cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5bybp8892x
title: GST Growth Rates with Trendlines

description: Description of the Dataset
The dataset analyzed in this code snippet focuses on the Goods and Services Tax (GST) growth rates for India, specifically comparing national growth rates with those of two major states: Maharashtra and Karnataka. The data is structured to facilitate a time series analysis, allowing for the examination of trends and patterns in GST growth over a specified period.
Dataset Structure
Index:
Month-Year: The index of the DataFrame is composed of datetime objects representing specific months and years. This format allows for effective time-based analysis and visualization.
Columns:
National Growth Rate (%): This column contains the percentage growth rate of GST at the national level. It provides insights into how GST revenue has changed across India over time.
Maharashtra Growth Rate (%): This column reflects the GST growth rate specifically for Maharashtra, one of India's largest and economically significant states. Analyzing this data helps assess Maharashtra's economic performance relative to national trends.
Karnataka Growth Rate (%): Similar to the Maharashtra column, this one details the GST growth rate for Karnataka, another key state known for its robust economy and technological advancements.
Purpose of the Dataset
The primary purpose of this dataset is to enable stakeholders—such as policymakers, economists, business analysts, and researchers—to analyze and compare GST growth rates across different regions over time. By visualizing these trends, users can identify patterns, assess regional economic health, and make informed decisions based on historical performance.
Visualization
The accompanying code snippet creates a visual representation of this dataset using line plots with trendlines. Key features of the visualization include:
Comparative Analysis: The plot displays three distinct lines representing national, Maharashtra, and Karnataka GST growth rates, allowing for easy comparison between these datasets.
Markers and Colors: Each line is marked with circular markers and colored differently to enhance clarity and facilitate differentiation among the three growth rate trends.
Trendlines: Linear trendlines are added for each dataset using polynomial fitting (np.polyfit), which helps illustrate overall trends in GST growth rates over time.
Grid and Labels: The plot includes grid lines for better readability and clearly labeled axes to indicate what each dimension represents (Month-Year on the x-axis and GST Growth Rate (%) on the y-axis).
DOI: 10.17632/s73mfxvppt
title: LINF_190015000

description: FYVE zinc finger-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/vfpy3w6yn3
title: The Ag-Li system’s experimental and ab initio thermodynamic dataset

description: The Ag-Li system was analyzed using first-principles calculations 10.1016/j.jallcom.2019.152811 [1]. The method included using density functional theory to optimize the crystal structure of the phases constituting the binary phase diagram by relaxing atomic positions, volume, and shape. The optimized structures were subsequently used to calculate thermodynamic properties at different temperatures; by determining the zero-point energy, the vibrational internal energy, and the entropy, the heat capacity at constant volume was obtained as well as the phases’ stability limits. Furthermore, optimized structures were used to calculate the XRD patterns and to compare them with experimental data. All the referred data are now accessible to researchers and industrials demanding to work with binary and higher-order systems that include Ag and Li, for example, for energy storage. Binaries should be well assessed prior to higher-order phase diagrams and in that resides additional usefulness to this data.
DOI: 10.6084/m9.figshare.24138822.v1
title: Arbuscular mycorrhizal fungi benefit plants in response to major global change factors

description: Land plants play a key role in global carbon cycling, but the potential role of arbuscular mycorrhizal fungi (AMF) in responses of a wide range of plant species to global change factors (GCFs) remains limited. Here, we compiled a dataset regarding the responses of plants inoculated with AMF and their non-inoculated counterparts to four GCFs, drought, warming, nitrogen addition and elevated CO<sub>2</sub> from 181 plant species.
DOI: 10.6084/m9.figshare.28429295.v1
title: 的类风湿关节炎滑膜差异基因研究 多种机器学习算法

