cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5522/04/21559311
title: Data accompanying Optics Letters "Maximization or leveling: characterization of the trade-offs for the transmission throughput in ultrawideband optical transmission"

description: The data set contains raw data and ready-to-plot data for the paper in Optics Letters entitled “<em>Maximization or leveling: characterization of the trade-offs for the transmission throughput in ultrawideband optical transmission</em>” by Anastasiia Vasylchenkova, Eric Sillekens, Robert I. Killey, Polina Bayvel from Optical Networks Group, UCL, UK (https://doi.org/10.1364/OL.470105). <br> The data is accompanied by two scripts: · long-script.m is using raw data of mutual information, and optimised launch power coefficients to perform additional processing to the dependency of mutual information (MI) and its gain achievable by the launch power pre-emphasis. · short-script.m is using ready-to-plot data to reproduce the figures from the paper. There are 4 files containing figures data: o Fig1OL.mat: contains values of excess kurtosis \Phi (as variable \PhiM) as a function of two constellation shaping adjustment parameters \nu_1 (as variable \nu1ARR) and \nu_2 (as variable \nu2ARR). See eq. 4 from the manuscript for notations. This data is displayed in figure 1. o panes.mat: contains values of MI achieved by the unconstrained launch power pre-emphasis (as variable MIuncon) and under different constraints (as variable MIcon...). All MI values are given as a function of shaping adjustment parameters \nu_1 (as variable \nu1ARR) and \nu_2 (as variable \nu2ARR). This data is displayed in figure 3. o inset.mat: contains values of MI for various link lengths (as variable distances) achieved by the unconstrained launch power pre-emphasis (as variable MIunconmax) and under different constraints (as variable MIconmax...). It is also accompanied by the MI achieved by the constellation shaping only (as variable MIshapingmax). This data is displayed in figure 4. o powers.mat: contains the optimal launch power as a function of the channel frequency (as variable fs) for the unconstrained launch power pre-emphasis (as variable power_uncon) and under different constraints (as variable power...). It is also accompanied by the optimal uniform launch power values (as variable powerun). The values are provided for the 18 spans setup. This data is not displayed in the final version of the manuscript but was requested by the reviewer, therefore we are including it in this dataset. <br> Both scripts are runnable from MATLAB with no additional installation needed.
DOI: 10.5522/04/21559311.v2
title: Data accompanying Optics Letters "Maximization or leveling: characterization of the trade-offs for the transmission throughput in ultrawideband optical transmission"

description: The data set contains raw data and ready-to-plot data for the paper in Optics Letters entitled “<em>Maximization or leveling: characterization of the trade-offs for the transmission throughput in ultrawideband optical transmission</em>” by Anastasiia Vasylchenkova, Eric Sillekens, Robert I. Killey, Polina Bayvel from Optical Networks Group, UCL, UK (https://doi.org/10.1364/OL.470105). <br> The data is accompanied by two scripts: · long-script.m is using raw data of mutual information, and optimised launch power coefficients to perform additional processing to the dependency of mutual information (MI) and its gain achievable by the launch power pre-emphasis. · short-script.m is using ready-to-plot data to reproduce the figures from the paper. There are 4 files containing figures data: o Fig1OL.mat: contains values of excess kurtosis \Phi (as variable \PhiM) as a function of two constellation shaping adjustment parameters \nu_1 (as variable \nu1ARR) and \nu_2 (as variable \nu2ARR). See eq. 4 from the manuscript for notations. This data is displayed in figure 1. o panes.mat: contains values of MI achieved by the unconstrained launch power pre-emphasis (as variable MIuncon) and under different constraints (as variable MIcon...). All MI values are given as a function of shaping adjustment parameters \nu_1 (as variable \nu1ARR) and \nu_2 (as variable \nu2ARR). This data is displayed in figure 3. o inset.mat: contains values of MI for various link lengths (as variable distances) achieved by the unconstrained launch power pre-emphasis (as variable MIunconmax) and under different constraints (as variable MIconmax...). It is also accompanied by the MI achieved by the constellation shaping only (as variable MIshapingmax). This data is displayed in figure 4. o powers.mat: contains the optimal launch power as a function of the channel frequency (as variable fs) for the unconstrained launch power pre-emphasis (as variable power_uncon) and under different constraints (as variable power...). It is also accompanied by the optimal uniform launch power values (as variable powerun). The values are provided for the 18 spans setup. This data is not displayed in the final version of the manuscript but was requested by the reviewer, therefore we are including it in this dataset. <br> Both scripts are runnable from MATLAB with no additional installation needed.
DOI: 10.5522/04/21559311.v1
title: Data accompanying Optics Letters "Maximization or leveling: characterization of the trade-offs for the transmission throughput in ultrawideband optical transmission"

