cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/82jdrt326s
title: Market-Based Power System Test Cases Data

description: This dataset is aimed to provide the required data to equip the test cases to perform similar to a real electricity market. Datasets have been derived from multiple federal websites and electricity market sources used to augment the existing test cases to replicate the dispatch of a real electricity market. The datasets in this repository are described briefly below: 1.“Clustered quadratic cost curves for test cases developed based on 2016 PJM market generator offers” contains data of PJM market generators into three clusters using the technique presented in [1]. The data is presented in Matlab nested-structured data format (.mat). 2.“RTS96_PJMFuel_2016.txt” contains a modified RTS-96 test system in MATPOWER format with fuel type modified to represent the 2016 summer installed capacity (ICAP) of PJM as shown below. The test case has been equipped with generator’s thermal information (MMBtu/MWh) and emission information based on [2]. energy source || 2016 PJM ICAP (%) || modified RTS-96 capacity (%) coal || 36.6 || 37.1 gas || 35.5 || 34.5 hydro || 4.9 || 5.2 nuclear || 18.2 || 19.2 oil || 3.7 || 3.5 multi-fuel || 0.4 || 0.5 3. “Augmented generator cost functions data for RTS-96 based on 2016 PJM market generator-offer data” is a collection of augmented cost functions for RTS-96 test case developed using the technique presented in [1]. The cluster data used for preparing this dataset is presented in this repository. The technique to use the augmented cost functions is presented in the data description. 4.“capacity factors.xlsx” contains the capacity factors and annual energy percentage share of all the major fuel-turbine types used in PJM Interconnection during 2016. Seventeen fuel-turbine types have been presented in this dataset. This information is used to augment test cases with the fuel-turbine type used in emission studies. 5.“emission_Factors.xlsx” contains the emission factors of CO2, SO2, and NOx based on information from the Environmental Protection Agency (EPA) AP-42 documents. The dataset contains the uncontrolled emission factors and the controllers' efficiency to reduce the corresponding air pollutant. 6.“thermal_curves.xlsx” contains the thermal efficiency of generators in PJM interconnection derived from 2016 EIA-923 data by dividing the heat required (MMBtu) by the net generation (MWh) per month. The thermal efficiency points are presented concerning the relative capacity factor developed based on the net generation in a month over the maximum generation of all the months. [1] V. Durvasulu and T. M. Hansen, "Market-based generator cost functions for power system test cases," in IET Cyber-Physical Systems: Theory & Applications, vol. 3, no. 4, pp. 194-205, Dec. 2018. [2] E. Krall, M. Higgins, and R. P. O’Neill, “RTO Unit Commitment Test System,” Federal Energy and Regulatory Commission (FERC), Washington D.C., July 2012.
DOI: 10.17632/sy2vrhj227
title: A low-cost and open-source mini benchtop centrifuge for molecular biology labs

description: Small benchtop centrifuges ubiquitous in many labs. Often they are only used to remove liquid film or droplets from the inner wall of plastic tubes after vortexing or homogenization. 
In this manuscript all the necessary information is provided to build a simple benchtop mini centrifuge for this task, requiring minimal footprint. It consists only three printed parts (optimized to be printed without supports) and cheap off-the-shelf components (80 mm computer fan, switches, food container and power supply). It can be assembled with basic soldering skills, no programming needed.
	While the total cost of materials is only 20 €, when compared to its commercial counterparts, this diy benchtop spinner was equally capable to remove droplets and liquid film from the inner wall of centrifuge tubes (up to six 1.5/2 ml, 0.5 ml or 0.2 ml tubes). Comparing noise levels this model was quieter than an Eppendorf 5424, BioSan MSC-6000 or Kisker biotech centrifuges at 2000 RPM.
Because it is designed to perform a very generic and common task, it could be useful for a very wide array of laboratories and researchers: molecular biology, genetics, microbiology, student labs, biohacking labs, etc.
DOI: 10.6084/m9.figshare.24138852.v4
title: A literature-based methane exchange dataset on the Qinghai-Tibetan Plateau

description: Observations of CH4 fluxes from 27 sites across the wetland and grassland on the QTP.
DOI: 10.6084/m9.figshare.29078651.v1
title: Raw data for locus: Dero_A08F_B01R

description: Raw data for calls locus: Dero_A08F_B01R
DOI: 10.17632/txx7np8srh
title: VERCORS benchmark 2