description: <b>目的：</b>本研究的目的是将各种机器学习算法与生物信息学技术相结合，深入分析类风湿关节炎 （RA） 患者滑膜细胞中的差异表达基因，揭示这些基因与 RA 滑膜细胞相关的潜在分子机制，为临床治疗策略的创新提供新思路。<b>方法：</b>我们从公共数据库 GEO 中下载了 GSE1919、GSE12021、GSE55457 和 GSE77298 数据集作为训练集，GSE89408 数据集被用作独立的验证集。我们对训练集进行了标准化，并应用了 ComBat 算法来消除批量效应，从而获得了一个合并的基因表达数据集。随后，我们进行差异表达分析，筛选出在疾病条件下发生显著变化的基因，并进行富集分析。为了更准确地识别与疾病特征密切相关的基因，我们使用了三种机器学习算法：Lasso 回归、随机森林和 SVM 来独立分析合并的基因表达数据集，并采用三种方法的结果的交集来构建与疾病特征相关的更稳健的基因列表。此外，我们在训练集上验证了这些重要的疾病特征相关基因，并使用 GSE89408 数据集进行了独立的外部验证。同时，我们还进行了免疫浸润分析，深入探讨了这些基因在类风湿关节炎发生发展中的作用机制。<b>结果和结论：</b>本研究显示，RA 患者滑膜细胞中的基因表达模式与对照组相比存在显著差异，尤其是 HCP5 和 WISP3 等疾病特征相关基因的表达显著上调。这些发现为理解 RA 的基因表达调控机制提供了新的视角，为探索未来的治疗策略提供了重要的科学证据。
DOI: 10.6084/m9.figshare.28914326.v1
title: Método Proyecto de Tesis Camila Sandoval Herrera

description: Documento que contiene el método de la investigación
DOI: 10.6084/m9.figshare.6151955.v1
title: Combined use of O3/H2O2 and O3/Mn2+ in flotation of dairy wastewater

description: Abstract This work investigated the degradation of organic matter present in synthetic dairy wastewater by the combination of ozonation (ozone (O3)/hydrogen peroxide (H2O2)) and catalytic ozonation (ozone (O3)/manganese (Mn2+)) associated with dispersed air flotation process. The effect of independent factors such as O3 concentration, pH and H2O2 and Mn2+ concentration was evaluated. For the flotation/O3/H2O2 treatment, the significant variables (p ≤ 0.05) were: O3 concentration (linear and quadratic effect), H2O2 concentration linear and quadratic effect, pH values (linear and quadratic effect) and interaction O3 concentration versus pH. For catalytic ozonation, it was observed that the significant variable was the linear effect of O3 concentration. According to the desirability function, it was concluded that the optimal condition for the treatment of flotation/O3/H2O2 can be obtained in acidic solution using O3 concentrations greater than 42.9 mg L-1 combined with higher concentrations of H2O2 to 1071.5 mg L-1. On other hand, at pH values higher than 9.0, the addition of O3 may be neglected when using higher concentrations than 1071.5 mg L-1 of H2O2. For flotation/ozonation catalyzed by Mn2+, it was observed that metal addition did not affect treatment, resulting in an optimum condition: 53.8 mg L-1 of O3 and pH 3.6.
DOI: 10.6084/m9.figshare.28204661.v1
title: employment and lm flexiblity 200_2021.xlsx

description: Labour market dynamics and employment in Italy and Sweden 2001-2021
DOI: 10.17632/fjpc437tn8
title: Experiential Learning in Operations Management Data

description: Time Study Data from Experiential Classroom Learning Exercise.
DOI: 10.17632/m5wzbc583r
title: INFLUÊNCIA DO ÂNGULO DE IMPRESSÃO 3D NA RESISTÊNCIA À TRAÇÃO DE MATERIAIS IMPRESSOS EM ÁCIDO POLILÁTICO (PLA)

description: Anais do II Simpósio Gaúcho de Engenharia Aeroespacial e Mecânica, UFSM
Santa Maria, RS, 24 a 26 de outubro de 2023
DOI: 10.17632/mcmkwc2394
title: Regional Convergence in the European Union - Factors of Growth Between the Great Recession and the COVID Crisis

