cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12591539.v1
title: FINDER Model Input and Output Files for Evaluating Utility-Owned Rooftop Solar

description: Berkeley Lab’s FINancial impacts of Distributed Energy Resources (FINDER) model was developed to evaluate the effects of distributed energy resources (DERs) on utility shareholders and ratepayers under varying regulatory and market conditions. Included here are a set of input files and model outputs evaluating a range of scenarios for a utility-ownership business model for residential rooftop solar. Each scenario has its own input file, which is read directly by the FINDER model. These input files are compressed into the the "Input_Files.zip" file. Model outputs for all scenarios are in the workbook "Model_Outputs_and_Figures.xlsx", which also includes a set of summary charts and intermediate calculations that derive the summary statistics presented in those charts. The file "Index.xlsx" lists the full set of study cases, with ID numbers identifying the associated input file and output worksheet.
DOI: 10.6084/m9.figshare.16843597.v1
title: Original screen drug combination data

description: Raw data supporting Jaaks and Coker et al., 2022 (DOI: 10.1038/s41586-022-04437-2). Drug combination data for all tissues, from original screen. Users have a non-exclusive, non-transferable right to use data files for internal proprietary research and educational purposes, including target, biomarker and drug discovery. Excluded from this licence are use of the data (in whole or any significant part) for resale either alone or in combination with additional data/product offerings, or for provision of commercial services.<br>
DOI: 10.25416/edgehill.24298432.v1
title: Values, experiences and aspirations in music education.

description: This dataset was generated from a project entitled 'Values, experiences and aspirations in music education', conducted by Dr Anna Mariguddi.The dataset consists of eight individual stories that capture the professional lives of music educators.
DOI: 10.6084/m9.figshare.11350433.v1
title: Statistical models for generating the plants of generic values: an application in a small municipality

description: Abstract An important source of municipal revenue, the IPTU is based on the value of the property, established by the Generic Value Plan (PVG), which is outdated in most Brazilian municipalities. Thus, the objective of this work was to use spatial econometrics to generate a model that allows determining the venal value of each property in the urban area of Rio Paranaíba/MG. The most adequate models were defined, considering the MCRL. For the models that presented neighborhood effects, the spatial weights matrix was generated, necessary for the determination of the spatial lag models and the spatial error model. By means of these, the homogenized variable was determined, which was included in the final model as an independent variable. The models that presented the most adequate were those that used the independent variable homogenized, which allowed to determine the value of each property by species that are consistent with market values. The methodology used proved to be feasible for application in small municipalities, which, together with the real estate registry, allow to update their tax collection bases and comply with the principle of tax equality. This study demonstrated the feasibility of using robust and recognized methods by the ABNT for small towns.
DOI: 10.6084/m9.figshare.1211904.v1
title: Test Image Data Set

description: Images tested, with and without the filter applied.
DOI: 10.6084/m9.figshare.1254117.v12
title: Cytochrome P450 CHARMM heme parameter file with fixed missing hydrogens for Gromacs

description: The missing hydrogens were added to the heme in the file aminoacids.hdb.
DOI: 10.6084/m9.figshare.971041.v2
title: The physics of the Earths atmosphere III. Pervective power. Supplementary Information

description: Supplementary information dataset for the following article: M. Connolly and R. Connolly (2014). <em>The physics of the Earth's atmosphere III. Pervective power</em>. Open Peer Rev. J., 25 (Atm. Sci.), ver 0.1 (non peer-reviewed draft). <strong>Abstract of article</strong> A previously-overlooked mechanism for energy transmission throughout the atmosphere is presented and characterised. This mechanism, which we have named pervection, involves the transmission of mechanical energy through a mass – in this case, the atmosphere. It is distinct from convection in that it does not require mass transport. It is also distinct from conduction in that conduction involves the transmission of thermal energy, not mechanical energy. The current atmospheric models assume that energy transmission in the atmosphere is dominated by radiation and convection, and have until now neglected pervection. Experiments were carried out to measure the rate of energy transmission by pervection in air. It was found that pervection is rapid enough (39.4 ± 0.9 m s-1) to ensure the troposphere, tropopause and stratosphere remain in thermodynamic equilibrium. This contradicts a fundamental assumption of the current atmospheric models which assume the atmosphere is only in local thermodynamic equilibrium.
DOI: 10.17632/nkvkd365mg
title: A low-cost approach to on-board electrochemical impedance spectroscopy for a lithium-ion battery: supplementary materials

description: The folder "Supplementary data" contains the codes used to manage the EIS acquisition and the EIS data obtained in the tests performed in the paper "A low-cost approach to on-board electrochemical impedance spectroscopy for a lithium-ion battery".

