cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15924383
title: Simulated LiDAR realisations over simulated forest scenes

description: A simulated LiDAR acquisition over simulated forest areas. For the generation of tree locations, two different methodologies were followed: (i) a Hard-core point process (low and high intensity), (ii) a random placement on a grid. For the generation of trees, the Arbaro software was used, while for the generation of the LiDAR acquisitions, the Helios++ software was used.

The dataset is complementary to the preprint found here. A relevant code base for handling the dataset can be found here. 

Three scenes of generated LiDAR data are provided (#_scenes.zip). The file found in tree_positions.zip contains the original tree spatial locations, and the file dictionary_for_obj_height.csv contains information (height and crown Diameter ('crownD')) on the different 'prototypes' of trees used for simulations.
DOI: 10.5281/zenodo.15924384
title: Simulated LiDAR realisations over simulated forest scenes

description: A simulated LiDAR acquisition over simulated forest areas. For the generation of tree locations, two different methodologies were followed: (i) a Hard-core point process (low and high intensity), (ii) a random placement on a grid. For the generation of trees, the Arbaro software was used, while for the generation of the LiDAR acquisitions, the Helios++ software was used.

The dataset is complementary to the preprint found here. A relevant code base for handling the dataset can be found here. 

Three scenes of generated LiDAR data are provided (#_scenes.zip). The file found in tree_positions.zip contains the original tree spatial locations, and the file dictionary_for_obj_height.csv contains information (height and crown Diameter ('crownD')) on the different 'prototypes' of trees used for simulations.
DOI: 10.15468/dl.mnpvv3
title: Occurrence Download

description: A dataset containing 1291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Erynnis afranius"
 ]
}

 The dataset includes 1291 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022415-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpchag
title: Occurrence Download

description: A dataset containing 15954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Elaeocarpus reticulatus"
 ]
}

 The dataset includes 15954 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022418-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ussaa8
title: Occurrence Download

description: A dataset containing 3151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Koenigia polystachya, Polygonum polystachyum pubescens, Polygonum polystachyum longifolium, Polygonum hagei, Aconogonum polystachyum, Persicaria wallichii, Aconogonum polystachyum, Aconogonum polystachyum, Polygonum hagei, Polygonum polystachyum, Reynoutria polystachyum, Aconogonon polystachyum, Polygonum molle, Persicaria wallichii wallichii, Persicaria wallichii tomentosa, Reynoutria polystachyum, Aconogonon polystachyum pubescens, Persicaria wallichii pubescens, Pleuropteropyrum hagei, Persicaria polystachya, Reynoutria polystachya, Peutalis polystachya, Pleuropteropyrum polystachyum, Rubrivena polystachya, Aconogonon polystachyum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 3151 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022419-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48420/29595224
title: Data of a Sensor-Driven Veer-Aware Gaussian Wake-Farm Parameterization

description: This repository includes data to regenerate the simulations and the figures in the study "A Sensor-Driven Veer-Aware Gaussian Wake Model Implemented in the Weather Research and Forecasting Model".
DOI: 10.48420/29595224.v1
title: Data of a Sensor-Driven Veer-Aware Gaussian Wake-Farm Parameterization

description: This repository includes data to regenerate the simulations and the figures in the study "A Sensor-Driven Veer-Aware Gaussian Wake Model Implemented in the Weather Research and Forecasting Model".
DOI: 10.17632/86tgbj6pmx
title: Sugarcane Outgrower Scheme Data Set_Davies Luhanga

description: This dataset was generated from a survey of 321 sugarcane outgrowers in Dwangwa, Malawi. The objective of the study was to evaluate the effects of participation in structured outgrower schemes on farmer productivity and income. Additionally, the data collection aimed to analyze the adaptive capacities of sugarcane outgrowers in response to extreme events.
DOI: 10.15468/dl.jb9nk3
title: Occurrence Download

description: A dataset containing 35029 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hornungia petraea"
 ]
}

 The dataset includes 35029 records from 538 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022421-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/86tgbj6pmx.1
title: Sugarcane Outgrower Scheme Data Set_Davies Luhanga

description: This dataset was generated from a survey of 321 sugarcane outgrowers in Dwangwa, Malawi. The objective of the study was to evaluate the effects of participation in structured outgrower schemes on farmer productivity and income. Additionally, the data collection aimed to analyze the adaptive capacities of sugarcane outgrowers in response to extreme events.
DOI: 10.25625/yornx5
title: Social cohesion among Syrian and Turkish children, adolescents, and young adults in Turkey: Data from Turkey

description: This data set provides information about basic social-demographic characteristics and social cohesion among young Turkish nationals and Syrian refugees. Information on different dimensions of social cohesion such as belongingness, trust, altruism and social relations, along with socio-demographic information, was collected from a sample of 1305 adolescents and young adults (12-30 years), and 685 children (6-11 years).
DOI: 10.15468/dl.8mbbsm
title: Occurrence Download

description: A dataset containing 6656 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lespedeza thunbergii"
 ]
}

