cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5258/soton/d2070
title: Dataset for Nonlinear, Sensing and Switching Functionalities of Nano-optomechanical Metamaterials

description: This dataset supports the University of Southampton Doctoral Thesis: Dimitrios Papas (2021) Nonlinear, Sensing and Switching Functionalities of Nano-optomechanical Metamaterials. The dataset consists of 4 excel files containing data presented in Chapters 2, 3, 4 and 5 of the Thesis: Chapter2Dataset.xlsx Chapter3Dataset.xlsx Chapter4Dataset.xlsx Chapter5Dataset.xlsx Each excel file contains separate sheets with data for each figure in the Thesis. Sheets are labelled with the figure number and panel they correspond to as well as a short description.
DOI: 10.17632/kztbft87y6.2
title: Data for "REMOTE CONTEXTUAL FEAR RETRIEVAL ENGAGES ACTIVITY FROM SALIENCE NETWORK REGIONS IN RATS"

description: We used brains of a subset of Wistar rats from a previous study in which we observed time-dependent fear generalization only after the strong CFC protocol and associated with post-training corticosterone levels. Analysis of Fos expression across 8 regions of interest (ROIs) allowed us to identify coactivation between them at both timepoints following memory recall.
DOI: 10.17632/8pnvjtcbwc.1
title: Water absorption and hydrothermal ageing effects on tensile properties of nanofibrillated cellulose/biobased poly(butylene succinate) composites 

description: The dataset provides experimental data on water absorption and tensile properties of bio-based poly(butylene succinate) (PBS) composites containing nanofibrillated cellulose (NFC) of 5, 10, 20, 30, and 50 wt.% (5NFC, 10NFC, 20NFC, 30NFC, 50NFC, respectively). PBS/NFC composite films (thickness 0.2 mm) were produced by solution casting.  The effect of humid environment (RH = 98%, T = 22 °C; denoted as RH98) and hot distilled water (T = 50 °C; denoted as W50) on tensile properties was studied. Data can be useful for modelling water absorption of biopolymer/NFC based composites and assessment of the NFC reinforcement efficiency under the environmental impact.
DOI: 10.17632/k2k7ncjmmv.2
title: The Effect of Supply Chain Agility on Firm Performance During Covid-19 Pandemic: The Mediating and Moderating Role of Demand Stability

description: The Effect of Supply Chain Agility on Firm Performance During Covid-19 Pandemic: The Mediating and Moderating Role of Demand Stability
DOI: 10.17632/gm4bj3mnrw.1
title: Effects of endurance training on the coenzyme Q redox state in rat heart, liver, and brain at the tissue and mitochondrial levels: Implications for reactive oxygen species formation and respiratory chain remodeling

description: Data for a manuscript "Effects of endurance training on the coenzyme Q redox state in rat heart, liver, and brain at the tissue and mitochondrial levels: Implications for reactive oxygen species formation and respiratory chain remodeling" prepered for IJMS 2021.
DOI: 10.17632/bzwd9fx45s.1
title: A dataset of multiangular spectra of tree bark for three boreal tree species

description: The collection and preprocessing of this dataset has been reported in detail in Juola J., Hovi A., Rautiainen M. (2020). Multiangular spectra of tree bark for common boreal tree species in Europe. Silva Fennica vol. 54 no. 4 article id 10331. https://doi.org/10.14214/sf.10331. 

The dataset includes average multiangular stem bark reflectance spectra of three common boreal tree species found in Europe: silver birch (Betula pendula Roth), Scots pine (Pinus sylvestris L.), and Norway spruce (Picea abies (L.) H. Karst.).  Bidirectional reflectance factors (BRF) at visible and near-infrared wavelengths (418-924 nm) are reported for each tree species. Multiangular measurements were performed in six different view angles along the principal plane (29, 58, 65, 90, 115, and 140 degrees), using a laboratory goniometer. The 90° view angle is perpendicular to the sample surface, < 90° view angles are backward-scattering directions, and > 90° view angle are forward-scattering directions. The goniometer utilized a Specim IQ hyperspectral imaging spectrometer. The nominal illumination angle for the measurements was 40°. The average reflectance spectrum for each tree at each view angle was calculated by averaging over all measured samples. The samples comprised of stem bark taken at different heights along the tree stem, from two individual trees per species. The samples were collected from forest stands located in Keimolanmäki, Vantaa, Finland (60°19´N, 24°50´E), in March-April of 2019, and the measurements were conducted within 12 days from the sample collection. The study stands were typical managed and even-aged forests in Finland, approximately 40 years old, and grew on a mesic site type on mineral soil.

