cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5pv2d5
title: Occurrence Download

description: A dataset containing 6945 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Inga ruiziana)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6945 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011119-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2ndth
title: Occurrence Download

description: A dataset containing 2370 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quillaja saponaria Molina"
 ]
}

 The dataset includes 2370 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021729-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/92ykj4cr2w.1
title: Process Improvement for High-Quality Palm Kernel Amidopropyl Betaine (PKAPB) from Splitted Palm Kernel Fatty Acid (SPKFA)

description: This dataset supports the investigation of process parameters affecting the quality of palm kernel amidopropyl betaine (PKAPB), focusing on nitrogen gas flow rate and DMAPA (dimethylaminopropylamine) makeup ratio. The data includes measurements of acid number, viscosity, and color stability of PKAPB under various process conditions. The study found that nitrogen flow rate and DMAPA concentration significantly influence the quality of the final product.
An increase in nitrogen flow rate improves the color stability of PKAPB by reducing oxidation, but it also results in higher acid numbers and increased viscosity, likely due to the stripping of DMAPA during the reaction. Conversely, increasing DMAPA content enhances amidation conversion, leading to lower acid numbers and more stable viscosity.

The data identifies 100 mL/min as the optimal nitrogen flow rate and 30% DMAPA as the minimum effective concentration for high-quality PKAPB synthesis. Although a 45% DMAPA addition yields the highest quality product, it presents economic trade-offs due to increased raw material costs. These findings suggest that an optimal formulation should carefully balance product performance and economic feasibility.
The data was generated through controlled lab-scale synthesis, with each experimental condition systematically varied and analyzed. It provides insights into the process-structure-property relationships in PKAPB production and is intended to support further research in surfactant synthesis and process optimization.
DOI: 10.21233/0e5g-6149
title: Hofstätter See pollen dataset

description: Raw data for the Hofstätter See pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/y1g2-4d86
title: Nichol's Hammock vertebrate fauna dataset

description: Raw data for the Nichol's Hammock vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.ymafuc
title: Occurrence Download

description: A dataset containing 355 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus helferiana A.DC."
 ]
}

 The dataset includes 355 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021731-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/svjvn3f8bg.1
title: Microprobe, XRF, XRD, Raman data - Norsi/Cavo serpentinite carbonation Island of Elba

description: Folders containing the files associated with the EPSL submission "Fluid-driven serpentinite carbonation in the Elba subduction channel: Implications for the origin of the Apennines." by Samuele Papeschi, Roberto Emanuele Rizzo, Andrea Rielli, Matthew Tarling, Vanni Moggi Cecchi, Elena Pecchioni, Keishi Okazaki, Takehiro Hirose, & Paola Vannucchi.

Details of the analytical protocols are available in the main text and supplementary material. Contacts of the corresponding author (Samuele Papeschi) are provided in the ReadMe file. Please contact for sample request/further information.
DOI: 10.17632/svjvn3f8bg.3
title: Microprobe, XRF, XRD, Raman data - Norsi/Cavo serpentinite carbonation Island of Elba

description: Folders containing the files associated with the EPSL submission "Fluid-driven serpentinite carbonation in the Elba subduction channel: Implications for the origin of the Apennines." by Samuele Papeschi, Roberto Emanuele Rizzo, Andrea Rielli, Matthew Tarling, Vanni Moggi Cecchi, Elena Pecchioni, Chiara Boschi, Keishi Okazaki, Takehiro Hirose, & Paola Vannucchi.

Details of the analytical protocols are available in the main text and supplementary material. Contacts of the corresponding author (Samuele Papeschi) are provided in the ReadMe file. Please contact for sample request/further information.
DOI: 10.17632/svjvn3f8bg.4
title: Microprobe, XRF, XRD, Raman, isotope geochemistry data - Norsi/Cavo serpentinite carbonation Island of Elba

description: Folders containing the files associated with the EPSL submission "Fluid-driven serpentinite carbonation in the Elba subduction channel: Implications for the origin of the Apennines." by Samuele Papeschi, Roberto Emanuele Rizzo, Andrea Rielli, Matthew Tarling, Vanni Moggi Cecchi, Elena Pecchioni, Chiara Boschi, Keishi Okazaki, Takehiro Hirose, & Paola Vannucchi.