description: Replication package for the paper above, published in the Economic Systems Journal.
DOI: 10.17632/wr2ct4r22f
title: Instances for the Pickup and Delivery Problem with Time Windows based on open data

description: Instances for the Pickup and Delivery Problem with Time Windows generated using open data on addresses and travel times. There are 300 instances in total, distributed in 12 sets according to the number of customer locations: 100, 200, 400, 600, 800, 1000, 1500, 2000, 2500, 3000, 4000, and 5000 locations. Each set contains 25 instances and is compressed in a single (.zip) file. Instructions to correctly read each instance file are available in a README inside the folder "Instances/". A table with detailed configurations of all instances can be found in the text file "configurations.txt". A valid solution for each instance is available inside the folder "Solutions/". The detailed structure of these files is described in the README file inside the same folder. The file README in the main folder contains general information about the datasets and related topics.
DOI: 10.6084/m9.figshare.24922620.v6
title: Decline Effect

description: Materials and syntax code related to the paper "The myth of the decline effect in psi research: the empirical evidence" by Patrizio Tressoldi and Lance Storm.Paper available at: https://journalofscientificexploration.org/index.php/jse/article/view/3313/2183
DOI: 10.6084/m9.figshare.27266853.v1
title: Supplementary Document S1 to Allerkamp et al. 2024; Am J Physiol Cell Physiol

description: Supplementary material to accompany the manuscript '<i>In vitro</i> Examination of Piezo1-TRPV4 Dynamics: Implications for Placental Endothelial Function in Normal and Preeclamptic Pregnancies' by Allerkamp et al.
DOI: 10.6084/m9.figshare.3803154.v1
title: Supplementary Material for: Assessment of the Effects of Rituximab Monotherapy on Different Subsets of Circulating T-Regulatory Cells and Clinical Disease Severity in Severe Pemphigus Vulgaris

description: <i>Background:</i> Robust evidence for the efficacy of rituximab monotherapy in pemphigus is lacking. The effects of rituximab on T-regulatory cells (Tregs) in pemphigus have not been studied. <i>Objective:</i> The primary objective was to assess the efficacy of rituximab monotherapy in severe pemphigus vulgaris. The secondary objectives were to assess whether counts of different subsets of Tregs in the peripheral blood correlate with baseline clinical severity and whether clinical response in severe pemphigus is associated with an alteration in the Treg count.<i>Methods:</i> Eighteen eligible subjects with severe pemphigus vulgaris were recruited and were treated with 1 g of intravenous rituximab on days 0 and 15. Efficacy was assessed in terms of disease control, time to disease control, complete remission off therapy, and relapse. Flow cytometric analysis of CD4+CD25+FoxP3, IL-10-secreting Tr1, and TGF-β secreting Th3 regulatory cells was performed. Clinical evaluation and flow cytometric analysis of Tregs was performed periodically until follow-up at 26 weeks. <i>Results:</i> Rituximab monotherapy was able to induce complete remission in all but 5 (68.75%) patients and was well tolerated. No direct relationship between clinical severity and CD4+CD25+FoxP3 cell counts was found. There were inverse correlations between serially measured values of the cutaneous and mucosal Autoimmune Bullous Skin Disorder Intensity Score (ABSIS) and Th3 cell count.<i>Conclusion:</i> Rituximab is a safe and effective monotherapy option for severe pemphigus. As the immunological findings were somewhat different from those observed in other autoimmune conditions treated with rituximab, further studies are required to substantiate the findings of our study in pemphigus patients.
DOI: 10.6084/m9.figshare.9892115.v1
title: Working title: Evidence-based Clinical Decision Support Systems for the prediction and detection of three disease states in critical care: A systematic literature review. Extended data - Table 3-Search strategy for infection or sepsis in MEDLINE.docx

description: Extended data - Table 3-Search strategy for infection or sepsis in MEDLINE
DOI: 10.6084/m9.figshare.26768509.v1
title: Supplementary Material for: C4d, rather than C3d and C5b-9, is associated with graft loss in recurrent IgA deposition after kidney transplantation

