cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8rztp5ng86
title: Database of Bilateral Clean Energy and Climate Agreements with China

description: An original database of bilateral clean energy and climate change agreements that China signed with partner countries between 1990-2019. Agreements are coded by country, region, date signed, technology focus, and mode of collaboration.
DOI: 10.17632/jk3wr7crj7
title: MEcGANs

description: This repository contains data for the manuscript titled "Cloud Removal from Satellite Imagery using Multispectral Edge-filtered Conditional Generative Adversarial Networks". The implementation of the MEcGANs method presented in the manuscript is available at https://github.com/andrzejmizera/MEcGANs.

The repository contains data that are based on freely available satellite images from the WorldView-2 European Cities dataset (https://earth.esa.int/eogateway/catalog/worldview-2-european-cities).
Data provided by the European Space Agency. © ESA (2020). 
© DigitalGlobe, Inc. (2020), provided by European Space Imaging.

Data.zip: 
- The 'images' folder contains target RGB, co-registered NIR, cloud-mask images, a real cloud RGB image and a co-registered real cloud NIR image used to synthesise clouded RGB and NIR images in accordance with the description provided in the manuscript.
- The 'images/RGB' and 'images/NIR' images were obtained with the use of freely available satellite images from the WorldView-2 European Cities dataset. Images of various cities were selected and cropped into images of size 256x256.
- The 'images/real_cloud_rgb_image.png' and 'images/real_cloud_nir_image.png' files contain an RGB image and a co-registered NIR image of a real cloud, respectively. They were obtained by extracting a part from one of large images available in the 'Landsat 8 Cloud Cover Assessment Validation Data' dataset (https://landsat.usgs.gov/landsat-8-cloud-cover-assessment-validation-data).
- The 'datasets' folder contains lists of image filenames for the train and test subsets of the two datasets used in the experiments, i.e., the 'Berlin dataset' and the 'Paris dataset'.

Results.zip:
- Contains the complete sets of outputs generated by MEcGANs and McGANs for the two datasets used in the experiments for different values of NIR cloud penetrability, i.e., 1%, 0.5%, and 0.1%, as described in the manuscript. Jupyter notebooks for visual comparison of the generated images by the two methods, computation of the total difference contours area (TDCA) with respect to the corresponding ground truth images, and computation of four quality metrics, i.e., peak signal-to-noise ratio (PSNR), root mean squared error (RMSE), structural similarity index (SSIM), and spatial correlation coefficient (SCC), are provided.
DOI: 10.6084/m9.figshare.21664175.v3
title: Questionnaire data.xlsx

description: Questionnaire data
DOI: 10.6084/m9.figshare.9734165.v1
title: Sequential mitochondrial quality control

description: Supplementary Table 1 and Table 2 <br><br>
DOI: 10.17632/7sjjmr9bz2
title: High-performance polymer 3D printing – open-source liquid cooled scalable printer design

description: To print high-performance polymers, a printer that can reach high temperatures is needed. There is currently a lack of low-cost solutions that allow manipulation of process parameters and expansion of sensors to monitor the printer as well as the process. This paper presents an open-source hardware upgrade for low-cost 3D printers to enable research on new high temperature polymers as well as manufacturing of all currently available polymers. The hardware cost less than $1700, including the modified printer. Open-source firmware by Klipper and Fluidd is used for control. The printer is able to reach 500°C nozzle, 200°C heated bed, and 135°C heated chamber. At the highest temperatures, all electronics operates within the recommended temperature range inside the heated chamber. The presented design produced a CF-PEEK 3DBenchy and a spiral vase with excellent surface quality and no signs of delamination. Test specimens according to ISO527 using PA-CF performed similarly to the datasheet provided by the manufacturer for samples produced in the XY-orientation and outperformed the datasheet by 15 % in the ZX direction. Compared to specimens made on an Original Prusa i3 MK3S, the modified printer produced specimens with 22% higher strength in the YX-direction and 25% in ZX. By continuously monitoring and carefully calibrating both hardware and firmware, the presented design can perform as a research tool in material science and produce large-scale components of high-performance polymers.
DOI: 10.17632/tvdf3rsh7t
title: Data for: Belief in Fake News is Associated with Delusionality, Dogmatism, Religious Fundamentalism, and Reduced Analytic Thinking