The spreadsheet "multiangular_spectra_juola_et_al_2020.csv" in this dataset is organized as follows: first column "tree_species" (pinus_sylvestris, picea_abies, betula_pendula) indicates the tree species, second column "view_angle" (29, 58, 65, 90, 115, 140) indicates the view angle, and the subsequent columns "wl417.5"- indicate the measured BRF value at that wavelength. A separate list of the wavelengths (without the prefix "wl") is provided in the file "list_of_wavelengths_juola_et_al_2020.csv". The encoding of the csv files is UTF-8.
DOI: 10.17632/tz8c27m3b9.2
title: Cross-cultural literacy interlinked with the failure of expatriates’ assignment in developing countries: Evidence from expatriates in business operation in Nigeria

description: Data for Cross-cultural literacy interlinked with the failure of expatriates’ assignment in developing countries: Evidence from expatriates in business operation in Nigeria
DOI: 10.17632/m3p9m9vc4g.1
title: BovEx: a public database of annotated variations from hundreds of bovine whole-exome sequencing samples

description: Large reference datasets of genetic variations from genome-scale sequencing technologies are key in interpreting identified variants, their functional impact, and their possible contribution to the expression of diseases and studied traits. To date, there is no such public database for genetic variation from genome-scale simultaneous sequencing of broad cattle populations. To overcome this gap and enhance interpretation of bovine NGS-driven variant discovery, we obtained and analysed raw data deposited in the SRA public repository. Short reads from 262 whole-exome sequencing samples of Bos Taurus were mapped to the Bos Taurus ARS-UCD1.2 reference genome. The GATK best practice workflow was applied for variant calling. Comprehensive annotation of all recorded variants done by the Ensembl Variant Effect Predictor (VEP). We carried out an in-depth analysis of the population structure and identified the breeds comprising the database. The BovEx provides a comprehensively annotated dataset of more than 20 million short variants; ~2% are located within open reading frames, splice regions, and UTRs. More than 60 thousand of the variants are predicted deleterious.
DOI: 10.17632/4fwzjpxy2w.2
title: Simulink model of the rotor

description: Simulink model of the rotor.
DOI: 10.17632/kcccvtw3n4.2
title: Device fabrication of CsPbI3 perovskite based on MAAc solution without additives and antisolvent engineering in air condition

description: In this data, reported characterizations (absorption spectra, morphology) and device parameters of CsPbI3 perovskite solar cells based on the methylammonium acetate (MAAc) solution. The device parametrs (Voc, Jsc FF and PCE)  were tested of CsPbI3 perovskite solar cells via a Keithley 2420 source measurement unit under simulated 100 mW/cm2 (AM 1.5 G) irradiation from a Newport solar simulator. The results in this paper describe the optimization parameters of PSC based on MAAc solution and directly related to our research paper “High-performance CsPbI3 perovskite solar cells without additives in air condition”
DOI: 10.17632/btbt6pp3yk.1
title: Boron Isotopes from Kamchatka Volcanoes_BORSH PROJECT

description: Boron isotopes are reported as 11B/10B ratios of volcanic rocks from Kamchatka. 
Boric acid standard 951 was analyzed together with the rocks and is reported. 
Sample B5 (Mt.Etna basalt) was also analyzed together with the samples and is reportred. 

TOL, KAM and ZI are samples from VF at Tolbachik volcano
SHI are samples from the VF at Shiveluch volcano
BAK are samples from the rear arc Bakening volcano
DOI: 10.17632/c7znt3hyyk.1
title: LINF_200010700

description: mitoribosomal protein bL19m
Leishmania infantum (strain JPCM5)
DOI: 10.15468/q444ck
title: Integrative taxonomy: molecular phylogenetics of Polypedilum (Cerobregma) and revisited morphology of Yaethauma and Collartomyia (Diptera: Chironomidae) reveals synonymy and supports new classification

description: This dataset contains the digitized treatments in Plazi based on the original journal article Cheng, Hongqu Tang Qingqing, Han, Wu, Cranston, Peter S. (2022): Integrative taxonomy: molecular phylogenetics of Polypedilum (Cerobregma) and revisited morphology of Yaethauma and Collartomyia (Diptera: Chironomidae) reveals synonymy and supports new classification. Zoological Journal of the Linnean Society 194: 102-119, DOI: 10.1093/zoolinnean/zlaa187
DOI: 10.17632/w9v6fvksfg.1
title: MOLA reference DTM and aligned HRSC DTM mosaic at the Martian South Pole

description: Datasets from Xiao et al. (2022, in revision with Planetary and Space Science) titled "Prospects for Mapping Temporal Height Variations of the Seasonal CO2 Snow/Ice Caps at the Martian Poles by Co-registration of MOLA Profiles". An initial version of the manuscript can be accessed at https://arxiv.org/abs/2109.04899.