Details of the analytical protocols are available in the main text and supplementary material. Contacts of the corresponding author (Samuele Papeschi) are provided in the ReadMe file. Please contact for sample request/further information.
DOI: 10.17632/w6srsxg2xt
title: Arousal and executive: multimodal physiological network for operator vigilance state detection

description: data/train_data is used for model training. 
data/test_data for model testing 
code is the entire program for the training and testing process
DOI: 10.17632/w6srsxg2xt.1
title: Arousal and executive: multimodal physiological network for operator vigilance state detection

description: data/train_data is used for model training. 
data/test_data for model testing 
code is the entire program for the training and testing process
DOI: 10.17632/g9wvxgzkrp.1
title: A Dataset of Inertial Measurement Units for Handwritten Maths Numbers and Symbols

description: The dataset consists of Inertial Measurement Unit (IMU) data corresponding to the 10 numeric digits (0–9) and 4 mathematical symbols: plus (+), minus (−), multiplication (×), and division (÷). The data was collected using an IMU 6050 sensor, which was attached to a marker held by participants during the handwriting process. The IMU sensor captures accelerations along three axes (X, Y, Z) and rotational velocities along the same three axes, providing detailed motion profiles for each written symbol.

Data Collection Process:

Twenty students participated in the data collection process for this study. Each student was tasked with writing all 14 characters (10 digits + 4 symbols) twice — once with the IMU sensor attached to the upper part of a marker and once with the sensor attached to the lower part. This dual positioning helped investigate how sensor placement affects motion data distinctiveness and recognition performance. Each student thus contributed 28 samples (14 characters × 2 sensor positions), creating a balanced and diverse dataset.

The data collection process was conducted over a four-month period to ensure ample data diversity and volume. In each session, students wrote each symbol 250 times on a whiteboard. To precisely record the start and end of each character-writing event, participants used a button they pressed before starting and released upon completion. The IMU sensor continuously recorded data for all 250 repetitions of each character written by each student. This approach resulted in a rich, large-scale dataset well-suited for deep learning and machine learning applications.

Labeling:

The data is labeled numerically from 0 to 13. Labels 0–9 correspond to digits '0' through '9', label 10 represents the plus sign '+', label 11 represents the minus sign '−', label 12 represents the multiplication sign '×', and label 13 represents the division sign '÷'. This straightforward labeling allows for efficient classification and identification during analysis and modeling.

Data Interpretation and Usage:

Character Recognition: Train and evaluate machine learning models to recognize numeric digits and basic arithmetic symbols based on IMU data.

Sensor Analysis: Investigate how different sensor placements affect recognition accuracy and develop methods for sensor position normalization or compensation.

Handwriting Dynamics: Analyze the writing speed, stroke patterns, angular velocity, and other motion features associated with handwritten digits and symbols.

This dataset offers a valuable resource for researchers and developers working on handwriting recognition using inertial sensor data, particularly in the context of numeric and symbolic input recognition.
DOI: 10.17632/ypn6yrzg2f.1
title: South Sumatra SDGs Based Tourism Dataset

description: This research aims to develop a dataset that can support the development of the tourism sector in South Sumatra in order to achieve the Sustainable Development Goals (SDGs) through a data and information architecture approach based on electronic government systems (SPBE). By identifying key variables in the tourism sector, this research examines the role of technology and infrastructure in supporting sustainable development, as well as its contribution to the local economy and poverty alleviation. The variables used include tourism indicators, SPBE technology use, tourism infrastructure quality, and local community participation. The data in this study was collected through a desk study, which included a review of relevant literature, official reports, and secondary data to understand the dynamics of tourism and SPBE implementation in South Sumatra. The results show that the implementation of SPBE in tourism sector management can improve the efficiency of data collection, accelerate decision-making, and support sustainable tourism development. The findings are expected to provide new insights into how data-driven technologies and policies can contribute to the achievement of SDGs in the tourism sector, particularly in the context of developing regions such as South Sumatra.
DOI: 10.21233/sc7q-tp39
title: Carson [BgDr-5] vertebrate fauna dataset

description: Raw data for the Carson [BgDr-5] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.hncg63
title: Occurrence Download

description: A dataset containing 19771281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "DatasetKey is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 19771281 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021713-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkmjnv
title: Occurrence Download