description: These data were used in the primary analyses described in the manuscript, Reduced analytic and actively open-minded thinking explain belief in fake news. These are the data from Studies 1 and 2 combined into a single dataset.
DOI: 10.17632/wb3ndt69gf
title: Dataset from the US Peer-to-peer Lending Platform with Macroeconomic Variables

description: We aggregate the United States (US) state-level data with LendingClub's loan book covering the period from 2008–2019. LendingClub is a FinTech lending company that provides loans through technology-driven platform. It was one of the pioneering and leading US peer-to-peer (P2P) lending platforms. Our dataset consists of over two million observations (N=2,703,430) with diverse loan, borrowers and state specific features. We provide the description of variables, descriptive statistics, and STATA code with the full dataset. The US possesses significant cross-state variation in terms of economic and demographic characteristics while having risk-sharing policies in the federal level to protect states' creditworthiness. This unique feature of our combined database creates an ideal opportunity to explore the P2P lending market within the context of macroeconomic variables. As the dataset covers 12-year period for all US states, it enables further cross-sectional and longitudinal analyses of FinTech lending market.
DOI: 10.17632/9kv6wxd5v7
title: Two-dimensional (2D) electrical resistivity tomography database based on structured dataset

description: This database and codes corresponds to the structured electrical resistivity tomography (ERT) datasets and the Python notebooks build for the article called "Two-dimensional (2D) electrical resistivity tomography database based on structured dataset".
DOI: 10.17632/b9fc88wp4x
title: Design of experiments in humanitarian logistics: Facility decision making in disaster preparedness

description: This is the experimental data from the article: 
Renata Turkes, Kenneth Sörensen, Daniel Palhazi Cuervo, Design of experiments in humanitarian logistics: Facility decision making in disaster preparedness.

In the article, we focus on the problem of advance procurement and pre-positioning of emergency supplies at strategic locations in order to better prepare for a disaster. We carry out an extensive computational study to identify the instance characteristics (independent variables, factors) and their interactions that have the most significant influence on the facility decision making (dependant variable, response), and to gain an understanding of these effects. The experimental data consists of:

- demand_graphs.zip, that contains the baseline information about different disasters, used to define the pre-positioning problem instances, 
- experimental_results.xlsx, that stores the response for each combination of factor levels, and
- READ_ME.pdf, a detailed description of the data.

The data can be used to replicate the study and/or gain a better understanding of the pre-positioning or related problems.
DOI: 10.17632/phjbd42yvb
title: Delirium

description: The prediction of postoperative delirium of patients with the Bispectral index in elderly patients：A cohort study
DOI: 10.6084/m9.figshare.24453923.v1
title: Supplementary file 1 from Differential proteome profiling of bacterial culture supernatants reveals candidates for the induction of oral immune priming in the Red Flour Beetle

description: Additional methods and results
DOI: 10.17632/6sbv7bpj5n
title: Proteogenomic Analysis of Salivary Adenoid Cystic Carcinomas Defines Molecular Subtypes and Identifies Therapeutic Targets

description: Data and code for "Proteogenomic Analysis of Salivary Adenoid Cystic Carcinomas Defines Molecular Subtypes and Identifies Therapeutic Targets"
DOI: 10.17632/cstwjgtxfd
title: Ovis-Aries: A Sheep Breed Image Dataset

description: This dataset encompasses a range of low-resolution images featuring four globally recognized sheep breeds. These breeds were thoughtfully selected from various regions worldwide to ensure a diverse and comprehensive representation. The dataset serves as a visual reservoir, providing a detailed portrayal of the distinctive characteristics of these sheep breeds, thereby aiding in their precise classification. It comprises four distinct categories: Marino, Poll Dorset, Suffolk, and White Suffolk, totaling 1680 original JPG images (with 420 images in each category). The dataset is structured into two variations: one containing original images and another with resized images. The original image dataset has a dimension of 156X181 pixels, while the resized version is set at 224x224 pixels.
These images were captured by an installed system at Kingston Rest, a commercial sheep-producing farm in the South-West of Western Australia. The farm visit occurred on May 2nd, 2018, during the autumn season, from 10:00 am to 1:00 pm. The weather conditions were partly cloudy with light intermittent showers, and the average temperature was 15.6 °C. A GoPro Hero5 camera (model: GPCHDHX-502) was utilized to capture images of different sheep breeds. This particular camera model was chosen for its waterproof, rugged design, and its ability to withstand vibrations caused by the drafting machines.
DOI: 10.60893/figshare.apl.28710575.v1
title: Supplemary Materials R1