## abbreviations
Mars Orbiter Laser Altimeter (MOLA)
Digital Terrain Model (DTM)
University College London (UCL)
High-Resolution Stereo Camera (HRSC)

MOLA_reference_DTM_from_self_registration.tif is the reference DTM generated from self-registration of the reprocessed MOLA profiles. The heights are references to a Martian sphere of 3396 km. It covers the region poleward of 78°S with a resolution of 500 m/pixel. Projection is polar stereographic centered at the South Pole.  Number_footprints_per_pixel_MOLA_reference_DTM.tif is the map that demonstrates the number of available MOLA footprints (after reprocessing and self-registration) within each of the grid element for the generation of MOLA_reference_DTM_from_self_registration.tif.

The original UCL HRSC DTMs at the Martian South Pole, with a gridding resolution of 50 m/pixel, can be accessed at https://www.cosmos.esa.int/web/psa/UCL-MSSL_iMars_HRSC_v1.0. Please also refer to Putri, A. R. D., Sidiropoulos, P., Muller, J. P., Walter, S. H., & Michael, G. G. (2019). A New South Polar Digital Terrain Model of Mars from the High-Resolution Stereo Camera (HRSC) onboard the ESA Mars Express. Planetary and Space Science, 174, 43-55.

UCL_HRSC_DTMs_mosaic_after_alignment_to_MOLA_reference.tif is the mosaic of these UCL HRSC DTMs after being aligned to the self-registered MOLA profiles, which are used to generate MOLA_reference_DTM_from_self_registration.tif. Grid size is 50 m/pixel with a stereographic projection centered at South Pole.

Height_difference_before_alignment.tif and Height_difference_after_alignment.tif show the relative height differences between these HRSC DTMs and the self-registered MOLA profiles before and after the alignment, respectively. Grid size is 170 m/pixel with a stereographic projection centered at South Pole. Relative tilts of magnitudes up to ~10 m are ubiquitous before the alignment. Meanwhile, after the alignment, height differences are homogeneous with magnitudes typically less than 2 m.
DOI: 10.17632/7n6dpwdd52.1
title: Experimental data for the evaluation of the approach to building PDKG

description: We evaluate 2 key stages in building a PDKG: Extraction of entity terminology and Extraction of concept using NLP. precision and recall are the most commonly used metrics to measure the performance of extraction algorithms. Precision measures accuracy, the probability of the expected result in all extracted samples, and recall measures the completeness of the extracted result, the probability of the expected result being extracted from the original data. In the evaluation process, a certain number of Chinese patent specification body texts as well as sentences describing design knowledge in the patent were selected for experiments to evaluate the proposed method.
DOI: 10.17632/r4mzsh7ty7.1
title: LINF_200010500

description: mitoribosomal protein uS15m
Leishmania infantum (strain JPCM5)
DOI: 10.17632/kj2scsyb7b.1
title: LINF_200010200

description: mt-LAF26 | KRIPP3 | mitoribosomal LSU assembly factor 26
Leishmania infantum (strain JPCM5)
DOI: 10.17632/73twfbj9j5.1
title: LINF_200009600

description: ribosomal RNA-processing protein 8 | RRP8
Leishmania infantum (strain JPCM5)
DOI: 10.17632/xskxkjgzc5.1
title: LINF_200009300

description: Cell cycle checkpoint protein RAD1-like
Leishmania infantum (strain JPCM5)
DOI: 10.17632/vyzmvnj8hr.2
title: Hydrogeophysical monitoring of intense rainfall infiltration in the karst critical zone

description: Column 1 presents the distance along the ERT profile. Column 2 represents the pseudo-depth calculated for a gradient array using the formula developed by Dahlin and Zhou [2006]. The following columns present the apparent resistivity for each of 106 time steps (after filtering). There is 1360 values of apparent resistivity for each time step.
DOI: 10.17632/2rh9xdrnh7.1
title: Effect of conservation agriculture on soil moisture content and biomass water productivity: Case study of crop residues as soil cover | IJAAR 2020