description: A dataset containing 1369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lysimachia japonica Thunb.",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1369 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021732-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/04dn-8t69
title: Blue Lake Spring water chemistry dataset

description: Raw data for the Blue Lake Spring water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15364943
title: Events. Facts. Factivity [События. Факты. Фактивность]

description: This paper renders the event versus fact distinction in natural language ontologies. The existential logic offers a straightforward way of transforming accounts of events into accounts of facts: knowledge is based on facts, but hypotheses that specific events took place in the real world or in some accessible possible world can be truth-valued. I argue that one should acknowledge two presuppositions of factivity: factivity1 is linked with logically transitive knowledge obtained via a rational procedure, while factivity2 is linked with firm belief of X that p is true. Von Fintel’s wait-a-minute test applies both to factivity1 and to factivity2. The modern Russian language grammaticalized an aspectual meaning reserved for verified statements about specific events of the past. This meaning is identified as the general-factual meaning of the imperfective aspect. Its assertive component is the meaning of verification, while its presuppositional component corresponds to factivity2.
DOI: 10.5281/zenodo.15364944
title: Events. Facts. Factivity [События. Факты. Фактивность]

description: This paper renders the event versus fact distinction in natural language ontologies. The existential logic offers a straightforward way of transforming accounts of events into accounts of facts: knowledge is based on facts, but hypotheses that specific events took place in the real world or in some accessible possible world can be truth-valued. I argue that one should acknowledge two presuppositions of factivity: factivity1 is linked with logically transitive knowledge obtained via a rational procedure, while factivity2 is linked with firm belief of X that p is true. Von Fintel’s wait-a-minute test applies both to factivity1 and to factivity2. The modern Russian language grammaticalized an aspectual meaning reserved for verified statements about specific events of the past. This meaning is identified as the general-factual meaning of the imperfective aspect. Its assertive component is the meaning of verification, while its presuppositional component corresponds to factivity2.
DOI: 10.17632/6g54g6s5rt.1
title: LINF_160017400

description: Hypothetical protein - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/6g54g6s5rt.2
title: LINF_160017400

description: Hypothetical protein - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.21233/49s7-5d45
title: 20PMA pollen surface sample dataset

description: Raw data for the 20PMA pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/kwg4mvkxpv.1
title: LINF_160018300

description: protein of unknown function - conserved Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.gepn5z
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Etude collision routière-faune sauvage secteur Pau-Relevés appareils photo automatiques - Pau",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 75 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021733-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kwg4mvkxpv.2
title: LINF_160018300

description: Lsm2; Leishmania infantum (strain JPCM5)
DOI: 10.17632/g275prhryd.1
title: LINF_160020800

description: kinesin Leishmania infantum (strain JPCM5)
DOI: 10.17632/g275prhryd.2
title: LINF_160020800

description: Kinesin; Leishmania infantum (strain JPCM5)
DOI: 10.17632/2ts58f6wz2.1
title: Dataset_DFD2PSEINT

description: Dataset to train a T5 transformer to pass programs from the DFD to pseudocode in PseInt.
The CSV contains a total of 2350 training data, each line consisting of an input and a target. The input represents the code of the DFD diagram, and the output is the equivalent code in PseInt.
DOI: 10.21233/apnm-b286
title: Beach Farm (Stauffer Elephants 90 & 91] vertebrate fauna dataset

description: Raw data for the Beach Farm (Stauffer Elephants 90 & 91] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/5rs7tfjfym.1
title: Nascent Chain-Mediated Ribosomal Frameshifting During Membrane Protein Translation