 The dataset includes 6656 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022420-250717081556266/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/12484953
title: WRSM_data_raw
DOI: 10.15468/dl.uggm72
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ricinus communis",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022423-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nsvxf9svd4
title: Supplementary Data for: A Culturally Grounded Fifth-Floor Policy in Jordan

description: Monte Carlo simulation inputs, survey instruments, and aggregated results supporting vertical densification policy analysis in Jordan. Includes protocols for @RISK and SPSS reproducibility.
Keywords: Jordan housing, vertical densification, urban policy, Monte Carlo simulation, survey data
DOI: 10.17632/nsvxf9svd4.1
title: Supplementary Data for: A Culturally Grounded Fifth-Floor Policy in Jordan

description: Monte Carlo simulation inputs, survey instruments, and aggregated results supporting vertical densification policy analysis in Jordan. Includes protocols for @RISK and SPSS reproducibility.
Keywords: Jordan housing, vertical densification, urban policy, Monte Carlo simulation, survey data
DOI: 10.5281/zenodo.16275115
title: Table 1 in Astyanax totae, a new characid species (Teleostei: Characidae) from the upper rio Iguaçu basin, southeastern Brazil

description: Table 1. Morphometric data of Astyanax totae, based on the holotype (MHNCI 10305) and paratypes (MHNCI 10306, n = 21; MCP 37562, n = 8). SD = standard deviation.
CharactersHolotypeRangeMeanSDStandard length (mm)61.434.4-81.854.111.6Percents of standard lengthPredorsal distance56.950.4-57.155.11.4Prepelvic distance51.046.9-52.049.41.2Prepectoral distance29.227.8-32.429.51.1Preanal distance69.164.2-71.467.61.8Body depth33.430.0-35.032.51.4Caudal peduncle depth13.011.9-14.013.10.5Caudal peduncle length13.09.5-15.112.91.3Dorsal fin length24.221.5-27.224.91.3Pelvic fin length14.613.3-19.016.41.8Pectoral fin length18.917.3-25.020.82.1Anal fin length18.116.3-23.819.82.0Head length31.227.9-32.829.71.1Percents of head lengthSnout length16.914.6-24.119.92.2Upper jaw length26.121.8-28.726.61.3Orbital diameter32.625.4-42.635.74.1Interorbital length31.826.9-40.836.62.9
description: Published as part of Haluch, Carolina Ferreira & Abilhoa, Vinícius, 2005, Astyanax totae, a new characid species (Teleostei: Characidae) from the upper rio Iguaçu basin, southeastern Brazil, pp. 385 in Neotropical Ichthyology 3 (3) on page 385, DOI: 10.1590/S1679-62252005000300005, http://zenodo.org/record/5417622
DOI: 10.5281/zenodo.16275114
title: Table 1 in Astyanax totae, a new characid species (Teleostei: Characidae) from the upper rio Iguaçu basin, southeastern Brazil

description: Table 1. Morphometric data of Astyanax totae, based on the holotype (MHNCI 10305) and paratypes (MHNCI 10306, n = 21; MCP 37562, n = 8). SD = standard deviation.
CharactersHolotypeRangeMeanSDStandard length (mm)61.434.4-81.854.111.6Percents of standard lengthPredorsal distance56.950.4-57.155.11.4Prepelvic distance51.046.9-52.049.41.2Prepectoral distance29.227.8-32.429.51.1Preanal distance69.164.2-71.467.61.8Body depth33.430.0-35.032.51.4Caudal peduncle depth13.011.9-14.013.10.5Caudal peduncle length13.09.5-15.112.91.3Dorsal fin length24.221.5-27.224.91.3Pelvic fin length14.613.3-19.016.41.8Pectoral fin length18.917.3-25.020.82.1Anal fin length18.116.3-23.819.82.0Head length31.227.9-32.829.71.1Percents of head lengthSnout length16.914.6-24.119.92.2Upper jaw length26.121.8-28.726.61.3Orbital diameter32.625.4-42.635.74.1Interorbital length31.826.9-40.836.62.9
description: Published as part of Haluch, Carolina Ferreira & Abilhoa, Vinícius, 2005, Astyanax totae, a new characid species (Teleostei: Characidae) from the upper rio Iguaçu basin, southeastern Brazil, pp. 385 in Neotropical Ichthyology 3 (3) on page 385, DOI: 10.1590/S1679-62252005000300005, http://zenodo.org/record/5417622
DOI: 10.5281/zenodo.16274733
title: SE-Eval: A Domain-Specific Rubric-Guided Dataset for Automated Essay Evaluation in Engineering Education