CODES:
1) The folder Pynq C code contains the C code running on the Pynq Z2 microcontroller with the libraries used to manage two main functions:
- to control a custom FPGA layer used to generate a PWM-modulated sinusoidal stimulus signal to inject as a reference signal in the current control loop of a DC/DC converter, which is used as a sinusoidal stimulator for a lithium ion battery;
- to control the EVAL-L9963E-MCU board manufactured by STMicroelectronics through an SPI channel to manage the EIS acquisition.
The source files could be used to better understand the stimulation/acquisition routine used in the linked paper.
2) In the file "MATLAB main code.txt" there is the MATLAB code used to communicate with the Pynq through a serial interface to download the measurement data acquired by the system.

EIS DATA:
In this folder you can find some MATLAB data file with the measurements obtained in every test performed in the paper:
1) EIS vs SOC - In this folder you can find some MATLAB data file with the EIS made at 6 different State of Charge (25%, 35%, 45%, 55%, 65%,75%) on a Lithium Cobalt Oxide (LiCoO2) 18650 2600mAh battery manufactured by Alcapower, part code LIR18650HFT.
The sinusoidal stimulus signal is generated with a commercial battery charger manufactured by Microchip, part code MCP1630RD-LIC2. It is controlled to generate 100mA peak amplitude sinusoidal stimulus signals in a frequency range from 0.1Hz to 325Hz, with a DC offset of +100mA.
The tests are made at an ambient temperature of 24°C+-2°C.
2) Reference RC load test - This folder contains the EIS measurements made on a reference RC load of a 5 Ohm resistor in parallel with a 22uF capacitor used to calibrate the EVAL-L9963E-MCU board.
3) Lithium battery EIS compensation - This folder contains the EIS measurements made with 100mA peak amplitude sinusoidal stimulus signal and zero DC offset, in a frequency range from 0.162Hz to 500Hz, on a Lithium Cobalt Oxide (LiCoO2) 18650 2600mAh battery manufactured by Alcapower, part code LIR18650HFT. 
The stimulus signal is generated by the Biologc SP200 impedance spectrum analyzer at an ambient temperature of 24°C+-2°C.
4) Reproducibility test - In this folder you can find some MATLAB data file with 90 impedance measurements made with 100mA peak amplitude and zero DC offset sinusoidal stimulus signal at four specific frequencies (1Hz, 10Hz, 100Hz, 500Hz), on a Lithium Cobalt Oxide (LiCoO2) 18650 2600mAh battery manufactured by Alcapower, part code LIR18650HFT. The measurements are made with EVAL-L9963E-MCU battery monitor and the stimulation and reference measurement are performed by an impedance spectrum analyser Biologic SP200.
DOI: 10.6084/m9.figshare.20044298.v1
title: Analysis and Comparison of Sensors for Measurements of Partial Discharges in Hydrogenerator Stator Windings

description: Abstract In order to measure electrical signals produced by partial discharges in hydrogenerators stator windings, capacitive couplers are regularly used. They are electrically connected to the windings and therefore, require undesired insulation intrusion. For avoiding such an intrusion, a microstrip directional coupler is used, which is experimentally and numerically investigated in this work. This electromagnetic field sensor is analyzed initially via computer simulation using the finite-difference time-domain method. This numerical analysis is fulfilled considering the coupler placed over a stator bar. Experimental high-voltage tests with generator windings were also performed. We compare the results of the measurements obtained by using various sensors and show that the microstrip directional coupler has some important advantages over traditional capacitive sensors such as complete conductive insulation from the windings and the capacity of detecting shorter PD pulses due to their wider bandwidth.
DOI: 10.17632/88bf8rfvtb
title: Instances for Staff Scheduling in Japan