description: Based off previous evidence of the nascent chain’s impact on viral recoding mechanisms during translation, we wanted to explore if this kind of mechanism could be more generalized. In vitro translation of reporters containing slippery sequences at different positions within a model membrane protein (LepB) was supplemented with EasyTag L-35S labeled Methionine. Translation products were separated via SDS PAGE and imaged using phosphorimaging. The imaged gels were integrated to quantify the relative abundances of full length and truncated (frameshifted) products. It was observed that translocation of a TMD sequence located 45 amino acids upstream of the slippery sequence induced increased -1 PRF efficiencies relative to insertion of TMD sequences at 35 and 55 amino acids upstream. Using cellular bicistronic -1PRF reporters, we wanted to see if this kind of motif is found in human membrane proteins. In these reporters, GFP will only be translated via a -1 frameshift event during translation of the protein of interest. An mKate is translated off an IRES as an expression control. The cellular reporters were transfected into HEK293T cells and standard mammalian cell culture protocols were utilized. Data obtained from in vivo experiments was collected via flow cytometry, and controls for the -1 PRF reporters were utilized to validate the frameshift signal. To ensure that the changes in GFP were being observed in cells expressing the reporters at similar expression levels, analysis of the flow cytometry data was restricted to cells that have mKate intensities that fall within two standard deviations of the overall average of the median mKate fluorescent intensities. -1 PRF efficiencies were calculated dividing the GFP/mKate ratio of a reporter by the GFP/mKate ratio of a 0-frame control, where the GFP is translated in the same reading frame as the protein of interest, then multiplying that by 100%. This data set comprises of Figures 1, 2, 3, 5, 6, S2, S3, S4, and Tables 1 and S1 of the paper titled “Nascent Chain-Mediated Ribosomal Frameshifting During Membrane Protein Translation.”
DOI: 10.48677/e8c25aa5-23d9-4846-91c0-2ab2297bee11
title: ALS DTM CRS3035RES50000mN2750000E4800000 Höhenraster 1m Stichtag 15.09.2024

description: Das digitale Geländehöhenmodell (DGM, engl.: DTM) beschreibt die Erdoberfläche (natürlicher Boden, ohne Bewuchs) in Form von Punktmengen, die in einem regelmäßigen Gitter angeordnet und in Lage und Höhe georeferenziert sind. Die hochauflösenden ALS-DGM Daten wurden mittels Airborne Laser Scanning - Technologien erfasst und sind ein Kooperationsprodukt der österreichischen behördlichen Geodatenprovider des Bundes und der Länder.

Eignung/Nutzung
• Grundlage für Orthophotoberechnung
• Planungsgrundlage
• Umweltschutz
• Nachrichtentechnik
• Geologie
• Hydrologie
• Landwirtschaft
• Kartographie

Dies ist eine von insgesamt 55 Kacheln, welche zusammen das Gebiet Österreich abdecken.

Stichtag = Erstellungsdatum:
Die Daten sind zu diesem Tag der aktuellste Datenbestand des BEV.
Dies ist nicht ident mit dem Aufnahme- bzw. Vermessungsdatum.
Die Aktualität finden Sie in der zugehörigen Serie unter „Downloads, Ansichten und Links“ in der Aktualitätsübersicht.
DOI: 10.17632/vhv3xpp2r8.1
title: Software and designfiles for an autonomous robot bin picking mixed insect samples using computer vision

description: These software and design files enable the replication of the Insect Handling System (IHS). IHS is an autonomous robotic solution, using various developed manipulators, designed to streamline the processing of insect samples. By integrating advanced robotics, computer vision, and pneumatic systems, the IHS can efficiently manage large volumes of insect samples one sample at a time, significantly reducing the manual workload. This innovation aims to enhance the efficiency of entomological research, enabling large-scale, precise, and automated insect population studies, thereby facilitating a deeper understanding of environmental impacts on biodiversity. The system was created by two project groups at Aarhus University. It consists of a UR5 robot manipulating and changing between multiple tools to separate and move insects in large samples. The system uses computer vision and LabVIEW software, along with Arduino and Polyscope, pertaining to the UR5 robot arm.
DOI: 10.17632/vhv3xpp2r8.2
title: Software and designfiles for an autonomous robot bin picking mixed insect samples using computer vision

description: These software and design files enable the replication of the Insect Handling System (IHS). IHS is an autonomous robotic solution, using various developed manipulators, designed to streamline the processing of insect samples. By integrating advanced robotics, computer vision, and pneumatic systems, the IHS can efficiently manage large volumes of insect samples one sample at a time, significantly reducing the manual workload. This innovation aims to enhance the efficiency of entomological research, enabling large-scale, precise, and automated insect population studies, thereby facilitating a deeper understanding of environmental impacts on biodiversity. The system was created by two project groups at Aarhus University. It consists of a UR5 robot manipulating and changing between multiple tools to separate and move insects in large samples. The system uses computer vision and LabVIEW software, along with Arduino and Polyscope, pertaining to the UR5 robot arm.