cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4b8vjvc7yw.1
title: Monthly Electricity Consumption with Exogenous Factors Datasets

description: This dataset presents the monthly electricity consumption forecasting dataset on the repository level of the city of Dubai from May 2017 – December 2019 that includes exogenous parameters, namely, temperature, population, number of buildings, expatriate ratio, number of connected customers, and building occupancy.

This repository consists of two files:
1- "Aggregated Dataset.csv" consists of the aggregated monthly electricity consumption records on the community level and the exogenous parameters. This dataset is generated using the simulation software.  
2- "Final Dataset - Processed.csv" contains the final dataset generated after applying the preprocessing and feature importance steps. This dataset is used to model the electricity consumption predictors presented in our manuscript [1]. 

[1]M. Abdallah, M. Abu Talib, M. Hosny, O. Abu Waraga, Q. Nasir, M.A. Arshad, Forecasting Highly Fluctuating Electricity Load using Machine Learning Models Based on Multimillion Observations, Advanced Engineering Informatics, 53 (2022), 101707.
DOI: 10.17632/4b8vjvc7yw.2
title: Monthly Electricity Consumption with Exogenous Factors Datasets

description: This dataset presents the monthly electricity consumption forecasting dataset on the repository level of the city of Dubai from May 2017 – December 2019 that includes exogenous parameters, namely, temperature, population, number of buildings, expatriate ratio, number of connected customers, and building occupancy. This repository consists of two files: 1- "Aggregated Dataset.csv" consists of the aggregated monthly electricity consumption records on the community level and the exogenous parameters. This dataset is generated using the simulation software. 2- "Final Dataset - Processed.csv" contains the final dataset generated after applying the preprocessing and feature importance steps. This dataset is used to model the electricity consumption predictors presented in our manuscript [1]. 3- " Aggregated Electricity and Temperature on City Level.csv" consists of the aggregated monthly electricity consumption records on the Dubai City level and the reported temperature. This file helps see the relation between temperature and electricity consumption. [1]M. Abdallah, M. Abu Talib, M. Hosny, O. Abu Waraga, Q. Nasir, M.A. Arshad, Forecasting Highly Fluctuating Electricity Load using Machine Learning Models Based on Multimillion Observations, Advanced Engineering Informatics, 53 (2022), 101707.
DOI: 10.17632/cnw65v9syd.1
title: On reasons why second language learners disregard refutable ideas and produce poor refutation: The case of China

description: These are 138 responses to open questions why second language learners disregard refutable ideas and produce poor refutation, 115 self-reports of refutation writing class-related emotions, and 68 participants’ writing work and subtraction of the mean of negative emotions from the mean of positive emotions .
DOI: 10.17632/23vmt5cr8d.1
title: P38-mediated mitonuclear signaling confers cellular tolerance to oxidative stress

description: Non-crop data for all of immunoblot in this paper
DOI: 10.17632/23vmt5cr8d.2
title: Mitochondrial release of HSP60 couples a stress-responsive p38/MK2 signaling and NF-B survival machinery

description: Non-crop data for all of immunoblot in this paper
DOI: 10.17632/23vmt5cr8d.3
title: Mitochondrial release of HSP60 couples a stress-responsive p38/MK2 signaling and NF-kappaB survival machinery

description: Non-crop data for all of immunoblot in this paper
DOI: 10.6084/m9.figshare.24291169
title: Data on pollen chemistry and pollen retrieval using the different methodologies

description: Here, we designed and tested a novel, easy-to-assemble tool for pollen sampling: E-PoSa (Electronic Pollen Sampler), based on the use of a portable vacuum cleaner. We compared it with some of the most used sampling methods for pollen (i.e., anthers sieving and sampling of the whole anthers) by looking at the differences in their quantitative recovery and nutritional profile.
DOI: 10.17632/vn9h3pjmc4.1
title: Raw data for release study, swelling study, FTIR and SEM image for 5-FU loaded alginate microbeads

