cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5djxwg4fbp
title: CUDA-based optical parametric oscillator simulator

description: The coupled-wave equations (CWEs) in nonlinear optics are the fundamental starting point in the study, analysis, and understanding of various frequency conversion processes in dielectric media subjected to intense laser radiation. In this work, a useful package for the modeling of optical parametric oscillators (OPOs) based on the Split-Step Fourier Method algorithm is presented. The algorithm is scripted in the CUDA programming language in order to speed up the calculations and obtain results in a relatively short time frame by using a graphics processing unit (GPU). Our results show a speedup higher than 50X for vector size of 2^14 in comparison with the analogous code scripted for running only in CPU. The package implements the CWEs to model the propagation of light in second-order nonlinear crystals widely used in optical frequency conversion experiments. In addition, the code allows the user to adapt the cavity configuration by selecting the resonant electric fields and/or incorporating intracavity elements. The package is useful for modeling OPOs or other mathematically similar problems.
DOI: 10.17632/7s3ys9ntnz
title: Data for: Machine learning for inventory management: Analyzing two concepts to get from data to decisions

description: Over two years of daily sales data from a restaurant in Stuttgart, Germany. Number of servings sold for 7 products (CALAMARI, FISCH, GARNELEN, HAEHNCHEN, KOEFTE, LAMM, STEAK). Features include calendar informations such as weekday or special events, information derived from historical sales as well as weather from the local weather station.
DOI: 10.15468/dl.9bbw95
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Orthocarpus tolmiei Hook. & Arn.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 146 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012963-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wrm9zmmpht
title: Dataset for A note on the Cox-model based partial likelihood for change-point detection in a covariate

description: This is the dataset of the article A note on the Cox-model based partial likelihood for change-point detection in a covariate.
It includes R code to reproduce the results in Section 5 of the article. The analysis results are also included.
See readme.pdf for descriptions.
DOI: 10.17632/44282fhtjd
title: MECHANICAL INOCULATION OF MAIZE WITH MAIZE CHLOROTIC MOTTLE VIRUS AND SUGARCANE MOSAIC VIRUS

description: The current study is to understand mechanical inoculation of maize plants with maize chlorotic mottle virus (MCMV) and sugarcane mosaic virus (SCMV). MCMV and SCMV are the major causal viruses of maize lethal necrosis (MLN), a devastating viral maize disease causing up to 100% in yield losses. In this study we review the different ways that are applied during inoculation.
The inoculation protocol that is used for MCMV/SCMV is described.
In addition, the scale that is used to score for disease severity is described
DOI: 10.17632/k499rnng6p
title: Robinson and Whiteside 2022 WIS organic geochemical data

description: Supplementary data to Robinson, L.J., Whiteside, J.H., In Press. Models of organic enrichment in epicontinental basins: applications of a large organic geochemical dataset from the Cretaceous Western Interior Seaway. Cretaceous Research.
DOI: 10.17632/m9krw459by
title: Data for: Cookie or clementine? Psychophysiological stress after eating healthy and unhealthy comfort foods

description: Data and syntax are included here.
DOI: 10.17632/4gtkxgkh7y
title: CoSTseq Gels

description: These data show S. cerevisiae ribosomal RNA (18S and 25S) isolated from wildtype and KO strains, resolved in an agarose gel, stained with Ethidium Bromide.
DOI: 10.17632/7khd858vfm
title: Data for: CFLab: A MATLAB GUI program for decomposing sediment grain size distribution using Weibull functions
DOI: 10.17632/c2nnrrhmwk
title: Public diplomacy on Twitter in 2021 and 2022: The case of Hungary

description: The dataset contains the Twitter posts, posting times and types, retweet counts and favourite (like) counts of the 40 most active Hungarian state officials during the sample years of 2021 and 2022. The retrieved data includes only content published in English, as the related research focuses on digital public diplomacy directed at foreign audiences. The dataset includes the English language activities of all 40 officials between 1 January 2021 and 31 December 2022. The dataset is anonymous as it does not include the names of the selected Twitter accounts, only their respective roles in the government and/or state administration. 

