport, les lieux de départ et d'arrivée, le temps de marche à pied au départ et à l'arrivée... Enfin, 3 004 individus ont donné leur avis sur la vie locale, les déplacements et les modes de transport.
DOI: 10.17632/ygmbtj6rhw
title: Corsi Block Test and Visuospatial Working Memory Dataset (4-8 years old)

description: This dataset supports the research entitled "Developing and Standardizing a Digital Measurement Tool of Visuospatial Working Memory for Children."
The primary aim of the study was to develop and evaluate the Orbital Visuospatial Working Memory Test (OVWMT), a digital tool designed to assess visuospatial working memory among children aged 4 to 8.
The data were collected from 46 children (25 boys, 21 girls) attending public schools in Türkiye. The dataset includes: demographic variables (age, gender, preschool attendance, medical history), Corsi Block Test (CBT) results (last block reached, total correct answers), and OVWMT scores (level reached, number of correct, incorrect, and incomplete responses, response durations).
Participants were administered both the Corsi Block Test (face-to-face) and the OVWMT (on a computer) in a school setting, following a standardized protocol approved by the MEF University Ethics Committee (Approval No: E-47749665-050.01.04-1944).
The working hypothesis was that OVWMT would show a positive correlation with the established Corsi Block Test and would reflect age-related improvements in visuospatial memory. The results supported these assumptions: 
A moderate positive correlation was found between CBT and OVWMT scores (r = .40, p = .006),
Age significantly predicted OVWMT performance (p = .013),
Internal consistency of OVWMT was acceptable given the preliminary nature of the tool.
The dataset allows for replication of these findings and enables further exploration of the development of visuospatial working memory in early childhood. Researchers may use the data to examine psychometric properties, age-related cognitive differences, and test development strategies.
The dataset is fully anonymized and shared in accordance with institutional ethical standards and data protection protocols.
DOI: 10.17632/ygmbtj6rhw.1
title: Corsi Block Test and Visuospatial Working Memory Dataset (4-8 years old)

description: This dataset supports the research entitled "Developing and Standardizing a Digital Measurement Tool of Visuospatial Working Memory for Children."
The primary aim of the study was to develop and evaluate the Orbital Visuospatial Working Memory Test (OVWMT), a digital tool designed to assess visuospatial working memory among children aged 4 to 8.
The data were collected from 46 children (25 boys, 21 girls) attending public schools in Türkiye. The dataset includes: demographic variables (age, gender, preschool attendance, medical history), Corsi Block Test (CBT) results (last block reached, total correct answers), and OVWMT scores (level reached, number of correct, incorrect, and incomplete responses, response durations).
Participants were administered both the Corsi Block Test (face-to-face) and the OVWMT (on a computer) in a school setting, following a standardized protocol approved by the MEF University Ethics Committee (Approval No: E-47749665-050.01.04-1944).
The working hypothesis was that OVWMT would show a positive correlation with the established Corsi Block Test and would reflect age-related improvements in visuospatial memory. The results supported these assumptions: 
A moderate positive correlation was found between CBT and OVWMT scores (r = .40, p = .006),
Age significantly predicted OVWMT performance (p = .013),
Internal consistency of OVWMT was acceptable given the preliminary nature of the tool.
The dataset allows for replication of these findings and enables further exploration of the development of visuospatial working memory in early childhood. Researchers may use the data to examine psychometric properties, age-related cognitive differences, and test development strategies.
The dataset is fully anonymized and shared in accordance with institutional ethical standards and data protection protocols.
DOI: 10.17632/v9z86dp9mv
title: fwXmachina example: Jet energy resolution

description: This dataset provides two ROOT files:
- dijet_200_ntuple.root describes p p --&gt; j j
- hh4b_200_ntuple.root describes p p --&gt; h h --&gt; b b b b (dihiggs production in gluon-gluon fusion, with each higgs decaying to a bottom-antibottom pair)

All events are generated with MadGraph5, decay and parton showering were performed with Pythia8, and detector simulation was performed with Delphes.

Each ROOT file contains one TTree entitled "ntuple". In this ntuple, there are 100,000 events, organized into jagged arrays. 
Branches starting with "akt_" describe jets calculated by the particle flow anti-kt algorithm by Delphes. Branches starting with "sw_" describe jets calculated by a simplified sliding window algorithm.

The primary data described here are transverse energy (ET) deposits in a 0.1x0.1 calorimeter, described in "rings", or "cones" around the center of the jets. For instance, "cone34" sums the ET of calorimeter cells between 0.3 &lt; dR &lt; 0.4 from the center of the jet.

In addition, jet pT (as calculated by anti-kt), coordinates (eta/phi), and flavor are described. In the case of sliding window jets, if a sliding window jet falls dR &lt; 0.3 from at least one anti-kt jet, it is noted as matched, and important values of the matching jet (such as anti-kt ET) are described as well.

Further descriptions of this data, including a figure representing the "cones", a description of the sliding window algorithm, and an application of the dataset can be found in the paper: https://arxiv.org/abs/2507.16686

The full list of features is:
- akt_cone{xx}{yyy}
where xx can be (01, 04, 12, 23, 24, 34, 46) [for instance, 04 is from the center of the jet to R=0.4 away, and 23 is the ring from 0.2--&gt;0.3 from the center of the jet]
and
yyy can be (Ehad, Eem, and Energy) for hadronic, electromagnetic, and total energy respectively.
- akt_energy for the ET calculated with anti-kt
- akt_eta
- akt_phi 
- akt_flavor based on the flavor of the generator-level particle with the highest PDG value (for instance bottom=5, strange=3).
- akt_isTruthMatched which is True if the akt jet is &gt; 0.4 from a generator jet
- akt_isPileup which is True if akt_flavor == 0
- akt_rho which is the local energy density calculated by anti-kt
- akt_truthRecoDeltaR which is the distance to the nearest generator-level jet

- sw_cone{xx}{yyy} using the same xx and yyy as above, with the jet seeded by the sliding window algorithm
- sw_aktEnergy is the anti-kt ET of the nearest anti-kt jet (or 0.0 if R &gt; 0.4 away)
- sw_aktRecoDeltaR is the distance to the nearest anti-kt jet
- sw_eta
- sw_phi
- sw_truthEnergy is the ET of the nearest generator-level jet
- sw_truthRecoDeltaR is the distance to the nearest generator-level jet

For those interested in evaluating this dataset, we recommend using uproot in Python to read the events into an awkward array. This array would be of length 100,000 (number of events) and composed of variable-length arrays (depending on the jets in each event).