description: ATR-FTIR spectra of (a) 5-FU, (b) sodium alginate, (c) Tween 80, (d) calcium Percentage swelling index of 5-FU microbeads in HCl (Mean 土 SD, n=3). Percentage swelling index of 5-FU microbeads in phosphate buffer (Mean 土 SD, n=3). Cumulative percentage drug released of 5-FU microbeads in SGF (Mean ± SD, n=3). Cumulative percentage drug release of 5-FU microbeads in SIF (Mean ± SD, n=3).
DOI: 10.17632/2m8mrxt79h.1
title: Bénard et al._GCA submission 2023_data

description: This file contains the full dataset for the 2023 GCA submission: 'Highly-siderophile trace elements recording fractional hybridization-melting of the mantle wedge at intra-oceanic subduction zones: Inferences from West Bismarck sub-arc peridotite xenoliths and numerical models for metal-sulfur-redox cycles' by Bénard et al. Data are contained in figures (.eps and .tiff files) and tables (.xlsx files), which appear both in the article and as supplementary material.
DOI: 10.3886/icpsr38413.v1
title: Do Department of Justice Intervention and Citizen Oversight Improve Police Accountability?, United States, 1995-2019
title: Version 1

description: The data in this study assess police misconduct by considering civilian review boards (CRBs) and federal intervention by the United States Department of Justice (DOJ). The latter involves civil rights investigations of alleged pattern-or-practice violations that resulted in consent decrees or memoranda of agreement under 42 USC 14141 (re-codified in 2017 as 34 USC 12601) of the Violent Crime Control and Law Enforcement Act of 1994 (1994 Crime Bill); technical assistance letters based on the outcome of DOJ investigations, which lead to voluntary reforms; and requests for assistance from the Office of Community Oriented Policing Services (COPS).
description: The purpose of this study was to provide a systematic examination of the outcomes of the two principal structural approaches to accountability for police misconduct - civilian review boards and federal intervention by the United States Department of Justice.
description: In this project, statistical modeling was used to evaluate the extent to which two structural responses to police misconduct (civilian review boards (CRBs) and federal intervention by the United States Department of Justice (DOJ)) have an impact on accountability in policing. Such modeling was conducted within the framework of a diverse array of CRBs, DOJ interventions, and their interactions. The target sample consisted of 30 jurisdictions with a CRB, 20 of which also experienced a DOJ or DOJ-related intervention, considered over a 20-year period yielding a panel of 498 year/jurisdiction combinations. Regressions were conducted on (1) complaints received by CRBs, (2) allegations closed (with findings or dismissed or otherwise completed), (3) serious allegations closed (with findings or dismissed or otherwise completed) and (4) force allegations closed (with findings or dismissed or otherwise completed).
description: Not applicable.
description: Response Rates: Not applicable.
description: Presence of Common Scales: None.
description: Data were gathered from civilian review boards and police departments in each of the jurisdictions. These jurisdictions were selected because they had a civilian review board and/or an intervention by the United States Department of Justice. The data were gathered between 2016 and 2021. They were gathered in several ways. Data in some jurisdictions were available on police department and/or civilian review board websites, and in some cases in annual reports by those agencies. In many cases, formal Freedom of Information Act (FOIA) requests were made to both civilian review board and/or police departments to obtain nominally public data that was not published in annual reports or on websites.
description: Datasets: DS1: Do Department of Justice Intervention and Citizen Oversight Improve Police Accountability?, United States, 1995-2019
description: Police jurisdictions in the United States. Smallest Geographic Unit: Police jurisdictions
description: record abstracts
DOI: 10.48420/24161418
title: Isospin-violating dark matter at liquid noble detectors: new constraints, future projections, and an exploration of target complementarity -- auxillary material and data