description: One of the important principles of Conservation Agriculture is the permanent soil cover with crop residues which enhances soil and water productivity that leads to improved agricultural productivity. The effect of crop residues on soil moisture content, relative growth rate, and biomass water productivity was examined in a completely randomized design at the University of Reading, Berkshire district, England. Straw treatment was significant on moisture content and water use efficiency at (p< 0.01) respectively while there is no significant difference in mean relative growth rate and dry final biomass weights. The study concluded that soil moisture content is conserved with increased use of crop residues as soil cover. The study, therefore, recommended that project-based research on Conservation Agriculture should be carried out by governments and NGOs that will involve farmers; also they should provide support for the knowledge diffusion of Conservation Agriculture to local farmers since it will improve yield and productivity. Extension agents and other agencies that work with farmers should also be properly trained to be able to disseminate this technology to farmers.
DOI: 10.18430/m37szv
title: X-ray diffraction data for the crystal Structure of Acyl-CoA dehydrogenase from Mycobacterium marinum in complex with FDA (7SZV)
DOI: 10.17632/thp7zddn6y.1
title: Hydrogeophysical monitoring of intense rainfall infiltration in the karst critical zone - part2

description: This is DAT files of the ERT monitoring related to the paper : Hydrogeophysical monitoring of intense rainfall infiltration in the karst critical zone; a unique electrical resistivity tomography data set
DOI: 10.17632/rpkygd9gkt.1
title: Deep learning TTS Dataset for Malayalam Poem Recitation

description: This dataset can be used to train  deep learning frameworks such asTacotron and WaveGlow to generate deep fake voice
DOI: 10.6084/m9.figshare.14822838.v1
title: Cuckoo catfish learning

description: Primary data (and R script) for the paper on cuckoo catfish learning needed to reproduce reported results.
DOI: 10.6084/m9.figshare.14709046.v1
title: Disproportionate Minority Contact in the Juvenile Justice System: A Systematic Review and Meta-Analysis

description: This paper reports on a systematic review and meta-analysis of disproportionate minority contact in the juvenile justice system. A total of 79 independent samples were analyzed from the 67 studies that met the criteria for inclusion in the meta-analyses. Meta-analytic techniques were used to examine the overall effects of race/ethnicity at the six major decision points in the juvenile justice system: detention, intake, petition, waiver, adjudication, and placement. Moderator analyses were also performed to explore heterogeneity of effects by study design features. Findings indicated small average effects for some outcomes (e.g., detention) and no discernible average effect on others (e.g., petition, waiver, adjudication). There was also substantial heterogeneity across studies, although moderator analyses did not detect any clear patterns. The findings suggest that future research must focus on the specific outcomes in which disparities occur, as well as their practical significance given small effect sizes.
DOI: 10.6084/m9.figshare.14709046
title: Disproportionate Minority Contact in the Juvenile Justice System: A Systematic Review and Meta-Analysis

description: This paper reports on a systematic review and meta-analysis of disproportionate minority contact in the juvenile justice system. A total of 79 independent samples were analyzed from the 67 studies that met the criteria for inclusion in the meta-analyses. Meta-analytic techniques were used to examine the overall effects of race/ethnicity at the six major decision points in the juvenile justice system: detention, intake, petition, waiver, adjudication, and placement. Moderator analyses were also performed to explore heterogeneity of effects by study design features. Findings indicated small average effects for some outcomes (e.g., detention) and no discernible average effect on others (e.g., petition, waiver, adjudication). There was also substantial heterogeneity across studies, although moderator analyses did not detect any clear patterns. The findings suggest that future research must focus on the specific outcomes in which disparities occur, as well as their practical significance given small effect sizes.
DOI: 10.17903/fk2/qmazva
title: Flash Ευρωβαρόμετρο 316 (Στάσεις των Ευρωπαίων ως προς την αποτελεσματική χρήση των φυσικών πόρων)

description: Στάσεις των Ευρωπαίων ως προς την αποτελεσματική χρήση των φυσικών πόρων. Θέματα: έκφραση γνώμης για τις δυνατότητες μεγαλύτερης απόδοσης χρήσης των φυσικών πόρων στην Ευρώπη, παραγωγή απορριμμάτων στα νοικοκυριά και ανακύκλωση κομποστοποίηση αυτών, τρόποι βελτίωσης της διαχείρισης απορριμμάτων στην περιοχή κατοικίας τους και προτεινόμενες λύσεις βελτίωσης. Εκτίμηση των προμηθειών νοικοκυριού που καταλήγουν σε απορρίμματα και προτεινόμενες λύσεις αντιμετώπισης, περιβαλλοντικές επιπτώσεις από την αγορά προϊόντων, πρόθεση αγοράς ορισμένων μεταχειρισμένων προϊόντων (υφάσματα, ηλεκτρονικά είδη και έπιπλα) και οι λόγοι μη αγοράς μεταχειρισμένων προϊόντων. Έκφραση άποψης για την αγορά προϊόντων από ανακυκλωμένο και οι κυριότεροι παράγοντες αγοράς ή μη αυτών των προϊόντων καθώς και καταβολή φόρων που να σχετίζονται είτε με τη διαχείριση απορριμμάτων, είτε με την κατανάλωση από τα νοικοκυριά είτε να κοστολογούνται στην τιμή του προϊόντος. Δημογραφικά στοιχεία: Ηλικία, φύλο, κατάσταση απασχόλησης και επαγγελματική κατάσταση, ηλικία ολοκλήρωσης σπουδών, περιοχή κατοικίας και βαθμός αστικοποίησης.
DOI: 10.17632/djr93wwgj3.5
title: Bogazici University Smartphone Accelerometer Sensor Dataset