description: This dataset is related to the VERCORS benchmark 2 which occurred in 2017-2018. VERCORS is a 1/3 mock-up of a double wall concrete containment building. Participants of the benchmark were given this set of data as well as the instructions given in the document.zip. Also in this document.zip can be found the 2 reports written for the restitution: EDF report comparing the results and papers written by the workshop participants.
DOI: 10.6084/m9.figshare.18008597.v2
title: Biodegradation of low density polyethylene (LDPE) by mesophilic fungus ‘<i>Penicillium citrinum</i>’ isolated from soils of plastic waste dump yard, Bhopal, India

description: Low density Polyethylene (LDPE) in various forms has become a part of life. Its accretion due to non degradable nature is concern, endangering life on earth. Amongst various methods of LDPE disposal bioremediation is regarded as ecofriendly & widely accepted. Current investigation was an attempt to isolate potent PE degrading fungus from municipal landfill soils of Bhopal, India loaded with plastic waste.16 fungal isolates were recorded from the site; PE deteriorating fungus was screened using mineral salt agar medium amended with 3% LDPE powder as sole carbon source. The isolate <i>Penicillium citrinum</i> showed fast fungal colony growth in screening medium was selected for biodegradation study. <i>P.citrinum</i> showed 38.82 ± 1.08% weight loss of untreated LDPE pieces; to improve the degradation capacity nitric acid pretreatment was performed; biodegradation was significantly stimulated by 47.22 ± 2.04% after it’s pretreatment. Laccase, lipase, esterase & manganese peroxidase activities were assayed by spectrophotometer. LDPE biodegradation was analyzed by weight loss %, change in pH during fungal growth, field emission scanning electron microscopy (FE-SEM), fourier transform infrared spectroscopy (FTIR) & thermogravimetric analysis (TGA). FTIR spectra showed appearance of new functional groups assigned to hydrocarbon biodegradation, confirming enzymatic role in process. Changes in FTIR spectra of LDPE samples (untreated & pretreated) before & after biodegradation & surface changes in the biodegraded LDPE (indicated from FE-SEM) confirmed depolymerization of LDPE. Further changes in thermal decomposition rates of biodegraded samples in comparison to control, validate biodegradation. This is the first report signifying high competence of <i>P.citrinum</i> in LDPE degradation without prior pretreatment.
DOI: 10.6084/m9.figshare.24784320.v1
title: SWAT Simulated LAI and MODIS LAI

description: This research attempts to understand vegetation responses to climate change variability at a floodplain level. Further, this study tried to enlighten our understanding of temporal climate change impacts under different climate scenarios.
DOI: 10.6084/m9.figshare.5129980.v2
title: Data and code to reproduce analyses from "Trait-based prediction of host species roles in parasite sharing networks"

description: ​This repository contains code and data to reproduce the analyses and create figures from:<br><br>&gt; Dallas, T, BA Han, CL Nunn, AW Park, PR Stepehns, and JM Drake. 2017. "Trait-based prediction of host species roles in parasite sharing networks" <br><br><br>The RData file (`dataForGBM.RData`) contains files also generated in the data processing script (`DataProcessing.Rmd`), which reads in the associated csv files in this repository. <br>`Dallas2017.Rmd` runs the analyses and produces the plots from the manuscript. Generated plots may differ slightly, as data subsetting and model training have elements of randomness.<br><br>For more details on the analyses presented here, please see the original publication.
DOI: 10.17632/29kjy99kkh
title: BDFreshFish: A Comprehensive Image Dataset for Machine Learning Applications on Bangladeshi Freshwater Fishes

description: The "BDFreshFish" dataset contains a set of image data for eight different categories of native freshwater fish from various parts of Bangladesh. The eight distinct classes of fish have the following scientific names: Anabas Testudineus, Batasio Tengana, Channa Punctata, Marcrobrachium malcoimsonii, Heteropneustes Fossilis, Mastacembelus Armatus, Ompok Bimaculatus, and Puntius Sophore. Our collection comprises 3100+ images across these eight classes, with 300 augmented images and approximately 100 raw images in each class. The majority of raw images originate from rivers in Bangladesh. The dataset has four primary fish species characteristics: head, body, scales, and fins. Each original image was taken in adequate natural light against the right backdrop. Each image was properly organized into an appropriate folder, allowing different machine learning and deep learning models to make the best use of the images. Utilizing this enormous dataset and various traditional machine learning (TML) and deep learning (DL) techniques, researchers could make significant advancements in analyzing particular fish category classifications to analyze the freshwater environment and fish movement.
DOI: 10.6084/m9.figshare.14871048.v1
title: E_wallet_adoption.csv