description: the supplementary materials for details on elastic properties, electrostatic poten-
tials, ZPL convergence, the defect hull and the transition dipole moment are provided as
supplementary material.
DOI: 10.17632/kt9w6pxxtm
title: Replication files for "Time-varying stock return correlation, news shocks, and business cycles"

description: The replication folder contains codes and data needed to replicate the empirical results in Metiu, N. and E. Prieto, "Time-varying stock return correlation, news shocks, and business cycles", European Economic Review, forthcoming. Disclaimer: The views expressed in the paper, its appendices, and the associated computer codes are those of the authors and do not necessarily reflect the views of the Deutsche Bundesbank or the Eurosystem. All remaining errors are our own.
DOI: 10.17632/tz5zwgs85v
title: Micro X-ray CT images of two cores (Original and Filtered)

description: Because of technical problems, the 2nd version has been uploaded. Please, use the 2nd version for further calculations. The micro x-ray CT images of two rock samples have been reconstructed. The data type of images: uint8 Spatial Resolution: 1.2 micrometer/voxel Size: 400X400X400 The reconstructed or "Original" images are suffering from existence of artifacts, roundoff errors, and different types of visual or mathematical noises in the reconstructed CT images. Each image has been applied with a series of bandpass and bilateral filters.
DOI: 10.17632/jpnt9z5t7v
title: A Prospective Study of Kinesiophobia in Young Adults after Anterior Cruciate Ligament Reconstruction: Dataset

description: Background and Aim: Anterior cruciate ligament reconstruction (ACLR) is known to restore functional knee stability. To ascertain the prevalence of post-operative kinesiophobia and trends of post-operative knee pain and knee efficacy scores among patients undergoing ACL reconstruction, a prospective study was planned, with an objective of reviewing management of kinesiophobia and return to activities prognosis in future studies.

Method: Patients attending the outpatient clinic from Jan 2018 to June 2022 for anterior cruciate ligament reconstruction were included in the study. Patient characteristics (age, sex, body mass index), pain intensity level using visual analogue scale (VAS) and Knee Self-Efficacy Scale were used as predictor variables for kinesiophobia, which was independently evaluated by Tampa scale at 48 hours, 2 weeks and 6 weeks post-ACLR. It can be observed in the dataset that the included patients are random in terms of age, gender, occupation, marital status, socio-economic status, and educational level. 

Results: The mean Tampa Scale scores reduced from 61.87 preoperatively to 21.3 at 6 weeks postoperatively. Mean Self Efficacy Scale scores at 48 hours, 14 days and 6 weeks were found to be 12.6, 25.51±2 and 34.7, respectively. VAS mean pain intensity scores at 48 hours, 14 days and 6 weeks were 4.57±1.07, 1.74±0.72 and 0.39±0.49, respectively. Greater decline in pain intensity scores between 48 hours and 14 days were observed than between 14 days and 6 weeks.

Conclusion: The prevalence of kinesiophobia decreases during postoperative rehabilitation, but high kinesiophobia is still present in a large portion of the patients after ACLR. These findings should provide a better approach in understanding the effect of treatment and measuring risk factors from a mental health perspective.
DOI: 10.6084/m9.figshare.103113.v4
title: Ensembl/Entrez hg19/GRCh37 Consensus Genes

description: The genes listed in these files were generated by comparing the cross-references between the Ensembl and Entrez-gene databases. To arrive at a set of "consensus" genes, genes were only selected where Ensembl refers to an Entrez-gene with the same coordinates, and that Entrez-gene entry refers back to the <em>same</em> Ensembl gene. Nearly all cases of inconsistent cross-referencing are genes annotated based on electronic predictions, or genes with multiple or inconsistent mappings. For these genes, we then obtained the HUGO approved gene identifier. The coordinates for all genes are mapped using hg19/GRChB37. These were generated by Will Bush, and the procedure used is described in more detail at the blog post below.
DOI: 10.17632/zf95gwjjmk
title: Raw data on samples of the canned tuna and canned sardines sold in Brazil