description: The data set contains raw data and ready-to-plot data for the paper in Optics Letters entitled “<em>Maximization or leveling: characterization of the trade-offs for the transmission throughput in ultrawideband optical transmission</em>” by Anastasiia Vasylchenkova, Eric Sillekens, Robert I. Killey, Polina Bayvel from Optical Networks Group, UCL, UK (https://doi.org/10.1364/OL.470105). <br> The data is accompanied by two scripts: · long-script.m is using raw data of mutual information, and optimised launch power coefficients to perform additional processing to the dependency of mutual information (MI) and its gain achievable by the launch power pre-emphasis. · short-script.m is using ready-to-plot data to reproduce the figures from the paper. There are 4 files containing figures data: o Fig1OL.mat: contains values of excess kurtosis \Phi (as variable \PhiM) as a function of two constellation shaping adjustment parameters \nu_1 (as variable \nu1ARR) and \nu_2 (as variable \nu2ARR). See eq. 4 from the manuscript for notations. This data is displayed in figure 1. o panes.mat: contains values of MI achieved by the unconstrained launch power pre-emphasis (as variable MIuncon) and under different constraints (as variable MIcon...). All MI values are given as a function of shaping adjustment parameters \nu_1 (as variable \nu1ARR) and \nu_2 (as variable \nu2ARR). This data is displayed in figure 3. o inset.mat: contains values of MI for various link lengths (as variable distances) achieved by the unconstrained launch power pre-emphasis (as variable MIunconmax) and under different constraints (as variable MIconmax...). It is also accompanied by the MI achieved by the constellation shaping only (as variable MIshapingmax). This data is displayed in figure 4. o powers.mat: contains the optimal launch power as a function of the channel frequency (as variable fs) for the unconstrained launch power pre-emphasis (as variable power_uncon) and under different constraints (as variable power...). It is also accompanied by the optimal uniform launch power values (as variable powerun). The values are provided for the 18 spans setup. This data is not displayed in the final version of the manuscript but was requested by the reviewer, therefore we are including it in this dataset. <br> Both scripts are runnable from MATLAB with no additional installation needed.
DOI: 10.5281/zenodo.7327409
title: An Empirical Evaluation of the "Cognitive Complexity" Measure as a Predictor of Code Understandability

description: The paper provides an evaluation of the “Cognitive Complexity” measure as an indicator of code understandability.<br> The evaluation is performed via an empirical study.<br> ""Cognitive Complexity" is compared with traditional code measure, like LoC and McCabe's complexity. The data used in the empirical study are provided.
description: {"references": ["Luigi Lavazza, Abedallah Zaid Abualkishik, Geng Liu, Sandro Morasca, \"An Empirical Evaluation of the \"Cognitive Complexity\" Measure as a Predictor of Code Understandability\" (2022)"]}
DOI: 10.5281/zenodo.7327408
title: An Empirical Evaluation of the "Cognitive Complexity" Measure as a Predictor of Code Understandability

description: The paper provides an evaluation of the “Cognitive Complexity” measure as an indicator of code understandability.<br> The evaluation is performed via an empirical study.<br> ""Cognitive Complexity" is compared with traditional code measure, like LoC and McCabe's complexity. The data used in the empirical study are provided.
description: {"references": ["Luigi Lavazza, Abedallah Zaid Abualkishik, Geng Liu, Sandro Morasca, \"An Empirical Evaluation of the \"Cognitive Complexity\" Measure as a Predictor of Code Understandability\" (2022)"]}
DOI: 10.5281/zenodo.7293642
title: Breast cancer prevention by short-term inhibition of TGFB signaling

description: This upload contains RDS objects of preprocessed scRNAseq data from the publication "Breast cancer prevention by short-term inhibition of TGFB signaling" (Nature Communications 2022); both for new data published with the paper, as well as for data re-analyzed for the paper. These RDS objects are produced by code available here https://github.com/csimona/tumor-prevention-rat-scRNAseq. The same GitHub repo contains plots and tables generated from data in these objects.
DOI: 10.5281/zenodo.7293641
title: Breast cancer prevention by short-term inhibition of TGFB signaling

