cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3958226
title: Cropland Data Layer Data for the Snake River Basin, USA, 2010-2017

description: Cropland Data Layer (CDL) data from the US Department of Agriculture's National Agricultural Statistics Service (NASS), subset spatially to cover the Snake River Basin, USA for years 2010-2017, inclusive. This data is the raw data used to support initialization of the Janus agent based model of land use land cover change. It was developed by downloading CDL data from the USDA NASS site for an area of interest encompassing the Snake River Basin for individual years from 2010-2017. Data were converted to a georeferenced GeoTiff format using the Geospatial Data Abstraction Library (GDAL) command line interface. They were then concatenated into a single dataset using the rioxarray python library and saved as a CF-compliant NetCDF4 file using the xarray python library. Note that this file is saved with zlib compression level 1 and, therefore, users may experience a slowdown upon initial reading of the file.
description: Development of this dataset was supported by the U.S. Department of Energy, Office of Science, as a part of research in MultiSector Dynamics, Earth and Environmental System Modeling Program. Pacific Northwest National Laboratory is operated by Battelle under contract DE-AC05-76RL01830.
DOI: 10.6084/m9.figshare.1355805
title: Study on the Functional Outcome of Internal Fixation in Tibial Plateau Fractures
DOI: 10.15128/cc24b379-1be2-4c42-862b-9760aa257077
title: Intercombination Effects in Dipole-Mediated Energy Transfer (Data Files)

description: Data files to accompany the article entitled "Intercombination Effects in Dipole-Mediated Energy Transfer". Data files include all data used in the generation of the figures shown in the article. For more information, please see the article in question, or refer to the README.txt file
DOI: 10.5880/tr32db.13
title: Enhanced land use classification 2014 of the Rur catchment - Update

description: This data set contains the updated land use
      classification of 2014 for the study area of the CRC/Transregio 32: "Patterns in
      Soil-Vegetation-Atmosphere Systems: monitoring, modelling and data assimilation", which
      corresponds to the catchment of the river Rur. The study area is mainly situated in the
      western part of North Rhine-Westphalia (Germany) and parts of the Netherlands and Belgium. The
      classification is provided in GeoTIFF and in ASCII format. Spatial resolution: 15 m;
      Projection: WGS84, UTM Zone 32N. Note: replaces dataset ID 1121
DOI: 10.5525/gla.researchdata.157
title: Spatially structured photons that travel in free space slower than the speed of light

description: That the speed of light in free space is constant is a cornerstone of modern physics. However, light beams have finite transverse size, which leads to a modification
of their wavevectors resulting in a change to their phase and group velocities. We study the group velocity of single photons by measuring a change in their arrival time that results from changing the beam’s transverse spatial structure. Using time-correlated photon pairs we show a reduction of the group velocity of photons in both a Bessel beam and photons in a focused Gaussian beam. In both cases, the delay is several micrometers over a propagation distance of the order of 1 m. Our work highlights that, even in free space, the invariance of the speed of light only applies to plane waves.
DOI: 10.15468/0mqbaz
title: Université Pédagogique Nationale de Kinshasa (UPN). Plantes phytosanitaires. - Projet CABIN

description: FR: Jeu de données botaniques fournies par l'Université Pédagogique Nationale de Kinshasa (UPN) dans le cadre de l'activité de publication des données CABIN du Musée Royal de l'Afrique centrale de Tervuren.  
EN: Botanical dataset provided by the 'Université Pédagogique Nationale' of Kinshasa (UPN) within the framework of the call for data providers of the CABIN (Central African Biodiversity Information Network) project carried out by the Royal Museum for central Africa, Belgium
DOI: 10.5281/zenodo.16514
title: Delana - An Eyetracking Dataset From Facilitating A Series Of Laptop-Based Lessons

description: This dataset contains eye-tracking data from a two subjects (an expert and a novice teachers), facilitating three collaborative learning lessons (2 for the expert, 1 for the novice) in a classroom with laptops and a projector, with real master-level students. These sessions were recorded during a course on the topic of digital education and learning analytics at [EPFL](http://epfl.ch).

This dataset has been used in several scientific works, such as the [CSCL 2015](http://isls.org/cscl2015/) conference paper "The Burden of Facilitating Collaboration: Towards Estimation of Teacher Orchestration Load using Eye-tracking Measures", by Luis P. Prieto, Kshitij Sharma, Yun Wen & Pierre Dillenbourg. The analysis and usage of this dataset is available publicly at https://github.com/chili-epfl/cscl2015-eyetracking-orchestration
description: {"references": ["Prieto, Luis P., Kshitij Sharma, Yun Wen and Pierre Dillenbourg. The burden of facilitating collaboration: Towards estimation of teacher orchestration load using eye-tracking measures. In 11th International Conference on Computer-Supported Collaborative Learning (CSCL 2015), Gothenburg, Sweden, (accepted)."]}
DOI: 10.5281/zenodo.16515
title: Jdc2014 - An Eyetracking Dataset From Facilitating A Semi-Authentic Multi-Tabletop Lesson

description: This dataset contains eye-tracking data from a single subject (a researcher), facilitating three collaborative learning lessons in a multi-tabletop classroom, with real 10-12 year old students. These sessions were recorded during an "open doors day" at the [CHILI Lab](http://chili.epfl.ch).