description: The dataset reports six metals (Al, Ba, Ca, Cu, Fe, and Zn), one nonmetal (Se), and one metalloid (As) quantified in the samples of canned tuna and canned sardines sold in Brazil. Data was obtained using inductively coupled plasma optical spectrometry (ICP OES). In detail, the dataset presents: - Canned tuna 1) Four brands of Brazilian companies that sell canned tuna (G, C, O, and P) were selected; 2) The following types of canned tuna were considered: natural grated tuna (NGT), oil grated tuna (OGT), solid natural tuna (SNT), and solid tuna in oil (STO); 4) Data on canned tuna in the table is presented as NGT-G = natural grated tuna of company G, NGT-C = natural grated tuna of company C, NGT-O = natural grated tuna of company O, NGT-P = natural grated tuna of company P, OGT-G = oil grated tuna of company G, OGT-C = oil grated tuna of company C, OGT-O = oil grated tuna of company O, OGT-P = oil grated tuna of company P, SNT-G = solid natural tuna of company G, SNT-C = solid natural tuna of company C, STO -O = solid natural tuna of company O, STO -P = solid natural tuna of company P, STO -G = solid tuna in oil of company G; STO-C = solid tuna in oil of company C, STO -O = solid tuna in oil of company O, STO-P = solid tuna in oil of company P; - Canned sardines 1) Ten samples of two batches of canned sardines were purchased from four brands (G, C, O, P, and Pa); 2) The samples of canned sardines were placed into two groups: sardines canned in oil (SO) and sardines canned in tomato sauce (STS); 3) Data on canned sardines in the table is presented as SO-G = sardines canned in oil of company G, SO-C = sardines canned in oil of company C, SO-O = sardines canned in oil of company O, SO-P = sardines canned in oil of company P, SO-Pa = sardines canned in oil of company Pa, STS-G = sardines canned in tomato sauce of company G,STS-C = sardines canned in tomato sauce of company C, STS-O = sardines canned in tomato sauce of company O, STS-P = sardines canned in tomato sauce of company P, STS-Pa = sardines canned in tomato sauce of company Pa; The data on the samples' contentis presented in triplicates, which were obtained from the analysis made by ICP OES (iCAP 6300 Duo, Thermo Fisher Scientific, Bremen, Germany). All element contents were determined on the fresh weight of the sample; -Data on Limit of detection (LOD):by definition of Limit of Detection (LOD), anything presented as LOD is not detectable by the instrument. On the other hand, ND = not determined; Calcium (Ca) concentrations were higher than the values determined by the calibration curves 2.0 mg/kg. The row in the tables describes chemical elements quantified in canned tuna and canned sardines. Thus, the raw data can be compared with other data published in the literature on canned fish.
DOI: 10.6084/m9.figshare.28439873.v1
title: Metabolic responses data of two species of polychaetes acclimated to different temperatures.

description: This database contains data on the metabolic responses of two species of marine tube worms.
DOI: 10.17632/8wk5hjx7x2
title: Conversion predictors of Clinically Isolated Syndrome to Multiple Sclerosis in Mexican patients: a prospective study.

description: Prospective cohort study was conducted in Mexican mestizo patients newly diagnosed with CIS who presented at the National Institute of Neurology and Neurosurgery (NINN) in Mexico City, Mexico, between 2006 and 2010.
DOI: 10.17632/9hnz6c99py
title: Stability and biocompatibility of a Bionic Eye - Ophthalmoscopy, intraocular pressure, optical coherence tomography and radiography data

description: Data related to: Implantation and long-term assessment of the stability and biocompatibility of a novel 98 channel suprachoroidal visual prosthesis in sheep In Eggenberger et al., nine sheep of the Suffolk (N=2) and Dorper (N=7) breeds were implanted in the left eye with a suprachoroidal retinal stimulator (Bionic Eye) for durations up to 100 days. The surgical safety, implant stability and device biocompatibility were assessed. All procedures were performed conducted in accordance with the Australian Code for the Care and Use of Animals for Experimental Purposes 8th edition (2013) and the ARVO standards for use of animals in ophthalmic research and approved by the Animal Care and Ethics Committee (ACEC) of UNSW Sydney (protocol number 14/155B) . Animal identifier: Animals were identified according to the experimental group to which they were assigned (duration of experiment 2 days, 1 month, 2 months and 3 months. E.g.: 2D#1 was the first animal in the group implanted for a duration of 2 Days. 3M#3 was the third animal in the group implanted for 3 Months. Fundus and infrared imaging: Indirect ophthalmoscopy and infrared images were acquired as video files from which still frames were extracted using VLC Media Player software (Free Software Foundation, Inc., Boston, USA). Intraocular pressure: A TonoVet rebound tonometer (Icare Oy, Helsinki, Finland) was used to measure the intraocular pressure at different times before and after implantation of the Bionic Eye. Optical Coherence Tomography: OCT imaging was performed with an Envisu 2300 system (BiOptigen, Morrisvile NC, USA) and images acquired in the group implanted for a duration of 3 months.
DOI: 10.17632/zrvcd3pdtr
title: Quantitative Dataset (Faith Conversions in Pakistan)