description: This upload contains RDS objects of preprocessed scRNAseq data from the publication "Breast cancer prevention by short-term inhibition of TGFB signaling" (Nature Communications 2022); both for new data published with the paper, as well as for data re-analyzed for the paper. These RDS objects are produced by code available here https://github.com/csimona/tumor-prevention-rat-scRNAseq. The same GitHub repo contains plots and tables generated from data in these objects.
DOI: 10.25625/0radmc/fd8kq0
title: data_landscape.tab

description: :unav
DOI: 10.25625/w737u1/row4nz
title: mortality_data for publication.tab

description: caanopy cover classes: 0-20%,20-40%,40-60%,60-80%,80-100%
DOI: 10.5281/zenodo.7326807
title: PSL numerics

description: Pakistani Sign Language Dataset of numerics dataset from 0-9 (Digits).
DOI: 10.5281/zenodo.7326808
title: PSL numerics

description: Pakistani Sign Language Dataset of numerics dataset from 0-9 (Digits).
DOI: 10.25625/1i4f67/lipuey
title: 14501_170419_033621_crown metrics from UAV.tab
DOI: 10.25625/1i4f67/pggjbu
title: 14501.xlsx
DOI: 10.25625/1i4f67/hwkdhx
title: 14501_B11_ Crown metrics_1.1.0.html
DOI: 10.25625/1i4f67/lqm5yz
title: crown metrics from UAV-1.tab

description: :unav
DOI: 10.25625/1i4f67/ukqyna
title: 14501_B11_ Crown metrics_1.1.0.xml
DOI: 10.34740/kaggle/dsv/4524668
title: Mahanagar Yatayat Dataset
DOI: 10.15139/s3/m3nxwh
title: Replication Data for: The Dynamics of Hidden Partisanship and Crossover Voting in Semi-Closed Primaries

description: Among US states with party registration, many allow the unaffiliated to choose either the Democratic or Republican primary. States with these semi-closed rules thus provide an option to voters with greater choice than registering with a single political party. Using the synthetic control method, I find that the introduction of semi-closed primaries is associated with growth in unaffiliated registration. However, the likelihood of unaffiliated registration is not even across the electorate in semi-closed states. I show that it is most common where a voter's party is not competitive and the access unaffiliated registration provides to the strong party's primary is valuable. Consistent with this instrumental motive, unaffiliated voters in semi-closed states use their freedom of choice to vote in the primary of the stronger party in the electorate. This leads to significant crossover voting among unaffiliated voters who do not identify with that party such as Democrats in red states or Republicans in blue states. These findings show the unintended consequences of electoral institutions and find primary crossover voting is more common under some circumstances than others.
DOI: 10.6084/m9.figshare.21565596.v1
title: Supplementary Material for: Free fatty acids induce lipid accumulation, autophagy and apoptosis in human sebocytes

description: Background: A disruption of sebocyte differentiation and lipogenesis has fatal consequences and can cause a wide spectrum of skin diseases, from acne vulgaris to sebaceous carcinoma, however, the relevant molecular mechanisms have not been fully clarified. Objectives: The induction of autophagy and apoptosis in human sebocytes in response to biologically relevant fatty acids was investigated. Methods: Free fatty acids (arachidonic acid, linoleic acid, palmitic acid and palmitoleic acid) and the pan-caspase inhibitor QVD-Oph were added in the supernatant of cultured human SZ95 sebocytes. Individual relevant proteins were analysed by Western blotting. Apoptosis and cell viability were determined, and typical autophagy structures were detected through electron microscopy. To obtain cell growth curves, cell confluence was continuously monitored by real-time cell analysis. Results: Fatty acids induced the development of intracellular lipid droplets with subsequent apoptosis, whereas arachidonic acid caused the most rapid effect. Cleavage products of caspase-3 were only detected in arachidonic acid-induced apoptosis. The high basal apoptotic rate of cultured SZ95 sebocytes was strongly suppressed by QVD-Oph. Fatty acid-induced apoptosis was also markedly inhibited by QVD-Oph, whereas intracellular lipid droplets further accumulated. While cell viability after incubation with linoleic acid, palmitic acid or palmitoleic acid and QVD-Oph was comparable with non-treated controls, arachidonic acid significantly reduced cell viability and cell density despite the concomitant pan-caspase inhibitor treatment. Using electron microscopy, typical autophagy structures were detected, such as autophagosomes and autolysosomes, at the basal level, which became more pronounced after treatment with fatty acids. Conclusions: Our findings contribute to a better understanding of the inflammation-associated mechanisms of lipogenesis and cell death induction in human sebocytes and may help to unveil the effects of fatty acid-rich human nutrition.
DOI: 10.1184/r1/20643327.v1
title: Panel Data Preparation and Ordered Probit Models for Social Equity of Bridge Management