This dataset has been used in several scientific works, such as the [CSCL 2015](http://isls.org/cscl2015/) conference paper "The Burden of Facilitating Collaboration: Towards Estimation of Teacher Orchestration Load using Eye-tracking Measures", by Luis P. Prieto, Kshitij Sharma, Yun Wen & Pierre Dillenbourg. The analysis and usage of this dataset is available publicly at https://github.com/chili-epfl/cscl2015-eyetracking-orchestration
description: {"references": ["Prieto, Luis P., Kshitij Sharma, Yun Wen and Pierre Dillenbourg. The burden of facilitating collaboration: Towards estimation of teacher orchestration load using eye-tracking measures. In 11th International Conference on Computer-Supported Collaborative Learning (CSCL 2015), Gothenburg, Sweden, (accepted)."]}
DOI: 10.5281/zenodo.16516
title: Jetris - An Eyetracking Dataset From A Tetris-Like Task

description: This dataset contains eye-tracking data from a set of 16 subjects, playing a series of short games of Tetris (for up to 5 minutes each), in different conditions (e.g., collaborative vs competitive).

This dataset has been used in several scientific works, such as the [CSCL 2015](http://isls.org/cscl2015/) conference paper "The Burden of Facilitating Collaboration: Towards Estimation of Teacher Orchestration Load using Eye-tracking Measures", by Luis P. Prieto, Kshitij Sharma, Yun Wen & Pierre Dillenbourg. The analysis and usage of this dataset such paper is available publicly at https://github.com/chili-epfl/cscl2015-eyetracking-orchestration
description: {"references": ["Prieto, Luis P., Kshitij Sharma, Yun Wen and Pierre Dillenbourg. The burden of facilitating collaboration: Towards estimation of teacher orchestration load using eye-tracking measures. In 11th International Conference on Computer-Supported Collaborative Learning (CSCL 2015), Gothenburg, Sweden, (accepted)."]}
DOI: 10.5281/zenodo.16550
title: "Scatter Analysis And Correction For Ultrafast X-Ray Tomography"

description: Original reconstructed data set
DOI: 10.4119/unibi/2715997
title: Applying Semantic Parsing to Question Answering over Linked Data: Addressing the Lexical Gap - Data

description: Question Answering over Linked Data (QALD) has emerged in the last years as an important topic of research. QALD systems provide access to a growing body of linked open data on the Web for casual end users that are empowered to satisfy their information needs intuitively, using natural language. In this paper we focus on analyzing the infamous lexical gap that arises in any information or question answering system. The lexical gap refers to the problem that there can be a vocabulary mismatch between the vocabulary used in a user question or query and the vocabulary used in the data to describe the relevant information. We build on a semantic parsing approach to QALD and adapt the approach of Zettlemoyer and Collins (2005) to the task at hand. We evaluate our approach on the QALD-4 benchmark and show that performance of a semantic parsing approach can be substantially improved if the right lexical knowledge is available. For this, we model a set of lexical entries by hand to quantify the number of entries that would be needed. Further, we analyze if a state-of-the-art tool for inducing ontology lexical from corpora can derive these lexical entries automatically. We conclude that further research and investments are needed to derive the lexical knowledge automatically or semi-automatically to increase performance of QALD systems.
DOI: 10.4121/uuid:15ba2bc4-7b29-4632-9453-0f1f0be9dfff
title: none

description: dataset permanently removed
DOI: 10.5281/zenodo.16630
title: Sqd-Collection: Initial Release

description: A Collection of Symmetric and Quasi-Definite Linear Systems
DOI: 10.15468/dl.0bgmoe
title: GBIF Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query: TaxonKey: Anopheles neivai Howard, Dyar & Knab, 1913. The dataset includes 148 records from 2 constituent datasets: 
 147 records from Mosquito Occurrence Dataset. 
 1 records from arim.
DOI: 10.5525/gla.researchdata.158
title: A multi-object spectral imaging instrument