description: This dataset is related with the Data in article entitled: “An iterated local search heuristic for the staff scheduling problem for part-time employees in Japan.” The dataset includes 2 real-world instances in Japan. A detailed description for each file is provided by lines started with "#."
DOI: 10.6084/m9.figshare.28594799.v1
title: StateSpace-Analysis-Manuscript

description: In this repository, we shared the basic state-space analysis manuscript for cerebral ischemia assessment.
DOI: 10.6084/m9.figshare.5809812.v6
title: Using ribosome profiling to quantify differences in protein expression: a case study in Saccharomyces cerevisiae oxidative stress conditions

description: Blevins_Tavella_etal_Scer_transcriptome.gtf: Transcriptome of S.cerevisiae that includes the genomic coordinates of annotated features as well as <i>de novo</i> assembled transcripts mapped for <i>S.cerevisiae</i> S288C. We performed RNA-Seq of polyA+ RNA of yeast was grown in normal and oxidative stress conditions (H<sub>2</sub>O<sub>2</sub>). Paired-end strand-specific sequencing reads were generated. Next, we assembled the transcriptome with Trinity using the sequencing data from all RNA-Seq experiments. Transcripts that did not overlap with annotated genes (XLOC) were kept and combined with the gene annotations to produce the final file.<br><br>Blevins_Tavella_etal_tableofcounts.txt: Number of mapped reads per gene in Ribo-Seq (RF) and RNA-Seq (RNA) experiments, for control and oxidative stress (treated); Rep1: sequencing replicate 1; Rep2: sequencing replicate 2.<br>Blevins_Tavella_etal_X_up.csv: list of genes significantly up-regulated by Ribo-Seq (X=RP) or RNA-Seq (X=RNA).<br>Blevins_Tavella_etal_X_down.csv: list of genes significantly down-regulated by Ribo-Seq (X=RP) or RNA-Seq (X=RNA).<br>Blevins_Tavella_Scerevisiaes_5UTR.gtf: annotation file for the 5'UTRs of <i>S.cerevisiae</i> S288C.<br>Blevins_Tavella_gene_lists.xlsx: quantitative RNA (RNA-Seq and Ribo-Seq) and protein (mass spec) data for all genes analyzed.<br>Blevins_Tavella_geneswithdifferentialexpression.xlsx: list of genes that follow different kinds of regulation (homodirectional, compensated mRNA change, translational regulation) as well as genes with increased or decrease translational efficiency (TE) during stress according to Ribodiff.<br>
DOI: 10.17632/ddzs3pxzd8
title: Dataset for Voluntary gender quotas and villager perceptions toward female leaders: Evidence from a community-driven development program in Myanmar

description: Replication dataset for 'Voluntary gender quotas and villager perceptions toward female leaders: Evidence from a community-driven development program in Myanmar'
DOI: 10.17632/ynynbc6df6
title: Data for: Combining transcriptomes and ultraconserved elements to illuminate the phylogeny of Apidae

description: This repository contains the research data associated with the article "Combining transcriptomes and ultraconserved elements to illuminate the phylogeny of Apidae". It includes the trinity assemblies of the de-novo sequenced UCEs, the extracted UCE sequence data from the included genomes and transcriptomes, as well as the concatenated nucleotide matrices with their partition files. We further provide the inferred phylogenetic trees in newick format and detailed supplementary methods.
DOI: 10.6084/m9.figshare.13705210.v2
title: DAFI meta data

description: This is the metadata for the global database of anthropogenic fire.
DOI: 10.6084/m9.figshare.28801274.v1
title: Data of "Local and landscape features of urban fragments determine the occurrence of stingless bees"

description: These are the original data files used in the study: "Local and landscape features of urban fragments determine the occurrence of stingless bees"
DOI: 10.17632/nm9ckg6kgv
title: Principal component factor variable for the forecasts of GDP loss from climate change

description: This file presents a dataset for the principal component factor variable (see Rencher and Christensen 2012 for a full explanation of the methodology) for the GDP loss forecasts across several countries for the horizons 2030, 2050 and 2100. The first variable (fGDP_) is the first principal component factor obtained from 6 measures of GDP loss from previous studies in the literature: Burke et al. 2015, Kalkuhl and Wenz 2020: panel, Kalkuhl and Wenz 2020: cross-section, Kahn et al. 2021: RCP 2.6, Kahn et al. 2021: RCP 8.5, Roson and Sartori 2016. The second variable is a similar principal component factor variable obtained from the first 5 measures of GDP loss, therefore it excludes the Roson and Sartori 2016 measure. I also include the Stata codes necessary to replicate this empirical dataset from the original source datasets, with M_CC_analysis.do being the master file that call all the other codes in sequence to implement the analysis from beginning to end.