description: Description of data associated with arXiv:2302.05458 [ https://arxiv.org/abs/2302.05458 ] accepted for publication in EPJC : "Isospin-violating dark matter at liquid noble detectors: new constraints, future projections, and an exploration of target complementarity"1. "2DSuppressions" - Figure 6, 9 and 10 Suppression of the limits with mass and coupling ratio Naming: '2dsup-TAR-oN.txt' where TAR='ar' or 'xe' and N=operator number Example: 2dsup-ar-o1.txt For TAR='ar', the possible operators are 1,3,5,8,11 For TAR='xe', the possible operators are 1,3,4,5,6,7,8,9,10.11 Data is saved as a 2d array, where the suppression is evaluated at masses = np.logspace(1.2,4,30) ratioarray = np.linspace(-1,1,51) 2. "2DLimits" - Figure 6 (bottom right) and Figure 11 Projected exclusion limit with mass and coupling ratio These were shown in the article only as a ratio ar versus xe, here we provide the data separately Naming: '2dlimit-TAR-oN.txt' where TAR='ar' or 'xe' and N=operator number For TAR='ar', the possible operators are 1,3,5,8,11 For TAR='xe', the possible operators are 1,3,5,8,11 Data is saved as a 2d array, where the suppression is evaluated at masses = np.logspace(1.2,4,30) ratioarray = np.linspace(-1,1,51) 3. "ProjectedLimits_operators" - Figure 7, 12 and 13 Projected limits on the dark matter-nucleon interaction effective cross section for DS20k and LZ for specific coupling ratio values, for various NREFT operators Naming: 'limitEXPCNCP_oOP.txt' where EXP='ds20k' or 'lz' where OP = {1,3,5,8,11} Example: limitds20k1.00_o1.txt Values of the coupling ratio CNCP depend on the operator: coupling_ratios_o1 = [-0.83,-0.72,1.] coupling_ratios_o3 = [-0.920, 1., 1.] coupling_ratios_o5 = [-0.833, -0.180, 1.] coupling_ratios_o8 = [-0.830, -0.340, 1.] coupling_ratios_o11 = [-0.833, -0.733, 1.] These files are have columns: MASS (GeV), XSEC (cm2) 4. "ProjectedLimits_SISD" - Figure 4 Projected limits on the gauge invariant spin-independent and spin-dependent models Naming: limitEXPproj_phiX_theta_Y-MODEL.txt where EXP = 'ds20k' or 'lz' MODEL = 'SI' or 'SD' and X and Y are the phi and theta values to 2 dec. places The values of phi and theta available depend on the model: SD: thetas = [0.3333,0.4646, 0] phis = [0.7272, 0.0707, 1/8] SI : thetas = [0.4515,0.6220,0] phis = [ 0.4147,0.9799,1/8] These files are have columns: MASS (GeV), LIMIT
DOI: 10.48420/24161418.v1
title: Isospin-violating dark matter at liquid noble detectors: new constraints, future projections, and an exploration of target complementarity -- auxillary material and data