description: NBI_Census_Climate_J40_Panel_min3_100yrs_small_avg_50_60: Resulting panel of spatially matched NBI structure, demographic, and climate data from panel preparation script. <br> Panel_Prep_NBI_Census_Climate_Gandy_08252022: This R script requires downloaded and unzipped 1992-2020 NBI ASCII files, downloaded secondary climate attributes, and a U.S. Census Bureau API key to create a panel of spatially matched NBI structure, demographic, and climate data. <br> Models_PGLM_NBI_Census_Climate_Gandy2022: R script specifying ordered probit models to produce main analysis from "Social Equity of Bridge Management." Input is the panel of NBI, census, and climate data. Requires R packages PGLM and texreg. <br> Key Resources: Federal Highway Administration. (2021). National Bridge Inventory ASCII Files. Retrieved February 1, 2022, from https://www.fhwa.dot.gov/bridge/nbi/ascii.cfm <br> Liao, T., Kepley, P., Kumar, I., & Labi, S. (2020). Revisiting the secondary climate attributes for transportation infrastructure management: A Redux and Update for 2020, 1(765). <br> Croissant, Y., & Millo, G. (2018). Panel Data Econometrics with R. Panel Data Econometrics with R. Hoboken, NJ: Wiley. <br> Leifeld, P. (2013). Texreg: Conversion of statistical model output in R to LATEX and HTML tables. Journal of Statistical Software, 55(8). https://doi.org/10.18637/jss.v055.i08
DOI: 10.25625/1i4f67
title: B11_ Crown metrics

description: crown metrics of oil palms and trees in plots 23 and 17
DOI: 10.5281/zenodo.7194402
title: Leitfaden für die nachhaltige Entwicklung und Nutzung von Forschungssoftware

description: Dies ist die <strong>Datenpublikation</strong> (Ausgangsdateien, Abbildungen, Materialien zur Nachnutzung) für die NFDI4Culture Handreichung „Leitfaden für die nachhaltige Entwicklung und Nutzung von Forschungssoftware“. Die Online-Handreichung ist verfügbar unter https://nfdi4culture.de/go/E3332.
description: Funded by the German Research Foundation (DFG) - 441958017 (NFDI4Culture)
DOI: 10.5281/zenodo.7327436
title: Leitfaden für die nachhaltige Entwicklung und Nutzung von Forschungssoftware

description: Dies ist die <strong>Datenpublikation</strong> (Ausgangsdateien, Abbildungen, Materialien zur Nachnutzung) für die NFDI4Culture Handreichung „Leitfaden für die nachhaltige Entwicklung und Nutzung von Forschungssoftware“. Die Online-Handreichung ist verfügbar unter https://nfdi4culture.de/go/E3332.
description: Funded by the German Research Foundation (DFG) - 441958017 (NFDI4Culture)
DOI: 10.21942/uva.14336543
title: Verb forms in German Sign Language

description: A gallery of images illustrating all verb forms included in the project "Recurring iconic mapping patterns within and across verb types in German Sign Language", a sub project of the PhD project "Iconicity as a mediator between verb semantics and morphosyntactic structure: A corpus-based study of verbs in German Sign Language". The video stills come from naturalistic dialogues from the open access DGS Corpus, publicly available at https://www.sign-lang.uni-hamburg.de/meinedgs/ling/start_en.html.
DOI: 10.21942/uva.14336543.v2
title: Verb forms in German Sign Language

