cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/223z53kwnm
title: Survey on migration and adaptation in deltas in Bangladesh, Ghana and India

description: The datasets comprise four quantitative surveys conducted as part of the project Deltas, vulnerability and Climate Change: Migration and Adaptation (DECCMA). The datasets include four cross-sectional household survey in 50 migrant sending locations in each of the four deltas in South Asia (Bangladesh, GBM and India, Mahanadi and IDB) and in West Africa (Volta, Ghana) between March and October 2016. The sampling strategy consisted of a two-stage cluster design. The first stage of stratification created multi-hazard maps which divided the study areas into five hazard zones (very low, low, medium, high, very high) based on normalizing the hazard score and dividing into quintiles. Each cluster of households in the study area was assigned one of five hazard categories based on the modal risk category. For each multi-hazard zone, the number of clusters were selected proportional to the number of clusters in that zone. Once clusters had been selected, a household listing allowed randomized sampling. The survey data comprises 5450 completed household questionnaires of which 31 percent (N= 1668) stem from households that reported at least one migrant. The remaining 69 percent were defined as households not-engaged in migration. The design and collection of the cross-sectional survey involved researchers from University of Exeter (UK), University of Southampton (UK), Bangladesh University of Engineering and Technology (Bangladesh), Jadavpur University (India), the Refugee and Migratory Movements Research Unit (Bangladesh) and University of Ghana (Ghana). The datasets described above were developed, designed and collected to capture information on demographic indicators, material wellbeing, subjective wellbeing, perceived changes in exposure to hazards, networks, place attachment, migration trajectories, and adaptation response to environmental hazards and change. The datasets can be used to investigate associations between environmental processes, migration pathways and social outcomes that are critical for environmental policy and development strategies for the delta regions in Ghana, Bangladesh and India, and deltas more generally. For example, variables on perceived level of exposure to hazards will allow researchers to examine the extent to which environmental change and risks play a role in individual migration decision-making or future migration intentions. The datasets are in .xls format and are accompanied by respective questionnaires. Additional details can be found in the ReadMe file.
DOI: 10.17632/zr5x7h25r3
title: Data Set for Optimization of Electric Vehicle Recharge Schedule and Routing Problem with Time Windows and Partial Recharge: A Comparative Study for an Urban Logistics Fleet

description: These data used to test VNS and VND optimization heuristics in paper titled "Optimization of Electric Vehicle Recharge Schedule and Routing Problem with Time Windows and Partial Recharge: A Comparative Study for an Urban Logistics Fleet". Data shared here includes small and large size instances for the optimization problem of electric vehicle routing problem with time windows and partial recharge (EWRPTW-PR) opportunities. Each instance includes different numbers of electric vehicles (EVs) used, customers (C), visits required by customers (V), depots (D), recharging stations (S). Size specification of data sets is given in "Specifications of data set.xlsx" file. Data is generated for different types of EVs with different load capacities, different battery capacities with different charging times, different travel times considering distance, speed and current random load. Provided data set can be used to test the effectiveness an efficiency of different vehicle routing algorithms designed for electric vehicles. Additionally, provided data is suitable for a comparison of heuristics with exact optimization methods.
DOI: 10.25452/figshare.plus.25631745.v1
title: Keratinocyte eQTLs (expression Quantitative Trait Loci)

description: Cis eQTLs (expression Quantitative Trait Loci) maps are derived from keratinocyte cell lines from N=50 subjects, for which RNA-Seq profiles and genotype data were generated. Cell lines were subjected to 8 different conditions implicated in AD pathogenesis: no stimulation, TNF (10ng/ml), IL-4 (10ng/ml), IL-13 (10ng/ml), IL-17A (10ng/ml), IL-17A+TNF, IFNa (5ng/ml), IFNg (5ng/ml). Gene expression values were first normalized by DESeq2, and PEER was used to account for latent confounding factors. The genotype data was generated by the Illumina Infinium CoreExome array , and imputation was performed using 1000 Genomes Project (GRCh37/hg19) as reference panel. Cis (+/- 1Mb from gene transcription start site) eQTL were mapped using FastQTL v2.0 by fitting a linear regression model (p ∼ g + C) where p is the gene expression vector, g is the genotype vector, and C is a matrix of 10 PEER factors derived from gene expression; eQTLs signal was assessed by the effect size corresponding to the term g.<b>Column Description</b><b>variant</b> - The variant ID (chromosome_position_ref_alt) e.g. chr19_226776_C_T. Based on GRCh38 coordinates and reference genome. The chromosome, position, ref and alt values should exactly match same fields in the summary statistics file, with 'chr' prefix added to the chromosome number.<b>pvalue</b> - Nominal p-value of association between the variant and the molecular trait.<b>molecular_trait_id</b> - Ensembl gene ID of the molecular trait.<b>gene_id</b> - HUGO gene ID of the molecular trait.<b>beta</b> - Regression coefficient from the linear model.<b>se</b> - Standard error of the beta.<b>chromosome</b> - GRCh38 chromosome name of the variant (e.g. 1,2,3 ...,X).<b>position</b> - GRCh38 position of the variant.<b>ref</b> - Non-effect allele<b>alt</b> - Effect allele<b>rsid</b> - The dbSNP rsid of the variant.
DOI: 10.6084/m9.figshare.24501946.v2
title: Data Set