References:
Burke, M., S. Hsiang and E. Miguel (2015), "Global non-linear effect of temperature on economic production," Nature, 527, 235--239.
Kahn, M., K. Mohaddes, R. Ng, M. Hashem Pesaran, M. Raissi and J. Yang (2021), "Long-Term Macroeconomic Effects of Climate Change: A Cross-Country Analysis". Energy Economics, 104, 105624.
Kalkuhl, M. and L. Wenz (2020), "The impact of climate conditions on economic production. Evidence from a global panel of regions," Journal of Environmental Economics and Management, 103, 102360.
Rencher, A. and W. Christensen (2012), "Methods of Multivariate Analysis," 3rd ed., Wiley.
Roson, R. and M. Sartori (2016), "Estimation of Climate Change Damage Functions for 140 Regions in the GTAP 9 Database," Journal of Global Economic Analysis, 1(2), 78-115.
DOI: 10.6084/m9.figshare.12063297.v1
title: Thermodynamic and Transport Properties of Hydrogen Containing Streams: Data sets

description: The main article which describes the data is in press in nature scientific data.
DOI: 10.6084/m9.figshare.14386997.v2
title: Paleomagnetic measurements of discrete samples of sediment core Co1401 from Levinson-Lessing Lake, Siberia

description: The dataset include the data of 903 discrete samples taken from sediment core Co1401. It comprises the mass and magnetic susceptibility, natural remanent magnetization (NRM), and alternating field (AF) demagnetization of NRM performed at peak fields of 5, 10, 15, 20, 25, 30, 35, 40, 50, 60, 70, and 80 mT. Please note that the core was AF demagnetized using a peakfield of 15 mT before samples were collected.Additionally shown are the anhysteretic remanent magnetization (ARM) imparted imparted by 80 mT peak AF, 100 µT bias field, the AF demagnetization of the ARM at peak fields of 10 mT and 60 mT, and the isothermal remanent magnetization (IRM) imparted at 0.9 T. Measurements were performed at the cryogenic magnetometer laboratory of the Geological Survey of Norway in Trondheim (NGU).<br>The relative palaeointensity (RPI) is calculated using the partial NRM (pNRM) between the 30 and 50 mT AF step and the magnetic susceptibility, ARM and IRM as normalizers. The charachteristic remanet magnetization (ChRM), RPI and PSV is not given for samples discarded during evaluation. The presented age model results from correlation of RPI(ARM) features to the most recent version of GLOPIS-75. Please note: the RPI age model does not consider possible influences of the lock-in depths.<br>
DOI: 10.6084/m9.figshare.19426739.v7
title: Dataset for the PNAS article titled 'Accurate Virus Identification with Interpretable Raman Signatures by Machine Learning'

description: <strong>About Dataset</strong> <br> Context The dataset is acquired via the VIRRION platform designed for label-free capture and enrichment of viruses. It consists of Raman spectra of three groups of RNA viruses, including human respiratory viruses (influenza A H1N1 and H3N2, influenza B, rhinovirus, respiratory syncytial virus (RSV)), avian respiratory viruses (influenza A H5N2 and H7N2, infectious bronchitis virus (IBV), reovirus), and human enteroviruses (Coxsackievirus B type 1 and 3 (CVB1, CVB3), enteroviruses EV70 and EV71). Content The dataset contains 10 sample Raman Spectra for each virus type/subtype in “virus_spectra.zip”, and visualization of the spectra in “virus_spectra_plots.zip”. The Raman mapping data of spectra was collected for each sample by the 20X20 grid, and the first two colomns are the corresponding X and Y coordinates respectively. In each txt file that corresponds to one Raman spectrum, the columns are: X coordinate Y coordinate Wavenumber Signal Intensity More data and machine learning source code More data are available upon request, for research purposes only. Please email <strong>mtterrones@gmail.com </strong>(Dr. Mauricio Terrones) with a short description about the purpose of usage along with your request for more data. The machine learning source code for our work is available via the GitHub Repo below: https://github.com/karenyyy/Accurate-Virus-Identification-with-Interpretable-Raman-Signatures-by-Machine-Learning-.git
DOI: 10.6084/m9.figshare.2067255
title: Preparation and characterization of dual-responsive spiropyran-based random copolymer brushes via surface-initiated atom transfer radical polymerization