description: A gallery of images illustrating all verb forms included in the project "Recurring iconic mapping patterns within and across verb types in German Sign Language", a sub project of the PhD project "Iconicity as a mediator between verb semantics and morphosyntactic structure: A corpus-based study of verbs in German Sign Language". The video stills come from naturalistic dialogues from the open access DGS Corpus, publicly available at https://www.sign-lang.uni-hamburg.de/meinedgs/ling/start_en.html.
DOI: 10.25625/w737u1
title: B11_mortality depending on oil palm canopy cover

description: canopy cover classes (0-20%,20-40%,40-60%,60-80%,80-100%) with all species and tree mortality data between 2016- 2017
DOI: 10.25625/0radmc
title: B11_landscape data in 2015 and 2016

description: land use types with area change matrix in percentage and area in hectare (between 2015-2016)
DOI: 10.5517/ccdc.csd.cc1pqdc5
title: CCDC 1570657: Experimental Crystal Structure Determination

description: Related Article: Szczolko Wojciech, Koczorowski Tomasz, Wicher Barbara, Sobotta Lukasz, Gdaniec Maria, Teubert Anna, Mielcarek Jadwiga, Korecki Józef, Burda Kvetoslava, Tykarska Ewa, Goslinski Tomasz|2019|Inorg.Chim.Acta|484|368|doi:10.1016/j.ica.2018.09.065
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1pqdd6
title: CCDC 1570658: Experimental Crystal Structure Determination

description: Related Article: Szczolko Wojciech, Koczorowski Tomasz, Wicher Barbara, Sobotta Lukasz, Gdaniec Maria, Teubert Anna, Mielcarek Jadwiga, Korecki Józef, Burda Kvetoslava, Tykarska Ewa, Goslinski Tomasz|2019|Inorg.Chim.Acta|484|368|doi:10.1016/j.ica.2018.09.065
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1pqdf7
title: CCDC 1570659: Experimental Crystal Structure Determination

description: Related Article: Szczolko Wojciech, Koczorowski Tomasz, Wicher Barbara, Sobotta Lukasz, Gdaniec Maria, Teubert Anna, Mielcarek Jadwiga, Korecki Józef, Burda Kvetoslava, Tykarska Ewa, Goslinski Tomasz|2019|Inorg.Chim.Acta|484|368|doi:10.1016/j.ica.2018.09.065
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1pqdg8
title: CCDC 1570660: Experimental Crystal Structure Determination

description: Related Article: Szczolko Wojciech, Koczorowski Tomasz, Wicher Barbara, Sobotta Lukasz, Gdaniec Maria, Teubert Anna, Mielcarek Jadwiga, Korecki Józef, Burda Kvetoslava, Tykarska Ewa, Goslinski Tomasz|2019|Inorg.Chim.Acta|484|368|doi:10.1016/j.ica.2018.09.065
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1pqdh9
title: CCDC 1570661: Experimental Crystal Structure Determination

description: Related Article: Szczolko Wojciech, Koczorowski Tomasz, Wicher Barbara, Sobotta Lukasz, Gdaniec Maria, Teubert Anna, Mielcarek Jadwiga, Korecki Józef, Burda Kvetoslava, Tykarska Ewa, Goslinski Tomasz|2019|Inorg.Chim.Acta|484|368|doi:10.1016/j.ica.2018.09.065
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25625/s8kvat
title: B11_oil palm canopy cover at tree level and each species - unstructured

description: canopy cover at single tree level for all species with survival score in 2017, tree height increment, and basal area
DOI: 10.15139/s3/8bldfq
title: Replication Data for: Is More Better? Effects of Newsroom and Audience Diversity on Trait Coverage of Minority Candidates

description: This paper examines how the racial composition of newsrooms and that of the news audiences influence campaign coverage of candidates. Data for analyses are legislative candidate data from the Candidate Emergence in the States project, content from newspaper coverage, and newsroom census data from the American Society of Newspaper Editors (ASNE). Findings suggest that candidate trait coverage is influenced by what we term “racial congruence” at two levels. First, when the number of non-White journalists increases in newsroom, White candidates are more likely to receive positive trait coverage than non-White candidates, which is likely compounded by multiple constraints racial minority journalists face in the newsroom. This racial congruence phenomenon is also present in areas with large non-White adult populations. The larger this population, the higher is favorable news coverage for non-White candidates compared to White candidates. The race of candidates, journalists, and audiences does not have a combined effect on news coverage, indicating that the effects of more diverse newsroom members are not necessarily driven by market incentives.