New features compared to v3: 
Version 4 is designed for comparative studies and does not include the concept table available in v3.
DOI: 10.17632/gvt4xj6m9b
title: Bibliometric Dataset (1993-2023) on Tourist Profile, Destination Image, and Tourism satisfaction

description: The dataset comprises bibliometrics data from articles published on the research theme of ‘Tourist Profile, Destination Image, and Tourism satisfaction’ extracted from the Dimension research data base.
DOI: 10.6084/m9.figshare.16734961.v3
title: Radiolarian SAG Assemblies and Predicted Mito Proteins

description: contigs from single-amplified genome (SAG) assemblies from two radiolarians - rad1: Acanthometra sp. (Acantharia); rad2: Lithomelissa sp. (Nassellaria), and two foraminiferans - A1: Calcarina sp.; A29: Neorotalia sp. <br> <br> predicted mitochondrial gene sequences from the two radiolarian SAGs and the two foraminiferan SAGs, in addition to the gene sequences of ~30 other foraminifera <br> mitochondrial genomes of rad1, rad2, A1, and A29 <br> multiple sequence alignments of the 13 translated mitochondrial genes present within rad1 and rad2, aligned with many other protistan lineages from Genbank
DOI: 10.6084/m9.figshare.27251949.v1
title: Parasitic protists in tropical soils

description: Raw data used to assess the biogeography of Apicomplexan parasites in tropical soils.
DOI: 10.17632/mfp7jvw7yk
title: Landsat-8 OLI image pixels for developing water mapping algorithms

description: This dataset contains 153140 Landsat-8 OLI pixels. The pixels were collected from 180 subsite images (900 by 900 m) in 22 Landsat-8 OLI imageries that covering various water-land environments around the world. Each pixel is represented as a row of data with the attributes described here. DATE - The date of the Landsat 8 OLI image acquisition as YYYYMMDD. PATH/ROW - The Worldwide Reference System path and row of the Landsat image. SR - Spatial reference read from ArcGIS 10.5 CORX - x-coordinate of pixel center in the SR system CORY - y-coordinate of pixel center in the SR system WT.PCT - An integer value of the percentage area of the pixel that is covered by water. PIX.TYPE - Defined a pixel is water (1) or non-water (0) CLASS - The dominant land type contained in pixel. WT = water, VL = vegetated land, BL = built-up land, and SL = shadowed land BAND1, 2, 3, 4, 5, 6, 7 - Band surface reflectance. NDWI, MNDWI, AWEI0, AWEI1, WI2015 - The five water indices calculated with the algorithms listed below. NDWI = (ρb3-ρb5) / (ρb3+ρb5) MNDWI = (ρb3-ρb6) / (ρb3+ρb6) AWEI0 = 4(ρb3-ρb6)-0.25ρb5-2.75ρb7 AWEI1 = ρb2+2.5ρb3-1.5(ρb5+ρb6)-0.25ρb7 WI2015 = 1.7204+171ρb3+3ρb4-70ρb5-45ρb6-71ρb7 where ρ is surface reflectance and b1, b2, …, b7 are band numbers of Landsat-8 OLI images.
DOI: 10.17632/tjrjjr945d
title: WRF model parameterization around the highland Titicaca Lake

description: The data is from the research work "WRF model parameterization around the highland Titicaca Lake" submitted to "Earth and Space Science Journal". This cointains the namelist files for the WRF-ARW simulations, and the sounding data.
DOI: 10.6084/m9.figshare.20363115.v1
title: IrriMap_CN: Improved annual irrigation maps across China in 2000–2019 based on satellite imagery and machine-learning method

description: Here we developed annual irrigated cropland maps across China (IrriMap_CN) at 500-m resolution from 2000 to 2019, using MODIS data, machine-learning method, and Google Earth Engine platform. The spatial reference system of this dataset is EPSG: 4326 (WGS-1984). Readers can refer to the following publications for more details on the methods. <em>Zhang, C., Dong, J., Ge, Q., 2022. IrriMap_CN: Annual irrigation maps across China in 2000–2019 based on satellite observations, environmental variables, and machine learning. Remote Sens. Environ. </em><em>https://dx.doi.org/10.1016/j.rse.2022.113184</em> <em>Zhang, C., Dong, J., Xie, Y., Zhang, X., Ge, Q., 2022. Mapping irrigated croplands in China using a synergetic training sample generating method, machine learning classifier, and Google Earth Engine. Int. J. Appl. Earth Obs. Geoinf. 112, 102888. </em><em>https://dx.doi.org/10.1016/j.jag.2022.102888</em> <br> In addition, we also posted the link of IrriMap_Syn dataset (The 500-m irrigated cropland maps in China based on a synergy mapping method) and relevant publications as follows. The IrriMap_Syn dataset, as statistics-constraint irrigation maps, provide important ground truth data (training samples) for the generation of IrriMap_CN. <em>Zhang, C., Dong, J., Ge, Q., 2022. Mapping 20 years of irrigated croplands in China using MODIS and statistics and existing irrigation products. Sci. Data 9, 407. </em><em>https://dx.doi.org/10.1038/s41597-022-01522-z</em> <em>Zhang, C., Dong, J., Ge, Q., 2022. The 500-m irrigated cropland maps in China during 2000-2019 based on a synergy mapping method. figshare </em><em>http://doi.org/10.6084/m9.figshare.19352501</em> <em>Zhang, C., Dong, J., Zuo, L., Ge, Q., 2022. Tracking spatiotemporal dynamics of irrigated croplands in China from 2000 to 2019 through the synergy of remote sensing, statistics, and historical irrigation datasets. Agric. Water Manage. 263, 107458-107470. </em><em>https://dx.doi.org/10.1016/j.agwat.2022.107458</em>
DOI: 10.6084/m9.figshare.26970403.v1
title: Loneliness Item