description: SE-Eval, a large-scale, rubric-based essay dataset comprising over 10,000 responses written by third-year engineering students to prompts covering core concepts in Software Engineering. Each essay is manually scored by three trained raters across five trait dimensions Content, Coherence, Clarity, Structure, and Language, along with an overall holistic score. Essays were collected under standardized academic conditions using a controlled online assessment platform, ensuring consistency and authenticity of submissions.
DOI: 10.5281/zenodo.16274734
title: SE-Eval: A Domain-Specific Rubric-Guided Dataset for Automated Essay Evaluation in Engineering Education

description: SE-Eval, a large-scale, rubric-based essay dataset comprising over 10,000 responses written by third-year engineering students to prompts covering core concepts in Software Engineering. Each essay is manually scored by three trained raters across five trait dimensions Content, Coherence, Clarity, Structure, and Language, along with an overall holistic score. Essays were collected under standardized academic conditions using a controlled online assessment platform, ensuring consistency and authenticity of submissions.
DOI: 10.15468/dl.usn99x
title: Occurrence Download

description: A dataset containing 11798 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippocrepis ciliata"
 ]
}

 The dataset includes 11798 records from 225 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022425-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t3zxgg8znf
title: Análisis de Tendencias, Necesidades y Líneas de Desarrollo en la Administración de Empresas

description: La disciplina de la Administración de Empresas se encuentra en una constante evolución, impulsada por cambios tecnológicos, sociales, económicos y ambientales. Para un programa de formación profesional como el de la Universidad Cooperativa de Colombia (UCC) Campus Cali, comprender estas dinámicas es fundamental para asegurar la pertinencia, calidad y competitividad de sus egresados. Este análisis aborda las tendencias macro, las necesidades emergentes del mercado laboral y las líneas de desarrollo estratégicas, con el objetivo de ofrecer una visión integral y orientadora.
DOI: 10.17632/t3zxgg8znf.1
title: Análisis de Tendencias, Necesidades y Líneas de Desarrollo en la Administración de Empresas

description: La disciplina de la Administración de Empresas se encuentra en una constante evolución, impulsada por cambios tecnológicos, sociales, económicos y ambientales. Para un programa de formación profesional como el de la Universidad Cooperativa de Colombia (UCC) Campus Cali, comprender estas dinámicas es fundamental para asegurar la pertinencia, calidad y competitividad de sus egresados. Este análisis aborda las tendencias macro, las necesidades emergentes del mercado laboral y las líneas de desarrollo estratégicas, con el objetivo de ofrecer una visión integral y orientadora.
DOI: 10.15468/dl.nws35w
title: Occurrence Download

description: A dataset containing 1054 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthoxanthum amarum"
 ]
}

 The dataset includes 1054 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022426-250717081556266/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/11623055
title: WRSM_scaled_shifted
DOI: 10.15468/dl.wvvxp9
title: Occurrence Download

description: A dataset containing 1858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "Continent is North America",
 "EarliestPeriodOrLowestSystem is Paleogene",
 "LatestPeriodOrHighestSystem is Paleogene",
 "OccurrenceStatus is Present",
 "TaxonKey is Crocodylia"
 ]
}

 The dataset includes 1858 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022427-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d9jr8tth8v
title: KRAS Inhibition Activates an Actionable CD24 “Don’t Eat Me” Signal in Pancreatic Cancer

description: PIPseq™ single cell RNAseq
Tumor samples from vehicle (n=3) or AMG 510 (n=3) treated PDAC KRAS G12C mutant orthotopic mice tumor tissues were dissected, and single-cell suspensions were obtained. CD45+ enriched samples were preserved in PIPseq™ T20 3′ Single Cell Capture and Lysis Kit and processed on an Illumina NextSeq sequencer. The barcode-gene matrices from PIPseeker pipeline were further analyzed with the R package Seurat.
DOI: 10.17632/d9jr8tth8v.1
title: KRAS Inhibition Activates an Actionable CD24 “Don’t Eat Me” Signal in Pancreatic Cancer