description: We have developed a snapshot spectral imaging system which fits onto the side camera port of a commercial inverted microscope. The system provides spectra, in real time, from multiple points randomly selected on the microscope image. Light from the selected points in the sample is directed from the side port imaging arm using a digital micromirror device to a spectrometer arm based on a dispersing prism and CCD camera. A multi-line laser source is used to calibrate the pixel positions on the CCD for wavelength. A CMOS camera on the front port of the microscope allows the full image of the sample to be displayed and can also be used for particle tracking, providing spectra of multiple particles moving in the sample. We demonstrate the system by recording the spectra of multiple fluorescent beads in aqueous solution and from multiple points along a microscope sample channel containing a mixture of red and blue dye.
DOI: 10.5281/zenodo.16551
title: Isl2014Baseline - An Eyetracking Dataset From Facilitating Secondary Geometry Lessons

description: This dataset contains eye-tracking data from a single subject (a researcher), facilitating two geometry lessons in a secondary school classroom, with 11-12 year old students using laptops and a projector. These sessions were recorded in the frame of the MIOCTI project (http://chili.epfl.ch/miocti).

This dataset has been used in several scientific works, such as the ECTEL 2015 (http://ectel2015.httc.de/) conference paper "Studying Teacher Orchestration Load in Technology-Enhanced Classrooms: A Mixed-method Approach and Case Study", by Luis P. Prieto, Kshitij Sharma, Yun Wen & Pierre Dillenbourg (the analysis and usage of this dataset is available publicly at https://github.com/chili-epfl/ectel2015-orchestration-school)
DOI: 10.5281/zenodo.16678
title: Detecting Social Interactions Via Mobile Sensing - Dataset

description: The goal of Markus' master thesis was to establish whether real-life social interactions could be detected using smartphone internal sensors.

The present dataset is a labelled set of sensor data. It contains sensing data of six persons, who each used the sensing application for three days in a row. During these days, the test persons in addition created labels for their real-life sensing data.

Participants in the first group in addition worked in the same office, and used the sensing at the same time. Their social interactions therefore overlap.
description: This master thesis has been supervised by Viktoria Pammer at Graz University of Technology (kti.tugraz.at/staff/viktoriapammer).
DOI: 10.6084/m9.figshare.1367849
title: A STYLISTIC ANALYSIS OF FAIZ AHMED FAIZS POEM SUBH-E-AZAADI (DAWN OF FREEDOM)
DOI: 10.15468/dl.yykuhh
title: GBIF Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query: TaxonKey: Diptera 
HasGeospatialIssue: false 
Geometry: POLYGON((-44 24,-44 71,68 71,68 24,-44 24)) 
MediaType: Image 
InstitutionCode: iNaturalist. The dataset includes 236 records from 1 constituent datasets: 
 236 records from iNaturalist research-grade observations.
DOI: 10.15468/dl.q8wtns
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microcharis latifolia Benth."
 ]
}

 The dataset includes 30 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053909-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cwcp2
title: Occurrence Download

description: A dataset containing 3189727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Occurrence evidence, Specimen, Material citation, Material sample, Human Observation, Machine Observation, Observation)",
 {
 "or" : [
 "Geometry POLYGON((12.7234 43.90347,12.98141 43.89873,12.98325 44.01156,12.73034 44.01156,12.7234 43.90347))",
 "Geometry POLYGON((2.1954 44.09579,8.16172 43.9868,12.72341 43.90346,12.73069 43.98177,12.72916 44.00089,1.2601 44.32441,1.1971 44.11133,2.1954 44.09579))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1945-2024"
 ]
}

 The dataset includes 3189727 records from 1474 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053788-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khcmgb
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melinis maroccana (Maire & Sam.) M.B.Crespo, M.Á.Alonso & Mart.-Azorín"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053910-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6swrp
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mapania enodis (Miq.) C.B.Clarke"
 ]
}

 The dataset includes 41 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053911-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eckx3m
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Montrouziera verticillata Planch. & Triana"
 ]
}

 The dataset includes 115 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053912-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwb3rc
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microula filicaulis W.T.Wang"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053913-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spn6yx
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microcharis longicalyx (J.B.Gillett) Schrire"
 ]
}

 The dataset includes 78 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053914-240321170329656/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.21507537
title: Global Mapping of Three-Dimensional (3D) Urban Structures Reveals Escalating Utilization in the Vertical Dimension and Pronounced Building Space Inequality