description: This study utilized data from eight public databases including the UK Biobank (UKB; 2006-2023), Survey of Health, Ageing and Retirement in Europe (SHARE; 2004-2020), Mexican Health and Aging Study (MHAS; 2001-2018), Korean Longitudinal Study of Aging (KLoSA; 2006-2018), Health and Retirement Study (HRS; 1992-2019), English Longitudinal Study of Ageing (ELSA; 2002-2019), Chinese Longitudinal Healthy Longevity Survey (CLHLS; 1998-2019), and China Health and Retirement Longitudinal Study (CHARLS; 2011-2018).
DOI: 10.17044/scilifelab.27233412.v1
title: Plasma proteomics in two Swedish cohorts with Ovarian Cancer

description: The plasma proteome was analyzed using the proximity extension assay (PEA) as implemented in the Explore HT-version (Olink Proteomics AB, Uppsala, Sweden). The samples were analyzed at the Olink Service Laboratory in Uppsala, Sweden. In brief, the PEA is based on pairs of antibodies equipped with probes, DNA single-strand oligonucleotide reporter molecules, that bind to their respective target if present. Target binding by both probes in close proximity generates double-stranded DNA amplicons which are then quantified by next generation sequencing. Here, 5416 unique proteins were characterized in each of the 404 samples. The samples were randomized across plates with respect to cohort and diagnose (benign or malignant). In the resulting data-file provided by the analysis platform, each individual protein measurement, assay and sample is labelled depending on passing or failing quality control as provided by the instrument software. Here, a total on 768 individual measurements (corresponding to 0.036%, 768/(404*5416)) did not pass quality control and were removed from further analyses. Two proteins (apolipoprotein E (APOE) and fibronektin 1 (FN1)) had detection rates below 95% across all samples and were removed from further analyses. The resulting NPX values are on a log2 scale and in the logarithmic phase of the curve, one (1) increase of the NPX value corresponds to a doubling of the protein content. In the resulting data, a high NPX value corresponds to a high protein concentration. Each of the measured proteins has a lower limit of detection (LOD) given in the same NPX-scale which is determined at run time. Here, measurements under LOD were kept as is in the downstream analysis. After quality control, the detection rate across all samples were 99.5 to 99.8%.
DOI: 10.17632/468j46mzdv
title: N-MNIST

description: Recording of the MNIST dataset displayed on a screen as viewed by a dynamic vision sensor moving through a fixed trajectory on a pan-tilt unit. Details are in the listed paper.
DOI: 10.17632/4rd9g6cdft
title: DATA GORILLAS

description: All data used for Space utilization, social network analysis and create the new indexes for the group of gorillas
DOI: 10.17632/74mb4fnphr
title: Dataset on the questionnaire-based survey of undergraduates views on design studio culture

description: The set contains data from a questionnaire about design undergraduates’ views regarding their experience with design studio culture. The questionnaire was conducted between February and May 2023 using google forms. Participants were senior undergraduates (n=126) enrolled in a bachelor’s degree in design at a University in Portugal. Participant data was anonymised. The survey covers studio culture aspects, including peer feedback, collaboration, teacher guidance, workload, competition, mental health, concentration, and time management. The results reveal both positive aspects and areas for improvement in studio culture, providing insights for universities to improve their students’ pedagogical experiences. Results of this study underscore strengths and weaknesses of design studio culture. Data shows that students value peer feedback, collaboration, and teacher mentorship as key aspects of their development as designers; but students also mentioned problematic issues related with excessive competition, workload, poor mental health, and difficulty with concentration. Results offer evidence for the impact of studio culture on learning and support best practices for academic studio environments. Furthermore, the findings contribute to a discussion of the role design studios play within the challenges of contemporary academia. The dataset is available as a Microsoft Excel file (.xlsx) and a .CSV file. The questionnaire’s questions are available as a .PDF file. The data can be used to study the perspectives of senior undergraduates in design regarding their experience with the design studio educational format.
DOI: 10.17632/sgwk5k8fdd
title: A Complex Hierarchy of Avoidance Behaviors in a Single-Cell Eukaryote, Dexter et al. (Day 10)

description: Videos for Dexter et al. (Day 10)
DOI: 10.17632/pt9d2rdv46
title: resting-state fMRI data for Normal adults

description: Whole brain resting-state fMRI data from 227 healthy adults between 18 and 78 years old acquired at a 3T clinical MRI scanner. The tar file contains 227 compressed nifti files. The 1st alphabet in the file names indicates the gender of the volunteers (f for female and m for male). The 2nd and 3rd digits indicate the age of volunteers. The remaining alphabets are randomized to encode individual subjects. The original images were reconstructed into dicom format and converted into nifti file format.
DOI: 10.17632/z2kpcwrwfm
title: Data for: Can YouTube Videos on Colostomy or Ileostomy be Used as Learning Resources?