description: Introduction: Recurrent IgA deposition is common after kidney transplantation. However, it is difficult to define whether IgA deposition is innocuous or contributes to organ damage. Next, although complement is known to be involved in the pathogenesis of IgA nephropathy (IgAN), its involvement has not been studied systematically in kidney transplant recipients (KTR). 
Methods: KTR with biopsy-proven native IgAN who underwent kidney biopsy after transplantation between 1995 and 2020 were included. Recurrent IgA deposition was defined as IgA deposit in the glomerulus. Staining of complement factors C4d, C3d, and C5b-9 were quantitatively evaluated using ImageScope.
Results: Sixty-seven KTR (85% male, 46±13 years old, 12 [6-24] months after transplantation, 58% with indication biopsy) were included in the analyses. Of them, 25 (37%) had recurrent IgA deposition. There were no clinical differences between KTR with and without recurrent IgA deposition. C3d and C5b-9 were always present in biopsies with IgA deposition, while C4d was present in 48% of the biopsies. During a median follow-up of 9.6 [4.8-14] years, 18 (27%) KTR developed death-censored graft failure. Recurrent IgA deposition was not associated with graft failure. Of the evaluated complement factors, only C4d staining was associated with graft failure in KTR with recurrent IgA deposition (Hazard ratio = 2.55, 95% confidence interval = 1.07-6.03, p = 0.034).
Conclusions: Recurrent IgA deposition was not associated with graft failure in itself. C4d, when present, is strongly associated with graft loss in KTR with recurrent IgA deposition, suggesting a pathogenic role for the lectin pathway in recurrent IgAN.
DOI: 10.17632/mj7j53c9g3
title: Alterations of mouse gut microbiome in alveolar echinococcosis

description: Metagenomics and non-targeted metabolomics were used during the current study to identify microbial species for characterization of the gut microbiota after infection of a mouse model with E. multilocularis. Metabolites were analyzed with the aim of identifying specific markers of the E. multilocularis impact on gut flora.
DOI: 10.6084/m9.figshare.23291972.v7
title: Urbanity Colab Data Files

description: Sample subzone files for Urbanity colab demo. Data obtained from GADM database.
DOI: 10.17632/2v69v4rng3
title: A Food-Energy-Water Nexus Meta-Model for Food and Energy Security

description: Metamodel data for a study on food, energy, and water nexus for food and energy security.
DOI: 10.6084/m9.figshare.28465031.v1
title: Global vegetation cover disturbance change dataset in 2000-2020 (part 2:91-205)

description: This dataset describes the types of changes in different vegetation, mainly involving four vegetation types: forest, shrub, grassland, and cropland. Nine main types of vegetation disturbance were identified for the four vegetation types: farmland expansion or occupation (Type 1), afforestation/conversion of farmland to forests/secondary forests, etc. (Type 2), forest degradation/fallow/newly shrubs/artificial shrubs (Type 3), deforestation/shrub degradation/fallow (Type 4), built-up expansion or occupation (Type 5), vegetation degradation to bare land/fire (Type 6), water flooding into wetlands (Type 7), water flooding/artificial water bodies (Type 8), and vegetation expansion (Type 10). The Spatial resolution of this dataset is 30m (due to factors such as cloud and image quality, some area's spatial resolution is resampled to 40m).To verify the production accuracy of the global vegetation cover disturbance change dataset, we randomly selected 2425 sample points worldwide. These sample points cover different vegetation types: cropland (615), forest (617), shrub (762), grassland (431). Meanwhile, these sample points also cover 9 main types of vegetation disturbance: Type 1（189）、Type 2（197）、Type 3（195）、Type 4（212）、Type 5（279）Type 6（282）、Type 7（319）、Type 8（308）、Type 10（444）。The overall accuracy of the dataset is as high as 85%. The accuracy of most types of disturbances is close to or exceeds 80%. Among them, the accuracy such as cropland, shrubs, grasslands, built-up area, bare land, wetlands, and water bodies were 84%, 83%, 77%, 83%, 85%, 87%, and 87%, respectively. In contrast, the accuracy of vegetation expansion type disturbance is as high as 92%.
DOI: 10.17632/j6vbb7jvx7
title: Data for: Referential alarm calls in cooperatively breeding white-winged choughs communicate about predator type and urgency