description: This is a raw data that pertaining users’ readiness and perceptions toward e-wallet.
DOI: 10.6084/m9.figshare.19493060.v1
title: Focus Groups on Data Sharing and Research Data Management with Scientists from Five Disciplines

description: This dataset resulted from conducting focus groups with scientists from five disciplines (atmospheric and earth science, chemistry, computer science, ecology, and neuroscience) about data management to lead into a discussion of what features they think are necessary to include in data repository systems and services to help them implement the data sharing and preservation parts of their data management plans. Participants identified metadata quality control and training as problem areas in data management. Participants discussed several desired repository features, including: metadata control, data traceability, security, stable infrastructure, and data use restrictions. Our dataset includes five anonymized focus group transcripts in .pdf file format (one for each focus group with scientists from each discipline), our codebook as a spreadsheet in excel file format (.xlsx), and coded segments of our transcript text to visualize our data analysis in an excel spreadsheet in excel file format (.xlsx).
DOI: 10.6084/m9.figshare.21368883.v1
title: attachment1.xlsx

description: Combining reverse logistics multi-centre mixed fleet dynamic distribution problem
DOI: 10.6084/m9.figshare.21919425.v3
title: biopsy_RNA.h5ad

description: scRNA-seq of colon biopsies from healthy controls and patients with ulcerative colitis on aminosalicylates or vedolizumab. Seurat RNA object (.rds) and anndata (.h5ad) are provided.Addendum: 4/28/25, uploaded a new .h5ad file with additional raw counts and processed layers
DOI: 10.6084/m9.figshare.25057745.v1
title: Supplemental Data from The effect of body size and inbreeding on cancer mortality in breeds of the domestic dog: a test of the multi-stage model of carcinogenesis

description: Supplemental data derived for the analysis, plus some results
DOI: 10.17632/ny25mps867
title: TiO2_110x-CNT66Y.all_Δφ.ANI

description: # this file includes the 5 optimized structures of CNT(6,6) at a rutile (110) surface as described # in a paper: "A tight-binding model of a carbon nanotube interacting with TiO2 rutile (110)" # by Tomasz Kostyrko, accepted to Applied Surface Science # the optimized structures correspond to different rotations of the CNT # around its longitudinal symmetry axis # the angles of rotation are in sequence: 0,5,10,15,20 degrees # recommended viewer: jmol
DOI: 10.23641/asha.26506144.v1
title: Typing versus handwriting (Lee et al., 2024)

description: <b>Purpose: </b>Handwriting and typing have different cognitive and motor demands; however, questions remain as to whether performance in people with aphasia varies based on modality. This study compares written discourse production across handwritten and onscreen typed modalities for a large sample of people with aphasia. We also aimed to explore potential variables that predict the number of written words generated by participants and determine if modality differences emerge when these variables are included as predictors.<b>Method:</b> Writing samples, via handwriting and onscreen typing, elicited in a picture description task were collected from 52 participants with chronic aphasia and coded for number of words. Generalized linear mixed-effects models were used to model the data. Aphasia type, severity of aphasia, writing severity, and use of nondominant hand for writing or onscreen typing were included as predictor variables.<b>Results:</b> There were no significant differences between the number of words generated in the typed modality versus handwritten modality for the sample. Of the predictor variables examined, Western Aphasia Battery–Revised writing scores significantly predicted the number of words produced (<i>p</i> &lt; .001). However, the interaction of writing severity with modality was not significant.<b>Conclusions:</b> This preliminary study suggests that there was no effect of modality on one measure of written production, number of words. Future research is needed to evaluate if there are meaningful differences between modalities when additional measures, such as writing informativeness, are considered.<b>Supplemental Material S1. </b>Western Aphasia Battery–Revised Writing scores.Lee, J. B., Kinsey, L. E., & Cherney, L. R. (2024). Typing versus handwriting: A preliminary investigation of modality effects in the writing output of people with aphasia. <i>American Journal of Speech-Language Pathology</i>, <i>33</i>(6S), 3422–3430. https://doi.org/10.1044/2024_AJSLP-23-00344<b>Publisher Note:</b> This article is part of the Special Issue: Select Papers From the 52nd Clinical Aphasiology Conference.
DOI: 10.6084/m9.figshare.13312427.v1
title: DKD dataset for repository.csv