description: Data collected on YouTube videos on Colostomy/ileostomy showing group number (as indicated in the study), Useful and non-useful videos (based on scores), number of viewers, duration, number of likes, number of dislikes, days on YouTube, Comments, Scores for major criteria, scores for minor criteria, and total scores. Items of the criteria are explained in tables and the manuscript.
DOI: 10.17632/6vzb8pccx8
title: Data for: Role of Latent Tuberculosis Infections in Reduced COVID-19 Mortality: Evidence from an Instrumental Variable Method Analysis

description: STATA DATA file. You can upload data directly to STATA.
DOI: 10.6084/m9.figshare.28162844.v1
title: Cuestionario sobre el impacto emocional de los contenidos de ficción y entretenimiento

description: Cuestionario para analizar el impacto emocional de contenidos de ficción y entretenimiento en una muestra de audiencia. El objetivo es analizar la respuesta emocional consciente. En este caso, se aplica al capítulo piloto de la serie de ficción de TVE "Ana Tramel: El Juego". Este cuestionario se complementa con la medición de la respuesta emocional inconsciente mediante la aplicación de técnicas de neurociencia.
DOI: 10.17632/c58bkzr9hf
title: E-learning and digital literacy among pre-service teachers

description: The data concerns the diagnosis of the ways of using new media among students of pedagogy in Poland. The database includes self-evaluation of digital competences and issues relating to the experience of remote education.
DOI: 10.15468/dl.vubyk3
title: Occurrence Download

description: A dataset containing 39838 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glyceria declinata Bréb.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 39838 records from 599 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012962-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8aq5z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Mephitis macroura"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001777-250424135625364/datasets/export for details.
DOI: 10.5281/zenodo.18367424
title: Equilibrium Models Do Not Identify Causal Effects under Outcome Interdependence

description: This repository contains a fully reproducible Python script implementing a Monte Carlo simulation for equilibrium interaction models with outcome interdependence.

The code generates synthetic data from a linear spatial autoregressive (SAR) model in which outcomes are jointly determined through an interaction network. Using the same fitted equilibrium model, the script computes and compares multiple causal estimands corresponding to different counterfactual adjustment regimes, including:





partial-equilibrium effects,




finite-order (local-interaction) effects,




network-consistent (equilibrium) effects.



The simulation evaluates how these estimands differ mechanically, prior to estimation, and how estimation bias is amplified under violations of exogeneity. The script produces summary tables reporting true values, Monte Carlo means, biases, and standard deviations, as well as publication-quality figures illustrating equilibrium amplification and the distribution of implied causal estimands under alternative assignment mechanisms.

All results are generated from simulated data; no external or proprietary datasets are used. The code is self-contained, fully documented, and designed to support transparency and replication of the numerical results reported in the associated manuscript.
DOI: 10.5281/zenodo.18367425
title: Equilibrium Models Do Not Identify Causal Effects under Outcome Interdependence

description: This repository contains a fully reproducible Python script implementing a Monte Carlo simulation for equilibrium interaction models with outcome interdependence.

The code generates synthetic data from a linear spatial autoregressive (SAR) model in which outcomes are jointly determined through an interaction network. Using the same fitted equilibrium model, the script computes and compares multiple causal estimands corresponding to different counterfactual adjustment regimes, including:





partial-equilibrium effects,




finite-order (local-interaction) effects,




network-consistent (equilibrium) effects.



The simulation evaluates how these estimands differ mechanically, prior to estimation, and how estimation bias is amplified under violations of exogeneity. The script produces summary tables reporting true values, Monte Carlo means, biases, and standard deviations, as well as publication-quality figures illustrating equilibrium amplification and the distribution of implied causal estimands under alternative assignment mechanisms.

All results are generated from simulated data; no external or proprietary datasets are used. The code is self-contained, fully documented, and designed to support transparency and replication of the numerical results reported in the associated manuscript.
DOI: 10.15468/dl.vg5gfq
title: Occurrence Download

description: A dataset containing 804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urospermum dalechampii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 804 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010890-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcdwwv
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hedychium coronarium",
 "Year 1950-2020"
 ]
}

 The dataset includes 55 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010889-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ube3gf
title: Occurrence Download

description: A dataset containing 612719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000000.0",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 612719 records from 355 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010883-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.