description: This is the raw data on the status of those non-Muslims that converted to Islam in Sindh over the past few decades. The sources, included conversion certificates, registers of the converts maintained by religious clerics, audio and video interviews, court judgements, petitions filed by neo converts against their parents, CNICs, Marriage certificates etc.  The data was gathered by Ghulam Hussain, Senior Research Officer at the Institute of Policy Studies (IPS), Islamabad.
DOI: 10.17632/7r4r98khyw
title: High resolution drone-based hyperspectral imagery for precision agriculture applications

description: The dataset presented is drone-based high-resolution hyperspectral imagery acquired over the experimental agricultural plots set up at the University of Agricultural Sciences, Bengaluru. The agriculture plot consists of three crops- tomato, cabbage and eggplant, cultivated during the Rabi season from January to May. The datasets were acquired by a compact hyperspectral imager (Cubert FireflEYE 185) at various heights ranging from 20 m to 100 m during 2017 and 2018. We have also acquired the terrestrial hyperspectral image of the plot mounting a pushbroom hyperspectral imager (Headwall Photonics, Series A) on a felxible tripod. The datasets are valuable for precision agriculture studies such as fine-resolution crop detection, nutrient estimation, automatic crop identification, etc.
DOI: 10.6084/m9.figshare.20123453.v1
title: Results for practival molecular optimization (PMO) benchmark

description: This file contains a full set of results generated from practival molecular optimization (PMO) benchmark (https://github.com/wenhao-gao/mol_opt)
DOI: 10.6084/m9.figshare.20424348.v2
title: multi-instance subprocess mining

description: multi-instance subprocess mining
DOI: 10.6084/m9.figshare.5501593.v1
title: Supplementary data and R code for Soulsbury et al. Stabilising selection on immune response in male black grouse Lyrurus tetrix. Oecologia.

description: This is the dataset (FigShare data.xlsx) and the R code (R code.R) that replicates the analyses presented in: Soulsbury et al. Stabilising selection on immune response in male black grouse Lyrurus tetrix. Oecologia. <br>
DOI: 10.6084/m9.figshare.22762469.v1
title: Data from Dryad Integration and Accessible Data surveys

description: Data from survey's conducted as part of PLOS' project on incentivising best practice for data sharing. Surveys were run to assess the impact of two solutions that were being tested - the integration of the Dryad repository with the <em>PLOS Pathogens</em> submission system and the possible addition of an Accessible Data icon to articles in any PLOS journal using either Dryad, Figshare or OSF repositories. Submitting authors were emailed a survey shortly after completing their submission. This dataset contains the following files: 1) <strong>S1_DryadIntegration_Public.xlsx</strong> Results from the survey sent to <em>PLOS Pathogens</em> submitting authors about the Dryad integration. 2) <strong>Dryad Integration Survey Instrument.pdf </strong> Survey questions sent to <em>PLOS Pathogens</em> submitting authors. 3) <strong>S2_AccessibleDataLinks_Public.xlsx</strong> Results from the survey sent to submitting authors at <em>PLOS Biology, PLOS Computational Biology, PLOS Genetics, PLOS Medicine, PLOS Neglected Tropical Diseases, PLOS ONE and PLOS Pathogens</em> about the Accessible Data feature. 4) <strong>Accessible Data Survey Instrument.pdf </strong> Survey questions sent to <em>PLOS Biology, PLOS Computational Biology, PLOS Genetics, PLOS Medicine, PLOS Neglected Tropical Diseases, PLOS ONE and PLOS Pathogens </em>submitting authors. Note, <em>PLOS Pathogens</em> authors were asked to complete one survey, which comprised of both the Dryad integration and Accessible Data questions. Free text answers have been removed for the survey data for anonymisation purposes. The question on country has also been adjusted to show the author's region.
DOI: 10.17632/z4y9r8zxvy
title: Data for: Price Dispersion and the Border Effect

description: This is replication code for Price Dispersion and the Border Effect.
DOI: 10.6084/m9.figshare.24948342.v2
title: Proteomics results FigShare.xlsx

description: Raw data of proteomics on peripheral blood neutrophils from multiple sclerosis patients and healthy controls.