description: Data set of patients of Diabetic Kidney Disease and controls with parameters of renal funcion and concentrations of arachidonic acid-derived eicasanoids in plasma and urine
DOI: 10.6084/m9.figshare.19102556.v1
title: DataSheet 2 - Soil algal NPP

description: This data set contains the primary productivity data used in the paper to investigate soil algal NPP biogeography.
DOI: 10.6084/m9.figshare.24145392.v1
title: ELIFE pan-cancer data

description: Metadata of dataset for ELIFE paper about pan-cancer early detection using SPOT-MAS testProcessed data of 8630 features used in this paper
DOI: 10.6084/m9.figshare.24406372.v1
title: MD trajectory_ERK2介导的MKP3激活中变构信号传递机制的结构和动力学见解

description: MKP3-CD、ERK2-MKP3-CD 和 MKP5-CD 的分子动力学模拟轨迹。
DOI: 10.6084/m9.figshare.28953206.v1
title: Oscillatory Field Genesis: Empirical Validation of Θ–Φ Shell Coherence and Cosmological Resonance Structures

description: In just two days, this paper presents the observational, statistical, and theoretical validation of Oscillatory Field Genesis (OFG), a cosmological model based on interacting memory fields Θ and Φ. Using cleaned WMAP and Planck CMB data, we detect high-amplitude harmonic phase bands, redshift quantization from a Xi lattice, and a newly confirmed 35° resonance shell aligned with the birth of the solar system—named the Heliogenesis Shell. These results directly challenge ΛCDM predictions, suggesting instead a universe structured by field resonance, standing wave compression, and temporal field memory. The evidence includes &gt;5σ correlations, phase-locked anomalies, and inter-band saturation not attributable to instrumentation. This work initiates a new direction in cosmology and field theory, combining precise data extraction with an emergent physical ontology.
DOI: 10.17632/xrh8ssskjb
title: Digital Adoption by Enterprises in Malaysian Industrial Sectors During COVID-19 Pandemic: Survey Data

description: This article presents data on digital adoption by enterprises in Malaysian industrial sectors during the COVID-19 pandemic. The data were collected during the periods of Conditional Movement Control Order (CMCO) and Recovery Movement Control Order (RMCO) from October 11 to December 31, 2020. Data collection was completed through an online questionnaire survey conducted among a sample of 432 enterprises from four industrial sectors, namely services, retail, manufacturing, and tourism, in all states in Malaysia. The sample was selected using cluster and systematic random sampling. The questionnaire asked respondents to state whether they used the Internet, computers, phones, web sites, e-payment, and e-commerce to complete their activities relating to finance, production and operations, human resource management, and marketing. The data show the extent of digital adoption by Malaysian enterprises during the pandemic in comparison to the situation before the pandemic. The data may be of use to other similar researchers as comparison and to policy makers as guides in devising related policies.
DOI: 10.6084/m9.figshare.14785911.v1
title: AllVariantsMergedForPub2.xlsx.zip

description: Collections of Variants in a set of 17 blood and bleeding disorders genes genes from 1280 patients.<br><br>
DOI: 10.6084/m9.figshare.20337255.v1
title: The effects of feeding rate on water quality, Biofloc Consumption and growth performance of African catfish (Clarias gariepinus) reared under a biofloc system

description: Biofloc provide two services, treating wastes from feeding and providing nutrtion from biofloc consumption. Information of biofloc nutrtion were very rare. . The present study aimed to analyze the effects of feeding rate on water quality and growth performance of African catfish reared under a biofloc system. The experiment a completely randomized design, which 4 treatments, namely biofloc with 5% feeding rate (B5), biofloc with 4% feeding rate (B4), biofloc with 3% feeding rate (B3), and non-biofloc with 5% feeding rate (N5) as a control. All treatments were triplicated. The results showed that dissolved oxygen and nitrite levels between groups differed significantly, but this did not occur for total ammonia nitrogen (TAN), Temperature and pH. Biofloc consumption B5, B4, B3 were higher than N5. Compared to N5, specific growth rate, final weight, and weight gain were significantly different and higher in B5, different and lower in B3, but not significantly different in B4. Feed convertion ratio (FCR) in B5 and B4 have lower than N5. Based on the results, the feeding rate in a biofloc system is concluded to be reduced by 20% compared to non-biofloc.
DOI: 10.6084/m9.figshare.22709983.v1
title: Forest soil chemistry data