description: Data for: Referential alarm calls in cooperatively breeding white-winged choughs communicate about predator type and urgency
DOI: 10.6084/m9.figshare.20443017.v2
title: Mapping the downy mildew resistance locus RPF3 in spinach cv. Whale

description: This study aimed to finely map the downy mildew resistance locus <em>RPF3</em> in spinach, identify single nucleotide polymorphism (SNP) markers associated with the resistance, refine the candidate genes responsible for the resistance, and evaluate the prediction performance using multiple machine learning genomic prediction (GP) methods. The <em>RPF3</em> resistance regions were mapped to the 1.25 Mb and 2.73-2.74 Mb of Monoe-Viroflay chromosomes 3 based on the significant and consistent association of 20 SNP markers across three GWAS programs and ten models.
DOI: 10.17632/y84tbnfsj4
title: Robust Arduino controlled spin coater using a novel and simple gravity chuck design

description: Spin coaters offer an invaluable method of thin film fabrication. Various implementations, both proprietary and open-source exist, offering vacuum and gravity samples chucks. These implementations vary in their reliability, ease-of-use, cost, and versatility. Here we present a novel easy-to-use open-source gravity-chuck type spin coater with minimal points of failure at a material cost of around 100 USD (1500 ZAR). The unique chuck design makes use of interchangeable brass plate sample masks, each specific to a sample size, these can be made with basic skills and common hand tools. In comparison, replacement chucks for commercial alternatives can cost as much as the entire spin coater we present. Open-source hardware such as this provides an example for individuals in the field on the design and development of hardware where reliability, cost, and flexibility are most important, as is the case for many institutions in developing countries.
DOI: 10.6084/m9.figshare.29206734.v1
title: S1: Drilling into coal mine workings: overview and experience from Britainâ€™s coalfields

description: Boreholes to coal mine workings data table: table of collated borehole information used within this study.
DOI: 10.17632/kjt4mf27dt
title: Dataset for Determinants of Infant and Young child feeding practice

description: The data contained raw data, Analysed data
DOI: 10.6084/m9.figshare.25187741.v1
title: Table 4. Methodologies, techniques, sample and analyzed elements

description: Table 4. Methodologies, techniques, sample and analyzed elements
DOI: 10.6084/m9.figshare.27249111.v2
title: Phenotypic data for flowering and maturity for rice bean (<i>Vigna umbellata</i>)

description: Rice bean (<i>Vigna umbellata</i>), an underrated legume, adapts to diverse climatic conditions with the potential to support food and nutritional security worldwide. It is used as a vegetable, minor food crop and a fodder crop, being a rich source of proteins, minerals, and essential fatty acids. However, little effort has been made to decipher the genetic and molecular basis of various useful traits in this crop. The submitted dataset contains the data for two economically important traits <i>i.e.,</i> flowering and maturity for 100 diverse genotypes including four check varieties. The phenotypic evaluation of ricebean test genotypes and 4 checks ( PRR-1, PRR-2, RBL-6 and VRB-3) was conducted during the rainy season of year 2020 and 2021 at at the Experimental Farm of ICAR-National Bureau of Plant Genetic Resources, Issapur (28° 34′25″N, 76°50′41″E, 215 m msl) and Experimental Farm Hawalbagh, ICAR-Vivekananda Institute of Hill Agriculture following augumented design. The data contains the values of the the traits averaged over two locations in two years.The above dataset is a part of the following publication:Sahu, T.K., Verma, S.K., Gayacharan <i>et al.</i> Transcriptome-wide association mapping provides insights into the genetic basis and candidate genes governing flowering, maturity and seed weight in rice bean (<i>Vigna umbellata</i>). <i>BMC Plant Biol</i> <b>24</b>, 379 (2024). https://doi.org/10.1186/s12870-024-04976-y
DOI: 10.6084/m9.figshare.29206734
title: S1: Drilling into coal mine workings: overview and experience from Britainâ€™s coalfields