description: Silica nanoparticles (SiO<sub>2</sub>) were grafted with the precursor random copolymer of 1′-(2-acryloxyethyl)-3′,3′-dimethyl-6-nitrospiro-(2H-1-benzopyran-2,2′-indoline) (SPMA) and tert-butyl methacrylate (tBMA) by surface-initiated atom transfer radical polymerization (SI-ATRP), and SiO<sub>2</sub>-g-P(SPMA-co-methacrylic acid (MAA)) was obtained via chemical hydrolysis of the resulting precursor random copolymer in acidic conditions. From transmission electron microscopy, we observed the spherical morphology of monodispersed silica nanoparticles and core-shell structure of SiO<sub>2</sub>-g-P(SPMA-co-MAA). Energy dispersive spectroscopy, Fourier transform infrared spectra, X-ray photoelectron spectroscopy, and the thermogravimetric analysis indicated that the polymer had been successfully grafted onto the surface of silica nanoparticles. The dual-responsive properties were characterized by means of ultraviolet-visible spectrophotometer and dynamic light scattering. The average hydrodynamic diameter of SiO<sub>2</sub>-g-P(SPMA-co-MAA) increased from 185.7 to 212.7 nm under ultraviolet light irradiation for 5 min. Also, the particle size of SiO<sub>2</sub>-g-P(SPMA-co-MAA) increased with the rising pH value of surrounding condition.
DOI: 10.6084/m9.figshare.25427692.v3
title: Results from all methods across five species

description: Benchmark results of centroAnno and reference methods on real data sets (genome assembly).
DOI: 10.6084/m9.figshare.27248343.v2
title: Dataset of Digital Marketing Strategy in a Digital Marketing Agency Startup

description: Research data set on digital marketing strategy in a digital marketing agency startup. This data set contains interview protocols; verbatim interview; and triangulation validation. The study used a single-case study of the marketing agency startup Jendela Cerita in Malang, Indonesia, in 2024. This qualitative research dataset with data collection using the in-depth interview method is in Bahasa Indonesia.
DOI: 10.6084/m9.figshare.1279201.v1
title: Page-Level Genre Metadata for English-Language Volumes in HathiTrust, 1700-1922

description: Page-by-page genre predictions for 854,476 English-language volumes printed between 1700 and 1922, keyed to the texts in HathiTrust Digital Library. This research was supported by the National Endowment for the Humanities and the American Council of Learned Societies. The genre predictions were produced by an ensemble of regularized logistic classifiers, and are intended to support research that explores broad trends in literary history. Since volumes usually contain multiple genres, page-level metadata is necessary to create machine-readable collections in a particular genre. Only very broad categories are discriminated here (fiction, poetry, drama, nonfiction prose, paratext). Overall average accuracy is 93.6%, but confidence metrics are included that allow researchers to trade recall for enhanced precision. For instance, the filtered subsets of fiction, poetry, and drama (included here as fiction.tar.gz, etc.) have higher than 97% precision. Predictions are included as JSON objects in separate files, one for each volume. The tar.gz files prefixed with "all" include all 854,476 volumes, divided by date. The tar.gz files named for genres contain subsets of volumes that have been filtered to achieve greater than 97% precision in that particular genre. Specifically, they include 18,111 vols containing drama, 102,349 vols containing fiction, and 61,286 vols containing poetry. These datasets were filtered both with confidence metrics created by a logistic model and by manual editing. Ringers.csv is a list of volumes that we had to manually remove; scholars who select their own datasets from the larger collection (of files beginning "all") may also want to consider filtering out these tricky cases. Accompanying meta.csv files provide summary volume-level metadata for each collection. For full details of methods and data format, see the interim project report at (http://dx.doi.org/10.6084/m9.figshare.1281251). For software and training data used in the project, see the repository (https://github.com/tedunderwood/genre).