cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24598545.v1
title: raw data.xlsx

description: Long-term research revealed that the application of biochar significantly increased CH<sub>4</sub> emissions by 38% while reduced N<sub>2</sub>O emissions by 29%, and greatly increased soil carbon storage by 87173%, significantly while decreasing CF by 1.1.8 Mg CO<sub>2</sub> eq ha<sup>-1</sup>. Among them, CH<sub>4</sub> and N<sub>2</sub>O emissions contributed 4695% of total GHG emissions, and the production and transportation of nitrogen fertilizer and biochar contributed 152% of total GHG emissions. Nitrogen fertilizer application significantly increased rice yield by 85% and resulted in the highest NEEB. On the contrary, the application of biochar had a slight effect on rice yield and brought negative NEEB. However, the combination of biochar and nitrogen fertilizer can significantly increase rice yield while reducing CF, and bring positive NEEB.
DOI: 10.6084/m9.figshare.28890233.v1
title: Supplementary Material for: Exploring yoga immersion and gratitude as pathways to enhanced well-being

description: Introduction. The popularity of yoga practice is steadily increasing. Previous studies have highlighted numerous beneficial effects of yoga. The present study aimed to investigate gratitude as a mediator of the relationship between yoga and well-being. Additionally, we examined the role of the involvement in yoga philosophy. 
Methods. 344 yoga practitioners aged between 19 and 87 completed an online survey. Yoga practice was operationalized via the frequency of practice in days per week. The Yoga Immersion Scale was used to measure the respondents’ involvement in yoga philosophy. 
Results. We found positive associations between yoga frequency and well-being and between gratitude and well-being. There was no evidence for the hypothesized mediating effect of gratitude. Furthermore, yoga immersion did neither moderate the direct relationship between yoga and well-being nor the indirect relationship via gratitude; however, significant correlations between yoga immersion and gratitude and between yoga immersion and well-being were found. 
Conclusion. The results underscore the relevance of yoga immersion for yoga practice but at the same time new questions arise, particularly concerning the role of gratitude. Future research is needed to further gain a better understanding of these relationships.
DOI: 10.17632/2jzv5d4v7v
title: Enhancing Wind Turbine Gearbox Reliability through Advanced Condition Monitoring and Predictive Maintenance

description: Wind turbine gearboxes are critical components in wind energy systems but are highly susceptible to mechanical failures due to high loads, variable operating conditions, and material fatigue. This study presents an integrated approach utilizing condition monitoring systems (CMS), predictive maintenance algorithms, and finite element analysis (FEA) to enhance gearbox reliability. By analyzing stress distribution, vibration, and temperature trends, we establish a robust methodology for early fault detection. Our results show that artificial intelligence (AI)-based predictive maintenance can reduce unplanned gearbox failures by 40% and increase overall efficiency by 20%. This study provides insights into optimizing wind turbine operation through data-driven maintenance strategies.
DOI: 10.17632/3vptdtgkm3
title: Data Extraction Form: Identifying and mitigating the impacts on primates of transportation and service corridors

description: This is the form used to extract all relevant data from literature relating to the impact of transportation and service corridors on primates. From each included study, we extracted information about the author/s and publication date, type of literature, study design, study continent, country, location, specific site (if available), protection status of location, geographical location (latitude and longitude, decimal degrees), species or subspecies studied (common name, Latin binomial, family, IUCN conservation status), types of T&S corridors affecting species studied, impacts (divided into direct and indirect), summary-of-findings/quotes from studies, and mitigation measures (divided into recommended, implemented, and evaluated). If mitigation measures were implemented in a study, based on the information provided, they it was categorised as either effective, partially effective, not effective, or not evaluated. We considered publications from the same sites independently when assessing the number of studies that have taken place. However, these were then pooled and considered as a single data unit when analysing impacts and mitigation measures. Subspecies were also included in the data extraction process, under the assumption that subspecies in different locations may be affected differently, and thus may require their own unique management interventions.
DOI: 10.17632/ch5ztx4dsm
title: Experimental validation of a CFD model using a narrow wave flume: Raw data of Figures 5 and 7