description: Three-dimensional (3D) urban structures play a critical role in informing climate mitigation strategies aimed at the built environment and facilitating sustainable urban development. Regrettably, there exists a significant gap in detailed and consistent data on 3D building space structures with global coverage due to the challenges inherent in the data collection and model calibration processes. In this study, we constructed a global urban structure dataset (GUS-3D), including building volume, height, and footprint information, at a 500 m spatial resolution using extensive satellite observation products and numerous reference building samples. Our analysis indicated that the total volume of buildings worldwide in 2015 exceeded 1 × 10<sup>12</sup> m<sup>3</sup>. Over the 1985 to 2015 period, we observed a slight increase in the magnitude of 3D building volume growth (i.e., it increased from 166.02 km<sup>3</sup> during the 1985–2000 period to 175.08 km<sup>3</sup> during the 2000–2015 period), while the expansion magnitudes of the two-dimensional (2D) building footprint (22.51 × 10<sup>3</sup> km<sup>2</sup> vs. 13.29 × 10<sup>3</sup> km<sup>2</sup>) and urban extent (157 × 10<sup>3</sup> km<sup>2</sup> vs. 133.8 × 10<sup>3</sup> km<sup>2</sup>) notably decreased. This trend highlights the significant increase in intensive vertical utilization of urban land. Furthermore, we identified significant heterogeneity in building space provision and inequality across cities worldwide. This inequality is particularly pronounced in many populous Asian cities, which has been overlooked in previous studies on economic inequality. The GUS-3D dataset shows great potential to deepen our understanding of the urban environment and creates new horizons for numerous 3D urban studies.
DOI: 10.15468/dl.7yrkxg
title: Occurrence Download

description: A dataset containing 658 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medicago rigiduloides E.Small"
 ]
}

 The dataset includes 658 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053916-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vguv2
title: Occurrence Download

description: A dataset containing 600598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Erinaceus europaeus Linnaeus, 1758",
 "Year 1970-2024"
 ]
}

 The dataset includes 600598 records from 1935 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053783-240321170329656/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.3556437.v1
title: Appendix C. Comparisons of life history traits of the three geo-cytotypes of C. stoebe from different eco-geographical regions.

description: Comparisons of life history traits of the three geo-cytotypes of C. stoebe from different eco-geographical regions.
DOI: 10.6084/m9.figshare.3556434
title: Appendix A. Species descriptions for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.

description: Species descriptions for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.
DOI: 10.6084/m9.figshare.3556434.v1
title: Appendix A. Species descriptions for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.

description: Species descriptions for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.
DOI: 10.6084/m9.figshare.3556431
title: Appendix B. Supplemental methods for estimating rates of spread in the landscape and density dependence for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.

description: Supplemental methods for estimating rates of spread in the landscape and density dependence for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.
DOI: 10.6084/m9.figshare.3556431.v1
title: Appendix B. Supplemental methods for estimating rates of spread in the landscape and density dependence for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.

description: Supplemental methods for estimating rates of spread in the landscape and density dependence for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.
DOI: 10.6084/m9.figshare.3556428
title: Appendix C. Demographic matrix models and details of their construction.

description: Demographic matrix models and details of their construction.
DOI: 10.6084/m9.figshare.3556425
title: Appendix D. Analyses and figures of vital rates, spread rates, and demographic transitions associated with invasiveness for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.

description: Analyses and figures of vital rates, spread rates, and demographic transitions associated with invasiveness for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.
DOI: 10.6084/m9.figshare.3556425.v1
title: Appendix D. Analyses and figures of vital rates, spread rates, and demographic transitions associated with invasiveness for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.

description: Analyses and figures of vital rates, spread rates, and demographic transitions associated with invasiveness for 17 introduced species at Tyson Research Center, St. Louis, Missouri, USA.
DOI: 10.6084/m9.figshare.3556422
title: Supplement 1. R code for demographic analysis of 17 species of introduced plants at Tyson Research Center, St. Louis, Missouri, USA.

description: File List CalcLambda.R (MD5: 635e3b831acfadf450918f22b1538146) Demography_LTRE.R (MD5: 668e428929aeb183ce205bdf8bffe4b9) Rcode.zip (MD5: 125a015bdb847713a460d308f821fa9b) Description CalcLambda.R: This file contains the demographic matrices for 17 species of introduced plants, including calculations for λ. Demography_LTRE.R: This field contains code for the Life Table Response Experiment. This file contains: Sens: a function that calculates sensitivities for a demographic matrix. Rcode.zip: This zip file contains all the above files.
DOI: 10.6084/m9.figshare.3556422.v1
title: Supplement 1. R code for demographic analysis of 17 species of introduced plants at Tyson Research Center, St. Louis, Missouri, USA.

description: File List CalcLambda.R (MD5: 635e3b831acfadf450918f22b1538146) Demography_LTRE.R (MD5: 668e428929aeb183ce205bdf8bffe4b9) Rcode.zip (MD5: 125a015bdb847713a460d308f821fa9b) Description CalcLambda.R: This file contains the demographic matrices for 17 species of introduced plants, including calculations for λ. Demography_LTRE.R: This field contains code for the Life Table Response Experiment. This file contains: Sens: a function that calculates sensitivities for a demographic matrix. Rcode.zip: This zip file contains all the above files.