description: In a globalizing world, social skills are becoming increasingly necessary on an individual and professional level. University students having these skills before graduation will provide them with significant advantages in both their professional and personal lives.Active learning is an approach that allows students to learn knowledge and skills by experiencing them. In this approach, students take an active role in the learning process. This research investigates the impact of social skills development workshops using an active learning approach on a group of 19 participants. Using a qualitative research approach, inductive thematic analysis was employed to examine the participants' workshop experiences. Based on the research findings, it is evident that the social skills development workshops prepared with an active learning approach have provided many benefits to participants in their personal and professional lives. These workshops have positively influenced participants’ social skills, such as communication, collaboration, teamwork, and empathy, and have helped them gain positive perspectives on developing social skills.<br><br>
DOI: 10.17632/kg78j55jpg
title: Half-life and initial Solar System abundance of 146Sm determined from the oldest andesitic meteorite.

description: Al-Mg and Sm-Nd isotopic data of andesitic achondrite Erg Chech 002.
DOI: 10.17632/zsmrd9dd4t
title: A genetically-encoded fluorescent biosensor for visualization of acetyl-CoA in live cells, Smith et al, PancACe HeLa single time point experiments, original images

description: These data are raw image files from fluorescence microscopy analysis of HeLa cells in the study "A genetically-encoded fluorescent biosensor for visualization of acetyl-CoA in live cells," Smith et al. The processed data derived from these images is provided in the manuscript and in the supplemental data files published with it. Likewise, detailed protocols for data collection and image analysis are provided in the manuscript and supplemental files. The Python script used for batch processing of images via Fiji is available at https://github.com/Adamcolligan/pancace. These images are from the experiments described in Figures 4, 5, S9, and Data File S4 of the publication. 

The files are in the .tif format as they were directly exported from Leica Application Suite X. 

Important filename information:

Well- Every filename has a designation for the well in the microplate that was imaged (e.g., B2, B3, B4, C2). The spreadsheet included herein and Data File S5 of the publication provide a key for which well contained which experimental condition. Note that some wells were not utilized in every experiment and that some wells contained experimental conditions that were not ultimately published and so were excluded from inclusion herein.

Position- The position denotes the area within the well that was imaged ("Position1"). Typically, 10 positions were collected per well. 

Channel designation- There are two images for each Position within each Well. Channel 00 ("ch_00") denotes the image collected with excitation light of 405 nm. Channel 01 ("ch_01") denotes the image collected with excitation light of 488 nm. For both channel images, light of 515 nm was detected.
DOI: 10.6084/m9.figshare.12097635.v1
title: Coronavirus (COVID-19) statistics in China

description: A data set on COVID-19 pandemic in China, which covers daily statistics of confirmed cases (new and cumulative), recoveries (new and cumulative) and deaths (new and cumulative) at city level. All data are extracted from Chinese government reports.
DOI: 10.6084/m9.figshare.4239512.v1
title: 上证50.xlsx

description: 上证指数的五十家公司股票情况
DOI: 10.17632/366jkxx65z
title: Data for: An Empirical Model for Refrigerant Flammability Based on Molecular Structure and Thermodynamics

description: The data files are: ASHRAE34_applications.csv ASHRAE Standard 34 existing agents, test data for refrigerant flammability FlameAngles.csv ASHRAE Standard 34 applications for new refrigerants, flammability data cantera_flammability.py A python script to run the calculations for Taft, F-ratio, and PI_bar outlined in the paper hfcmech_v13all.cti Thermodynamic database necessary to run the above calculations.
DOI: 10.17632/d36ftkd93d
title: IPC codes "OTHER Circular patents" DOI: 10.1080/09537325.2022.2106206