description: Description of data associated with arXiv:2302.05458 [ https://arxiv.org/abs/2302.05458 ] accepted for publication in EPJC : "Isospin-violating dark matter at liquid noble detectors: new constraints, future projections, and an exploration of target complementarity"1. "2DSuppressions" - Figure 6, 9 and 10 Suppression of the limits with mass and coupling ratio Naming: '2dsup-TAR-oN.txt' where TAR='ar' or 'xe' and N=operator number Example: 2dsup-ar-o1.txt For TAR='ar', the possible operators are 1,3,5,8,11 For TAR='xe', the possible operators are 1,3,4,5,6,7,8,9,10.11 Data is saved as a 2d array, where the suppression is evaluated at masses = np.logspace(1.2,4,30) ratioarray = np.linspace(-1,1,51) 2. "2DLimits" - Figure 6 (bottom right) and Figure 11 Projected exclusion limit with mass and coupling ratio These were shown in the article only as a ratio ar versus xe, here we provide the data separately Naming: '2dlimit-TAR-oN.txt' where TAR='ar' or 'xe' and N=operator number For TAR='ar', the possible operators are 1,3,5,8,11 For TAR='xe', the possible operators are 1,3,5,8,11 Data is saved as a 2d array, where the suppression is evaluated at masses = np.logspace(1.2,4,30) ratioarray = np.linspace(-1,1,51) 3. "ProjectedLimits_operators" - Figure 7, 12 and 13 Projected limits on the dark matter-nucleon interaction effective cross section for DS20k and LZ for specific coupling ratio values, for various NREFT operators Naming: 'limitEXPCNCP_oOP.txt' where EXP='ds20k' or 'lz' where OP = {1,3,5,8,11} Example: limitds20k1.00_o1.txt Values of the coupling ratio CNCP depend on the operator: coupling_ratios_o1 = [-0.83,-0.72,1.] coupling_ratios_o3 = [-0.920, 1., 1.] coupling_ratios_o5 = [-0.833, -0.180, 1.] coupling_ratios_o8 = [-0.830, -0.340, 1.] coupling_ratios_o11 = [-0.833, -0.733, 1.] These files are have columns: MASS (GeV), XSEC (cm2) 4. "ProjectedLimits_SISD" - Figure 4 Projected limits on the gauge invariant spin-independent and spin-dependent models Naming: limitEXPproj_phiX_theta_Y-MODEL.txt where EXP = 'ds20k' or 'lz' MODEL = 'SI' or 'SD' and X and Y are the phi and theta values to 2 dec. places The values of phi and theta available depend on the model: SD: thetas = [0.3333,0.4646, 0] phis = [0.7272, 0.0707, 1/8] SI : thetas = [0.4515,0.6220,0] phis = [ 0.4147,0.9799,1/8] These files are have columns: MASS (GeV), LIMIT
DOI: 10.5281/zenodo.8013432
title: Anonymous

description: dd
DOI: 10.5281/zenodo.8013431
title: Anonymous

description: dd
DOI: 10.5281/zenodo.8428976
title: Effect of culture conditions on the early stages of development of Codium tomentosum

description: This dataset was generated by the experimental work performed to evaluate of the effect of culture conditions on the early stages of development of <em>Codium tomentosum</em> in the laboratory. The data is relevant for research on the reproduction and the development of propagation protocols for <em>C.</em> <em>tomentosum</em>.
DOI: 10.17632/t8zwb7dxyb.1
title: Data from: Bitomský et al. Genome size is strongly linked to carbohydrate storage and weakly linked to root sprouting ability in herbs

description: Data from: Genome size is strongly linked to carbohydrate storage and weakly linked to root sprouting ability in herbs. Annals of Botany. doi: 10.1093/aob/mcad158 The dataset contains two spreadsheets (comma separated) and phylogenetic tree (newick format): 1) field_survey.csv, the file contains data on root sprouting ability and genome size of 172 herbaceous plant species (referred to as "field survey" in the paper) 2) phylogeny.txt, phylogenetic tree of the 172 species 3) pot_experiment.csv, the file includes carbohydrate and genome size measurements of the congeneric species grown in a greenhouse (referred to as "pot experiment" in the paper) See the paper for detailed information on how the data was gathered and how to interpret it.
DOI: 10.6084/m9.figshare.24291172
title: Code for Tabular Hierarchical RL

description: The .zip file contains the Python code used to produce the experiment conducted in the article:<br>A. Robert, C. Pike-Burke & A. A. Faisal, Sample Complexity of Goal-Conditioned Hierarchical Reinforcement Learning, Advances in Neural Information Processing Systems, 2023.
DOI: 10.17632/g8fgzjpbmy.1
title: Raw data to Bredeck et al., 2023, Particle and Fibre Toxicology

description: In this repository you find the raw data to the following publication: Bredeck, G.; Dobner, J.; Stahlmecke, B.; Fomba, K. W., Herrmann, H.; Rossi, A.; Schins, R. P. F. Saharan dust induces NLRP3-dependent inflammatory cytokines in an alveolar air-liquid interface co-culture model. Particle and Fibre Toxicology, 2023. doi: 10.1186/s12989-023-00550-w
DOI: 10.17632/6kdpbbf7vv.1
title: Online Appendix