description: Experimental validation of a CFD model using a narrow wave flume Raw data of Figure 5: EWF and NWF wave probe signals in an individual test: Comparison of the free surface location between experimental and computational signals in the position of the first probe and the second probe, with their corresponding correlation index. Experimental conditions: h=0.07 m, Ap=0.03 m and u=0.070 m/s. Raw data of Figure 7: Experimental and computational free surface evolution measured by L1 and L2 fitted with the second-order Stokes’ expression. Individual test: h=0.07 m, Ap=0.02 m and u=0.050 m/s.
DOI: 10.17632/fw3wpr2g6x
title: Thesis data Muhammad Sofwan

description: The main purpose of this data is to examine the effect of Use and Gratification Theory (UGT) and Unified Theory of Acceptance and Use of Technology (UTAUT) on the use of information and communication technology in the learning process in elementary schools in Jambi city. In this study, researchers used a survey method that aims to strengthen the analysis of the needs for the use of information and communication technology among elementary school teachers in the city of Jambi and to support teacher tasks, which are increasingly challenging the future for effective technology integration that involves content aspects. pedagogical and subject in Indonesia in general, and Jambi city in particular. The population in this study were all teachers in the city of Jambi. This study began with 107 respondents filling the pilot study questionnaire online, followed by taking the main data sample with 892 respondents who completed filling out the questionnaire / questionnaire online. The analytical test for the pilot study was carried out using Face and content validity, Exploratory Factor Analysis (EFA), Partial Least Square Structural Equation Modeling (PLS-SEM), and continued with the MANOVA test to see differences on the demographic side of the main survey data.
DOI: 10.6084/m9.figshare.25156616.v1
title: web scraping data

description: Using <i>Russia, Ukraine, Russia-Ukraine, and Ukraine-Russia</i> as keywords, data on Facebook news posts from February 1, 2022, to February 1, 2023, was collected through the Qsearch social data platform. After excluding irrelevant posts, a total of 995 posts from the Central News Agency and 1019 posts from People’s Daily were collected
DOI: 10.6084/m9.figshare.7150760.v1
title: CA1 neuron cell typing results of pciSeq (probabilistic cell typing by in situ sequencing)

description: For files in csv format, please go to https://doi.org/10.17045/sthlmuni.10318610.v1<br>This fileset contains pciSeq analysis results for 28 hippocampi in the study<b> </b> <b>"Probabilistic cell typing enables fine mapping of closely related cell types <i>in situ</i></b>". It includes 28 tiff images of CA1 region only, 14 jpeg images of coronal sections, 28 MATLAB iss object files with cell calling results and 1 MATLAB GeneSet object containing scRNA-seq data used as prior in cell mapping.<br><br>* .mat filesEach mat file contains one MATLAB iss class (https://github.com/kdharris101/iss) object for one hippocampus. It contains all cell-calling as well as base-calling results. <br><br>* .tif imagesEach tif image is the DAPI stain from one hippocampal CA1 region, with DAPI-based segmentation lines shown on top of the grayscale image. <br><br>* .jpg imagesEach jpg image is stitched DAPI image of a full coronal section. <br><br><br>
DOI: 10.6084/m9.figshare.9755456.v1
title: steels

description: <pre>Matbench v0.1 dataset for predicting steel yield strengths from chemical composition alone. Retrieved from Citrine informatics. Deduplicated.</pre>
DOI: 10.6084/m9.figshare.19324121.v1
title: Codebook - Micklos and Barone Survey Data.pdf

description: Codebook for "1998 and 2018 Combined Data - PUBLIC.csv".
DOI: 10.6084/m9.figshare.20481309.v1
title: data-socialnet.xlsx

description: the data for Social Network and Tourism Consumption by Households: An Evidence from China
DOI: 10.6084/m9.figshare.21066901.v9
title: RGD1-CNHO Database