description: IPC codes underlying your layers in Figure 1 "Other Circular Patents" classification
SOURCE: Portillo-Tarragona, P.; Scarpellini, S.; Marín-Vinuesa, L.M. (2022 online).‘Circular patents’ and dynamic capabilities: new insights for patenting in a circular economy. Technology Analysis & Strategic Management. DOI: 10.1080/09537325.2022.2106206
DOI: 10.17632/npwg4jcxnj
title: Data for: Protectionism and the Business Cycle

description: We study the consequences of protectionism for macroeconomic fluctuations. First, using high-frequency trade policy data, we present fresh evidence on the dynamic effects of temporary trade barriers. Estimates from country-level and panel VARs show that protectionism acts as a supply shock, causing output to fall and inflation to rise in the short run. Moreover, protectionism has at best a small positive effect on the trade balance. Second, we build a small open economy model with firm heterogeneity, endogenous selection into trade, and nominal rigidity to study the channels through which protectionism affects aggregate fluctuations. The model successfully reproduces the VAR evidence and highlights the importance of aggregate investment dynamics and micro-level reallocations for the contractionary effects of tariffs. We then use the model to study scenarios where temporary trade barriers have been advocated as potentially beneficial, including recessions with binding constraints on monetary policy easing or in the presence of a fixed exchange rate. Our main conclusion is that, in all the scenarios we consider, protectionism is not an effective tool for macroeconomic stimulus.
DOI: 10.17632/3f88g2cb7x
title: Replication Package for "Robo Advisors and Access to Wealth Management"

description: This folder contains the code and data for the paper "Robo Advisors and Access to Wealth Management". Some of the datasets are not actual data, but pseudo data. Please see the read-me file for details.
DOI: 10.17632/5vsrcptwc9
title: Data for: Sediment dynamic equilibrium, a key for assessing a coastal anthropogenic disturbance using geochemical tracers: Application to the eastern part of the bay of Seine.

description: A sampling of 179 stations (regular grid, distance of 500 m between stations) was conducted in January and February 2016 (on 19, 20, 21 January 2016, with tidal coefficients of 56 to 72; and on 13 February 2016, with a tidal coefficient of 94) using a 0.04 m2 Shipeck grab aboard the GPMH (Grand Port Maritime du Havre) vessel “Le Marais”, between the Cap de la Hève and the Cap d’Antifer (Bay of Seine). Colum A to C: Coordinates in decimal degrees for all stations studied between Cape Hève and Cape Antifer. Column D to I, XRF measurement results (Xsort, ppm) for Si (silicon), S (sulphide), As (arsenic), BrOrg (organic bromine), Rb (rubidium), Pb (lead). Column J: TOC content obtained by combustion in a LECO CS 744 carbon sulphur analyzer (%). Column K and L: mediane and mean of Particule size, analyzed with laser diffraction particle-size analysez. Column M: group defined for interpretation into publication.
DOI: 10.17632/kjyd4pkzw5
title: Optimal policy-mix and private investment in a monetary union

description: This study investigates the interactive threshold effects of tax and monetary policies on private investment in the West African Economic and Monetary Union using a threshold-effect dynamic panel error correction model on data over the period 2000-2021. The results reveal non-linear effects of policy-mix on private investment, with optimal thresholds identified beyond which positive effects can reverse. Moreover, the impact of investment profitability varies according to policy-mix thresholds, emphasizing the importance of precise calibration of fiscal and monetary policies. This calibration should consider threshold effects and the broader macroeconomic context, including investment profitability, to optimize private investment.
DOI: 10.6084/m9.figshare.21440466.v2
title: Rehearsal_011622.mat

description: Data from the reherarsal done on 01/16/22.
DOI: 10.6084/m9.figshare.4990448.v1
title: Supplementary Material for: A Novel Ataxic Mutant Mouse Line Having Sensory Neuropathy Shows Heavy Iron Deposition in Kidney