description: Appendix data in paper "Three-way group decision based on regret theory under dual hesitant fuzzy environment".
DOI: 10.17632/sf7zywbswy.1
title: Therapeutic base editing of HBG promoter to reactivate high level of γ-globin expression with no detectable off-target mutations

description: raw FACS data of  fetal hemoglobin expression in HSPCs and bone marrow transplantation experiments in NBSGW mice
DOI: 10.17632/sf7zywbswy.3
title: Therapeutic base editing of HBG promoter to reactivate high level of γ-globin expression with no detectable off-target mutations

description: raw FACS data of fetal hemoglobin expression in HSPCs and bone marrow transplantation experiments in NBSGW mice
DOI: 10.17632/sf7zywbswy.4
title: Base editing of the HBG promoter induced potent fetal hemoglobin with no detectable off-target mutations in human HSCs

description: raw FACS data of fetal hemoglobin expression in HSPCs and bone marrow transplantation experiments in NBSGW mice
DOI: 10.17632/xwsggj7f68.1
title: Investigating the Impact of Post-Weld Cleaning and Passivation on the Performance of Austenitic Stainless Steel Using an EIS Paste-Electrolyte Cell

description: Studies were carried out on three reference SS304 stainless steel plates and on two welded SS304 plates. An innovative EIS paste-based cell is employed for this purpose. The study investigates the impact of mechanical cleaning, citric acid+sodium hydroxide (CA), and nitric acid (NA) passivation on welded SS304 stainless steel plates. Welded systems in both the heat-affected (HAZ) zone and base metal (BM) are being analyzed before and after each treatment. Specifically, one welded plate underwent mechanical cleaning, another was solely subjected to CA passivation, and a third received both mechanical cleaning and CA passivation.
DOI: 10.17632/fxgg9pb3px.1
title: Mesquita_etal_2023_FEBS_Viewpoint

description: Supplementary Information corresponding to the data presented in Figure 3 from FEBS_Viewpoint from Francisco S. Mesquita, Laurence Abrami, Arthur Samurkas, and F. Gisou van der Goot_2023. Figure Data corresponds too. 3A. Statistics for total (23898) H. sapiens protein entries in the SwissPalm database (swisspalm.org) showing: Left proportion of transmembrane proteins – 36.9%; Right SwissPalm annotated S-acylated proteins (identified in palmitoyl-proteomes and/or validated experiments B. Vero E6, KO-ZDHHC20/9 co-expressing spike-HA (WT or 10C-A mutant) together with myc-ZDHHC20Long or empty plasmids (KOZDHHC20/9) were metabolically labeled with 35S-Met/Cys for 4 h and chased for (0.5, 1, 1.5, 2, 3, 5, and 7 hours – h). Quantification of radioactivity incorporated in spike-HA-immunoprecipitated fractions was set to 100% for T = 0 min for WT-expressing KOZDHHC20/9 cells. Results are mean ± SD, n = 3. C. SwissPalm annotations for human (9606) and mouse (10090) proteins annotated with the indicated Gene Ontology (https://www.ebi.ac.uk/QuickGO).
DOI: 10.17632/svgff97bn4.1
title: Results for the Männel & Bortfeldt (2016)

description: Männel & Bortfeldt (2016) generated the following instances to provide a sufficiently large set of the 3L-PDP benchmarks, including 54 instances with different characteristics. Concerning the distribution of claims and delivery locations, they created three variants: "Random," "Mixed set," and "Pure set"
DOI: 10.17632/4bd7fcfwrs.1
title: Discretisation Strategies in Architectural Design Process: A Procedural Classification System