description: This reaction database is generated along with the manuscript "Comprehensive exploration of graphically defined reaction spaces".<br>RGD1CHNO_AMsmiles.csv contains atom-mapped SMILES, activation energies, and enthalpies of formation for each reaction. <br>RGD!_CHNO.h5 contains the geometry information and can be iterated by a python script from Github (https://github.com/zhaoqy1996/RGD1/parse_data.py). <br>DFT_reaction_info.csv is supplied to reproduce figures in the article.<br>RandP_smiles.txt is a dictionary to map the reactant and product smiles appear in RGD!_CHNO.h5 to a molecule index (molX).<br>RGD1_RPs.h5 provides xtb and DFT optimized geometries of each individual reactant/product molecules. 3D ML models can be trained by combining RGD1_RPs.h5, RGD!_CHNO.h5, and RandP_smiles.txt (see https://github.com/zhaoqy1996/RGD1 for more details)IMPORTANT: We provided an UPDATED VERSION of RGD1 dataset in Ari 24, 2023. The initially posted version of the dataset reported swapped activation energies for ~24% of the forward/reverse reactions which were all corrected in this updated version.
DOI: 10.6084/m9.figshare.24119634.v1
title: Processed Excel file of the piracy dataset

description: Processed Excel file of the piracy dataset cointaining 38 variables.
DOI: 10.6084/m9.figshare.28964762.v1
title: SRR3414629.uniq.sorted.bam.bai

description: aefwfsfsdf<br>
DOI: 10.6084/m9.figshare.3997821.v4
title: On the Reproducibility of Psychological Science

description: Investigators from a large consortium of scientists recently performed a multi-year study in which they replicated 100 psychology experiments. Although statistically significant results were reported in 97% of the original studies, statistical significance was achieved in only 36% of the replicated studies. This article presents a reanalysis of these data based on a formal statistical model that accounts for publication bias by treating outcomes from unpublished studies as missing data, while simultaneously estimating the distribution of effect sizes for those studies that tested nonnull effects. The resulting model suggests that more than 90% of tests performed in eligible psychology experiments tested negligible effects, and that publication biases based on <i>p</i>-values caused the observed rates of nonreproducibility. The results of this reanalysis provide a compelling argument for both increasing the threshold required for declaring scientific discoveries and for adopting statistical summaries of evidence that account for the high proportion of tested hypotheses that are false. Supplementary materials for this article are available online.
DOI: 10.22023/mdx.14798667.v1
title: Physical Activity Recognition Dataset

description: The dataset contains information from the Accelerometer sensor of smartphones. Twelve volunteers participated in the experiment and they were grouped into different four groups(three participants for each group) for federated machine learning research. The dataset contains the x-axis, y-axis, z-axis coordinates of the sensor with the activity performed by the subject, position of the phone, and the corresponding timestamp in two formats. The dataset was recorded at a frequency of 50Hz. <br>
DOI: 10.25392/leicester.data.14494557.v1
title: Insula of the Menander at Pompeii

description: This database accompanies Penelope M. Allison, The Insula of the Menander in Pompeii vol iii: The Finds, a Contextual Study (Oxford University Press 2006).The dataset contains some 2000 artefacts found in this insula, including over 1000 photographs, 583 drawings. An introduction and an explanation of database fields assist the reader in using this database, which is searchable on a number of locational, typological, functional and other descriptive fields.
DOI: 10.6084/m9.figshare.13553834.v1
title: Air_Ber_Entireflat_21-01.csv

description: airbnb in berlin
DOI: 10.6084/m9.figshare.13708558.v1
title: Microsatellite data and Ecological Niche Modeling Meta-data from Mohn et al. 2021. The phylogeographic history of a range disjunction in Eastern North America: the role of post-glacial expansion into newly suitable habitat, American Journal of Botany.