description: <b><i>Background/Aims:</i></b> A novel ataxic mouse line was established from the offspring of a male mouse administered cyclophosphamide in a juvenile period. <b><i>Methods:</i></b> We have attempted to examine the phenotype and histopathological changes of affected mice. Furthermore, linkage analysis and sequencing of the mutant was performed to reveal the causative gene locus. <b><i>Results and Conclusion:</i></b> The affected mouse was characterized by heavy hind limb ataxia with gait disorder, which was first recognized at about 4 weeks of age and slowly progressed with advancing age. The phenotype was inherited in an autosomal recessive pattern. The genetic locus associated with the phenotype was named <i>hak</i> and mapped to 107,305,356-108,637,615 on chromosome 2qE3, non-coding sequences in the vicinity of <i>Bdnf</i> gene. Many spheroids were noticed in the cerebellar medulla and the brain stem. In the peripheral nerves, some sensory ganglionic cells showed deposition of NF-200 in the perikaryon and NF-200-positive spheroids in nerve fibers. No inflammatory cell infiltration was observed. In addition, the adult affected mouse had distinct iron deposition in the kidney and the liver, but not in the heart, the skeletal muscle and the central nervous system. These results suggest that the <i>hak</i> mouse has a tissue-specific impairment in the expression of a type of <i>Bdnf</i> transcripts.
DOI: 10.17632/rpzr9jpm8j
title: A Tyrosine, Histidine-Selective Bifunctional Cross-linker for Protein Structure Analysis

description: Fig. 2a MS2 spectra of  Y modified product (mz 672.812+) after electrochemically reduced and alkylated for inter-linked angiotensin II which is generated from the electrochemical click reaction and subsequent photocataly
Fig. 2b MS2 spectra of H modified product (mz 680.812+) after electrochemically reduced and alkylated for inter-linked angiotensin II which is generated from the electrochemical click reaction and subsequent photocataly
Fig. 4a MS2 spectra of GST peptide [PILGY6WK] inter-linked with [KTY141LNG], generated from the electrochemical click reaction
Fig. 4b MS2 spectra of GST peptide [PY56YIDGDVKLTQ] inter-linked with  [FEDRLCH138K], generated from the electrochemical click reaction and subsequent photocatalytic reaction
Fig. 6a MS2 spectra of dead-linked BSA peptide [LGEY400GFQNALIVR],generated from the electrochemical click reaction
Fig. 6b MS2 spectra of BSA peptide[GSFLYEYSRRHPEY340AVSVLLR] inter-linked with [ASLRETY84GDMADCCEKQEPE], generated from the electrochemical click reaction
Fig. 6c MS2 spectra of dead-linked BSA peptide [H145PYFYAPELL], generated from the photocatalytic reaction
Fig. 6d MS2 spectra of BSA peptide [LGEY400GFQ] inter-linked with [EH18FK], generated from the electrochemical click reaction and subsequent photocatalytic reaction.
DOI: 10.6084/m9.figshare.20010146.v1
title: Raw images for DLBCL samples

description: This is the raw ablated images of the DLBCL samples processed through the IMC technology associated with the manuscript "Single-cell spatial analysis of tumor immune architecture in diffuse large B cell lymphoma" <br> <br> <br>
DOI: 10.6084/m9.figshare.4711360.v1
title: Forest cover change data from 2000 to 2013 in China from multiple satellite data

description: <b>Source of remote sensing-based forest cover change datasets: </b>(1) MODIS NBR (2000-2013. modisnbr, 2000-2013)<br>(2) MODIS land cover (LC) (modislc, 2000-2012)(3) MODIS vegetation continuous field (modisvcf, 2000-2013)(4) Global forest change (gfc, 2000-2012)<br><b>File Description: </b>1. Figure files from the paper (7 figures). <br>2. The 5km forest gain and loss (aggregated from 500m) . Format: netcdf. Unit: percentage.Example: xxxxx_entireChina_5km.nc<br>3. The 500m forest gain and loss and mainland China mask.Format: geotiff. Unit: binary or percentage. MODIS sinusoidal projection.Example: xxxxx_entireChina_sinusoid_500m.zip <br>More information about the data can be found in the paper:Li et al. Inconsistent estimates of forest cover change in China between 2000 and 2013 from multiple datasets: differences in parameters, spatial resolution, and definitions. 2017, Scientific Reports, 7, 8748, doi:10.1038/s41598-017-07732-5<br>Correspondence: Yan Li, yanli.geo@gmail.com
DOI: 10.17632/k74dnxrfcf
title: Biological cohesion as the architect of bed movement under wave action