description: PIPseq™ single cell RNAseq
Tumor samples from vehicle (n=3) or AMG 510 (n=3) treated PDAC KRAS G12C mutant orthotopic mice tumor tissues were dissected, and single-cell suspensions were obtained. CD45+ enriched samples were preserved in PIPseq™ T20 3′ Single Cell Capture and Lysis Kit and processed on an Illumina NextSeq sequencer. The barcode-gene matrices from PIPseeker pipeline were further analyzed with the R package Seurat.
DOI: 10.34740/kaggle/dsv/12535427
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.17632/6vxr354dpk.2
title: Instances for the Job Sequencing and Tool Switching Problem with Non-identical Parallel Machines (SSP-NPM)

description: The data presented here were used in computational experiments to evaluate the different mathematical models proposed for solving the Job Sequencing and Tool Switching Problem with Non-identical Parallel Machines (SSP-NPM), as described in the research article titled "Job sequencing and tool switching problem with non-identical parallel machines: mathematical formulations and modeling improvements" (Hadj Salem et al., 2025). 

We considered three sets of instances: Set I, Set II, and Set III. 
These comprise a total of 1,020 instances, which are divided into 22 subsets.
Detailed information about the structure of the instances in Set-I and Set-II can be found in references Calmels, D. (2022a) and Calmels, D. (2022b), respectively. However, Set-III consists of newly generated random instances. It contains a total of 720 instances, divided into 18 subsets of 40 instances each, where |M| in {2,3}, |J| in {10,15,20}, and |T| in {10,15,20}. 
For each tuple (|M|, |J|, |T|), 4 density levels are generated with 10 instances per level. 
The density level varies between {20%,30%,40%,50%} and corresponds to the percentage of 1 in the tool requirement matrix. 

- Calmels, D. (2022a). A comparison of different mathematical models for the job sequencing and tool switching problem with non-identical parallel machines. International Journal of Operational Research, 45(4):419–441. (https://doi.org/10.1504/IJOR.2022.128396)
- Calmels, D. (2022b). An iterated local search procedure for the job sequencing and tool switching problem with non-identical parallel machines. European Journal of Operational Research, 297(1):66–85. (https://doi.org/10.1016/j.ejor.2021.05.005)
DOI: 10.15468/dl.yfusua
title: Occurrence Download

description: A dataset containing 0 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 (Callicebus moloch)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022428-250717081556266/datasets/export for details.
DOI: 10.5066/p13epuc4
title: Mississippi Barrier Islands Habitat Classification, National Wetlands Inventory, October 2021: (Cat Island, Ship Island, Horn Island, and Petit Bois Island)
DOI: 10.17632/23gdp9785r
title: LINF_220007200

description: Amino acid transporter | AAT22; Leishmania infantum (strain JPCM5)
DOI: 10.17632/23gdp9785r.2
title: LINF_220007200

description: Amino acid transporter | AAT22; Leishmania infantum (strain JPCM5)
DOI: 10.34740/kaggle/dsv/11599302
title: WRSM_scaled_not_shifted
DOI: 10.15468/dl.3vq5sk
title: Occurrence Download

description: A dataset containing 51 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 (Callicebus moloch)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 51 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022430-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.puxtdp
title: Occurrence Download

description: A dataset containing 0 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 (Callicebus moloch)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022429-250717081556266/datasets/export for details.
DOI: 10.25625/vghl3g/pnw7k3
title: NumSimMicroswimmers_final.pdf

description: :unav
DOI: 10.25625/vghl3g
title: Master's Thesis: Numerical Simulations of a Stochastic Optimal Control Model for the Navigation of Finite-Size Microswimmers

description: We study the optimal navigation of finite-size microswimmers in presence of an external flow field and thermal fluctuations in two-dimensional space where the dynamics are governed by the equations of motion. We address the problem of optimal navigation by using stochastic optimal control theory and obtaining a Hamilton-Jacobi-Bellman (HJB) equation, which is a nonlinear convection-di!usion type partial di!erential equation (PDE) that describes the optimal torque an active microswimmer must satisfy to navigate towards a desired target. This equation is numerically solvable in a three-dimensional configuration space (position and orientation) for a given set of initial conditions. We discretize the HJB equation in a finite element framework known as the Discontinuous Galerkin (DG) method, which operates over a trial space of functions that are only piecewise continuous. This allows for a stable and flexible discretization scheme, in particular to cope with arising instabilities in the convection dominated regime. Using the optimal torque solution, we integrate the equations of motion and perform stochastic simulations to determine the optimal microswimmer paths and to compute arrival time statistics. From the results, we conclude that the most efficient shape of microswimmers is a needle-like form.