description: Boreholes to coal mine workings data table: table of collated borehole information used within this study.
DOI: 10.6084/m9.figshare.942382.v1
title: Data Experiment 1

description: IVs are Orientation (Upright, Inverted), Target Name (Friend, Self, Unfamiliar) and Distractor Face (Friend, Self, Unfamiliar). All IVs are repeated-measures. The DV is reaction time (RT) for correct responses, measured in ms. Incorrect responses accounted for 5.2% of the data, and were removed prior to analysis (i.e. data presented here are for correct responses). For each participant, RT’s more than two standard deviations away from that participant’s mean were removed as outliers; these accounted for 10.3% of trials. Data presented here do not include these trials. Variables are labelled as follows: Orientation I = Inverted Up = Upright Target Name F = Friend S = Self U = Unfamiliar Distractor Face F = Friend S = Self U = Unfamiliar For example, the variable labelled “ISF” contains the average reaction time to respond a name when the Distractor Face was presented in an Inverted Orientation, when the Target Name to respond to was the participant’s own name, and when the Distractor Face was an image of a Friend.
DOI: 10.17632/956gb2mc2c
title: Datasets of the Delphi study on development of an expert consensus-based checklist for appraising educational resources on first aid for snakebites

description: The "Checklist for round 1.xlsx" and "Checklist for round 2.xlsx" files contain the blank checklists provided to experts at the start of each respective round. 
The "Results for round 1.xlsx" and "Results of round 2.xlsx" files summarize anonymized expert ratings and comments, along with calculated quantitative expert-group results collected after each round's completion. 
Finally, "Summary and instructions for round 1 and 2.docx" details the completion of round 1 and provides instructions for the round 2 checklist.
DOI: 10.6084/m9.figshare.21970847.v1
title: Datasets for "A Partitioned 88-Loci Psoriasis Genetic Risk Score Reveals HLA and Non-HLA Contributions to Clinical Phenotypes in a Newfoundland Psoriasis Cohort"

description: We have genotyping data at 88 loci for 654 psoriasis cases of European ancestry from the Newfoundland region of Canada. DNA was genotyped on the Affymetrix UK Biobank Axiom Array (ThermoFisher) using a GeneTitan Multi-Channel Instrument (Applied Biosystems). SNPs were called using Analysis Power Tools 2.10.2.2 (Affymetrix, https://www.affymetrix.com/support/developer/powertools/changelog/index.html). Samples and SNPs passed quality control using the parameters of call rate &gt;97% and Dish QC &gt;82%.The resulting genotype .vcfs were scanned with ‘snpflip’ (https://github.com/biocore-ntnu/snpflip) using the GRCh37 build of the human genome reference sequence maintained by the University of California, Santa Cruz (http://hgdownload.cse.ucsc.edu/goldenPath/hg19/bigZips/hg19.fa.gz) to identify reversed and ambiguous-stranded SNPs, which were flipped and removed (respectively) using Plink (http://pngu.mgh.harvard.edu/purcell/plink/), and the remaining sites were sorted using Plink (www.cog-genomics.org/plink/2.0/). The weighted genetic risk score (wGRS) was calculated as the sum of the number of risk alleles weighted by the OR of that allele. The GRS-ALL was calculated as the weighted GRS using all 88 SNPs, the GRS-HLA was calculated using the 11 SNPs found in the HLA region (chr6:28510120-33480577 in GRCh38), and the GRS-noHLA was calculated using the 77 non-HLA SNPs. The calculations were performed in Plink.
DOI: 10.6084/m9.figshare.28849337.v1
title: task1_test_imgs.zip

description: retsertreerretreretert