description: Mobile devices especially smartphones have gained high popularity and become a part of daily life in recent years. Smartphones have built-in motion sensors such as accelerometer, gyroscope and orientation sensors. Recent researches on smartphones show that behavioral biometrics can be obtained from the smartphone motion sensors. In this context, we develop an Android application that collects accelerometer sensor data while user playing a game. This application records all accelerometer data and touch event information while users touch the screen.  We perform two experiments and collect two different data using this application. In the first experiment, we collect data from 107 child users whose age vary from 4 to 11, and 100 adult users whose age are between 16 and 55. This dataset includes more than 11.000 taps data for child and adult users, in total. In the second experiment, data is collected from 60 female and 60 male users aged 17-57 for different activities like sitting and walking. There are more than 6.000 taps data for sitting and walking scenarios separately in the second dataset. We use popular Android smartphones in the experiments and they have all 100 Hz sampling rate. These data can be used for behavioral biometric analyses such as user age group and gender detection, user identification and authentication or tap event detection.
DOI: 10.17632/hpvksshcy5.1
title: HDAC2 regprogrammed by dysbiosis/eubiosis

description: Original data concerning cortical HDAC2 expression in response to dysbiosis/eubiosis
DOI: 10.3886/e146041
title: Data and Code for: The Relative Efficiency of Skilled Labour across Countries: Measurement and Interpretation

description: I study how the relative efficiency of high- and low-skill labor varies across countries. Using micro data for countries at different stages of development, I document that differences in relative quantities and wages are consistent with high-skill workers being relatively more productive in rich countries. I exploit variation in the skill premia of foreign-educated migrants to discriminate between two possible drivers of this pattern: cross-country differences in the skill bias of technology and in the relative human capital of skilled labor. I find that the former is quantitatively more important, and discuss the implications of this result for development accounting.
DOI: 10.3886/e146041v1
title: Data and Code for: The Relative Efficiency of Skilled Labour across Countries: Measurement and Interpretation

description: I study how the relative efficiency of high- and low-skill labor varies across countries. Using micro data for countries at different stages of development, I document that differences in relative quantities and wages are consistent with high-skill workers being relatively more productive in rich countries. I exploit variation in the skill premia of foreign-educated migrants to discriminate between two possible drivers of this pattern: cross-country differences in the skill bias of technology and in the relative human capital of skilled labor. I find that the former is quantitatively more important, and discuss the implications of this result for development accounting.
DOI: 10.5281/zenodo.5785805
title: Example data for chromatin interaction predictions using deepC.

description: This archive contains example files, data and models to run deepC predictions of chromatin interactions from DNA sequence, specifically the tutorials and example commands described in the deepC repository. https://github.com/rschwess/deepC<br> https://github.com/rschwess/deepHaem Copies of the deepC and deepHaem cover are included for continuity. Please see the deepC publication for details:<br> Schwessinger, R., Gosden, M., Downes, D. et al. DeepC: predicting 3D genome folding using megabase-scale transfer learning. Nat Methods 17, 1118–1124 (2020). https://doi.org/10.1038/s41592-020-0960-3 Human Hi-C is based on Rao, S. S. P. et al. A 3D map of the human genome at kilobase resolution reveals principles of chromatin looping. Cell 159, 1665–1680 (2014). <br> Mouse Hi-C is based on Bonev, B. et al. Multiscale 3D genome rewiring during mouse neural development. Cell 171, 557–572.e24 (2017). <br> DNase-seq and CTCF ChIP-seq were retrieved from the ENCODE Data portal (https://www.encodeproject.org/) Bernstein, B. E. et al. An integrated encyclopedia of DNA elements in the human genome. Nature 489, 57–74 (2012).