description: Cohesive extracellular polymeric substances (EPS) generated by microorganisms abundant on Earth are regarded as bed “stabilizers” increasing the erosion threshold in sedimentary systems. However, most observations of this phenomenon have been taken under steady flow conditions. In contrast, we present how EPS affect the bed movement under wave action, showing a destabilization of the system. We demonstrate a complex behavior of the bio-sedimentary deposits, which encompasses liquefaction, mass motion, varying bed formations and erosion, depending on the amount of EPS present. Small quantities of EPS induce higher mobility of the sediments, liquefying an otherwise stable bed. Bed with larger quantities of EPS undergoes a synchronized mechanical oscillation. Our analysis clarifies how biological cohesion can potentially put coastal wetlands at risk by increasing their vulnerability to waves. Our findings lead to a revised understanding of the different roles played by microbial life, and their importance as mediators of seabed mobility.
DOI: 10.5281/zenodo.15568141
title: MEMORY CHARACTERISTICS OF YOUNG ADOLESCENTS AND THE CONDITIONS FOR THEIR DEVELOPMENT
DOI: 10.5281/zenodo.15568142
title: MEMORY CHARACTERISTICS OF YOUNG ADOLESCENTS AND THE CONDITIONS FOR THEIR DEVELOPMENT
DOI: 10.6084/m9.figshare.19314110.v2
title: Gorgona_ReefFishData.xlsx

description: Community data on coral and rocky reef fish. Data includes information on 10 transects on coral and 10 transects on rocky reefs in Gorgona Island, Colombia, Tropical Eastern Pacific.<br><br>
DOI: 10.6084/m9.figshare.20076467.v1
title: Dataset of AGV and machines simultaneously scheduling

description: The benchmark of the simutanous scheduling problem.
DOI: 10.6084/m9.figshare.28919939.v1
title: raw data for university students' motivation

description: This raw data was collected to measure students' motivation after they experience the mobile apps with multiple or single gamification elements. It includes the pretest, posttest and delayed posttest for university students' overall motivation and its dimensions (intrinsic and extrinsic) in English vocabulary learning.
DOI: 10.17632/42jnkpp5tv
title: Sucker rod failure data

description: Well data for Sucker rod failure analysis
Paper = Radial stress data analysis as a tool for determining tubing and rod failure location in deviated Sucker Rod Pump wells
In deviated wells, the shape of the well takes on either an S , J or L profile. Operating these wells in artificial lift mode using Sucker Rod Pump results in problem of attrition of tubings with sucker rod string. Cases of sucker rod/ tubing failure in deviated wells in onshore fields have been reported. Compilation of data of the wells indicate majority of the failures point to attrition between rod string and tubing.  
As the Sucker Rod Pump operates, rod string stresses are set up. These can be classified into axial and radial stresses. Computation of radial stress data shows that it is again a function of well profile and operating parameters. At points of attrition, these radial stresses get transferred from the rod string to the tubing and become potential regions of failure, with the transfer of radial stresses in the form of “jerks”. 
Analysis of the radial stress data using the third differential derivative form giving the jerks, presents an insight into the mechanism by which the stresses are the cause of the failure. Differential derivation of data also gives the location for the potential failure which can be mapped.
DOI: 10.17632/bxmds5rvzf
title: Replication Package: Impacts of climate shocks on household consumption and inequality in India

description: Replication Package for paper: Aggarwal, R. (2021). Impacts of climate shocks on household consumption and inequality in India. Environment and Development Economics. DOI: https://doi.org/10.1017/S1355770X20000388
DOI: 10.17632/pg7y56tyn5
title: Relationship between sensorimotor development and auditory and visual skills in children aged 5-8

description: Investigating the relationship between sensorimotor development and auditory and visual skills in children aged 5-8. Research Study, 2018.

This dataset contains (a) the Baseline Data for the Experimental and Control Groups (2017), and (b) the program of exercises used for the study, and (c) the tests used to assess the test subjects at the start and end of the study. The latter tests consist of a detailed PDF in Hungarian language and a summary in English.

This study investigates the effects of sensorimotor exercises in the institutional environment on neural maturation, with a particular focus on the special auditory and visual skills necessary for learning in 5–8-year-old children attending preschool and elementary school. A total of 772 children participated in the controlled study. During the study, we employed quantitative research methods, with the intervention being a 120-session sensorimotor training program. At the conclusion of the intervention process, our results indicated that there was a significant difference between the experimental and control groups, with the experimental group performing better in terms of the effects of 3–5 weekly sessions of sensorimotor development over a 6–8-month period within an educational institution.