description: Soil chemistry data used in the manuscript entitled "Long-term simulated nitrogen deposition has moderate impacts on soil microbial communities across three bioclimatic domains of the eastern Canadian forest". This dataset comprises pH, N concentration, and C:N values measured in F and H horizons in 2013 and 2021 at 3 forest sites located in Quebec, Canada.
DOI: 10.6084/m9.figshare.21521244.v2
title: A spatiotemporally constrained inventory of global glacial lakes

description: Climate change accelerates the extensive retreat and downwasting of glaciers, leading to the widespread formations and rapid growths of glacial lakes worldwide. Spatial distribution information on glacial lakes is crucial for evidencing the climate change impacts and warning about the hazards of glacial lake outbursts. The existing glacial lake inventories are mostly region or basin specific. Therefore, there is therefore a pressing need to obtain a spatially and temporally constrained dataset of global glacial lakes. Based on a semi-automated approach, this study inventories 117,352 glacial lakes (≥0.01 km2) worldwide, with a net area of 24,755.84 ± 2,971.33 km2. The evaluation result shows that the global glacial lake data have an average overall accuracy of 89.37% and 91.42% in number and area, respectively. The global glacial lakes are widely distributed in different altitudes, ranging from the Earth’s third pole to the coastal zones. Most glacial lakes are distributed in Greenland, High-Mountain Asia (HMA), Alaska, western and northern Canada, and the cordilleras. The number and total area of glacial lakes located at the altitude below 1000 m account for 59.35% and 82.84%, respectively, whereas the lakes spanning more than 3000 m are dominantly observed in HMA. The number of glacial lakes between 0.01–0.1 km2 accounts for 77.24% of the total count but only 11.82% of the total area. The classification of glacial lakes as four groups (non–glacier-fed, ice-uncontacted proglacial, ice-contacted proglacial, and supraglacial lakes) indicates that the ice-uncontacted proglacial lakes dominate the number (67.07%) and area (53.04%) worldwide. This dataset is expected to advance the monitoring of glacial lake expansions and the assessment of glacial hazard risk.
DOI: 10.6084/m9.figshare.13308926.v1
title: Testing methods of linguistic homeland detection SI

description: Contains software (R, Python, Fortran), input, output, and explanatory notes for full replication and detailed results of the paper "Testing methods of linguistic homeland detection using synthetic data".
DOI: 10.6084/m9.figshare.13386671.v1
title: Cryptocotyle lingua curated transcriptome assembly (v1.2.2)

description: Curated assembly (mRNA: v.1.2.2) of <i>Cryptocotyle lingua</i> transcriptome was reduced by removing the low-expressed and xenogenic transcripts from the raw assembly. A local BLASTn approach was performed to filter out potential xenogenic contaminating sequences: the host-mollusk <i>Littorina littorea</i> transcriptome of hemocytes and kidney (NCBI TSA: GGCG00000000.1) and human genome. SILVA rRNA database was also used to search other potential xenogenic contaminations. Bio-Project: PRJNA646866.<br>
DOI: 10.6084/m9.figshare.16778743.v1
title: China Upper Tail flood

description: The dataset includes rainfall accumulation for the August 1963 and July 2016 storm in Hai River basin and historical flood records for the July 1939 storm. The second dataset includes all the upper tail ratios and physiographic attributes of the drainage basins. The datasets are as support for the paper entitled "The upper tail of flood peaks over China: hydrology, hydrometeorology, and hydroclimatology". <br>
DOI: 10.6084/m9.figshare.19092248.v1
title: Compound dataset for pre-training

description: SMILEs for 15547091 compounds, corresponding paper URL is https://arxiv.org/abs/2006.02431.
DOI: 10.6084/m9.figshare.24065613.v2
title: Vanalli 2023_Contrasting responses of helminths to climate

description: Data and coding for "Helminth ecological requirements shape the impact of climate change on the hazard of infection"