description: This academic study offers a thorough exploration of prevailing discretisation methods, complemented by a detailed appraisal of their essential attributes, with the objective of proposing a system for classifying discretisation strategies. Digitally controlled discretised design processes can create innovative architectural opportunities, particularly optimising systems for faster, affordable constructions with intricate geometries. The progression in architecture opens avenues for the integration of digital design and robotic assembly techniques. The concept of modular discretisation is characterised by dynamic, adaptable, geometrically predictable, reusable, and connectable architectural components.
DOI: 10.17632/np4cc9xk2d.1
title: Replication guide for: One Novel Mixed Ownership Reform and Green Innovation in Private Firms: Evidence from China

description: This is a replication guide on the data and methodology of the paper.
DOI: 10.17632/3wdx7t29dx.1
title: data of Benefits of arburcular mycorrhizal fungi for cowpeas (Vigna unguiculata (l.) Walp) infected with Fusarium oxysporum.

description: data show that amf was superior in benefiting cowpea even infected with fusarium. but the treatments showed different strategies and benefits. with some treatments not providing better benefits than just infected cowpea.
all data were collected in the greenhouse experiment.
These are the product data of all the analyzes carried out, such as plant height and dry and fresh mass of the aerial part and root, chlorophyll index and disease severity rate. in addition, R script that was performed in Rstudio.
DOI: 10.17632/3wdx7t29dx.2
title: data of Benefits of arburcular mycorrhizal fungi for cowpeas (Vigna unguiculata (l.) Walp) infected with Fusarium oxysporum.

description: data show that amf was superior in benefiting cowpea even infected with fusarium. but the treatments showed different strategies and benefits. with some treatments not providing better benefits than just infected cowpea.
all data were collected in the greenhouse experiment.
These are the product data of all the analyzes carried out, such as plant height and dry and fresh mass of the aerial part and root, chlorophyll index and disease severity rate. in addition, R script that was performed in Rstudio.
DOI: 10.17632/3wdx7t29dx.3
title: data of Benefits of arburcular mycorrhizal fungi for cowpeas (Vigna unguiculata (l.) Walp) infected with Fusarium oxysporum

description: data show that amf was superior in benefiting cowpea even infected with fusarium. but the treatments showed different strategies and benefits. with some treatments not providing better benefits than just infected cowpea.
all data were collected in the greenhouse experiment.
These are the product data of all the analyzes carried out, such as plant height and dry and fresh mass of the aerial part and root, chlorophyll index and disease severity rate. in addition, R script that was performed in Rstudio.
DOI: 10.17632/3wdx7t29dx.4
title: data of Benefits of arburcular mycorrhizal fungi for cowpeas (Vigna unguiculata (l.) Walp) infected with Fusarium oxysporum

description: data show that amf was superior in benefiting cowpea even infected with fusarium. but the treatments showed different strategies and benefits. with some treatments not providing better benefits than just infected cowpea. all data were collected in the greenhouse experiment. These are the product data of all the analyzes carried out, such as plant height and dry and fresh mass of the aerial part and root, chlorophyll index and disease severity rate. in addition, R script that was performed in Rstudio.
DOI: 10.17632/npm3rmc98p.1
title: 8-story 616-member irregular space steel frame (Sap2000 files)

description: This is the Sap2000 files of the 8-story 616 member irregular steel frame. You can directly use model for analysis. Two versions of models are available named Seismic isolated (SI) based model and fixed based (FB) model.
DOI: 10.17632/7mpmwhg98j.1
title: 6-story 240-member regular space steel frame

description: This is the Sap2000 file of the 6-story 240 member regular steel frame. You can directly use model for analysis. Two versions of models are available named Seismic isolated (SI) based model and fixed based (FB) model
DOI: 10.17632/fxg4km4jyx.1
title: 4-story 132-member irregular space steel frame

description: This is the Sap2000 file of the 4-story 132 member irregular steel frame. You can directly use model for analysis. Two versions of models are available named Seismic isolated (SI) based model and fixed based (FB) model.
DOI: 10.17632/3j8z2cy3rk.1
title: Punishment vs. Pragmatism - dataset

description: Data used to analyse support for the post-Corbyn Labour Party - possible changes in this support in response to post-Corbyn convergence on the basis of the Downsian model of voting.