description: Data files from: Mohn, R. A., N. H. Oleas, A. B. Smith, J. F. Swift, G. A. Yatskievych, and C. E. Edwards. 2021. The phylogeographic history of a range disjunction in Eastern North America: the role of post-glacial expansion into newly suitable habitat, American Journal of Botany.<br>The excel file contains microsatellite data for <i>Delphinium exaltatum</i> in GenAlEx format.<br>The CSV file contains meta-data for the historical ecological niche modeling parameters in the ODMAP meta-data format.
DOI: 10.6084/m9.figshare.21395190.v3
title: Paper I

description: All Supplementary Tables, Figures and related Documents included and referred in the present Ph.D. thesis of YJY Manaig
DOI: 10.6084/m9.figshare.25487980.v3
title: Artificially mixing blood and tissue scRNA-seq data

description: These toy data are artificially mixing blood and tissue scRNA-seq data
DOI: 10.6084/m9.figshare.26042920.v1
title: mineBenchDL: A geomorphology deep learning dataset of historic surface coal mine benches in West Virginia, USA

description: mineBenchDL DatasetA dataset for geomorphic deep learning. Goal is to detect historic mine benches resulting from surface coal mining from lidar-derived digital terrain models. Mine bench extents were manually digitized via interpretation of lidar-derived terrain data, leaf-off aerial imagery, and ancillary geospatial data. Mine bench extents have been provided as vector data. The elev folder contains the lidar-derived elevation data at a 2 m spatial resolution. The images folder contains a 3 band stack of terrain variables. The masks folder contains a binary feature mask. Data were randomly split into training, test, and validation sets randomly using quarter quad boundaries*All layers in NAD83 UTM Zone 17NtrainQQs.csv: quarter quads randomly selected as training set (69 quarter quads)testQQs.csv: quarter quads randomly selected as test set (49 quarter quads)valQQs.csv: quarter quads randomly selected as validation set (50 quarter quads)vectors folder: mineBenches.shp = digitized mine bench features (QKEY field used as unique ID) quarterQuads.shp = quarter quad boundaries (just those containing mine benches)images folder: 3 band stack of land surface parameter predictor variables (2 m spatial resolution). The first layer is a topographic position index (TPI) calculated using a moving window with a 50 m circular radius and designed to characterize general hillslope position. The second layer is the square root of slope calculated in degrees, which provides a measure of steepness. The third layer is another TPI; however, it is calculated using an annulus moving window with an inner radius of 2 and outer radius of 5 m. This surface captures more local relief and surface roughness patterns in comparison to the other TPI. Values for both TPIs and the square root of slope were clamped to a range of -10 to 10 then linearly rescaled to a range of 0 to 1. masks folder: Mine bench raster masks (1 band, 1 = bench, 0 = background)<br>
DOI: 10.6084/m9.figshare.6832934.v1
title: CD 1705 - healthy and high-yielding wheat cultivar for biscuit manufacturing

description: Abstract CD 1705 is a cultivar indicated for the wheat-producing regions 1, 2 and 3 of the states of Rio Grande do Sul, Santa Catarina and Paraná. It is appropriate for biscuit manufacturing, has good plant health and high production potential (mean yield of 4308 kg ha-1).
DOI: 10.17632/4bd6jg543b
title: Road Network Data: Bridge seismic design method based on seismic importance adjustment factor and uniform traffic loss risk

description: This is the supplemental data to the paper “Bridge seismic design method based on seismic importance adjustment factor and uniform traffic loss risk”, which contains:
1. Road network traffic volume matrix.
2. Line data (including line length, traffic capacity, and free-flow speed).
3. Existing bridge structural type.
DOI: 10.17632/b4mxg7ydb7
title: Android permissions dataset, Android Malware and benign Application Data set (consist of permissions and API calls)

description: This dataset consists of apps needed permissions during installation and run-time. We collect apps from three different sources google play, third-party apps and malware dataset. This file contains more than 5,00,000 Android apps. features extracted at the time of installation and execution. One file contains the name of the features and others contain .apk file corresponding to it extracted permissions and API calls. Benign apps are collected from Google's play store, hiapk, app china, Android, mumayi , gfan slideme, and pandaapp. These .apk files collected from the last three years continuously and contain 81 distinct malware families.
DOI: 10.6084/m9.figshare.12629861.v2
title: Thermal comfort indices derived from ERA-Interim reanalysis for Northern Eurasia

description: <b>Authors: </b>Mikhail Varentsov, Pavel Konstantinov, Natalia Shartova <b>Description: </b>The data set provides a historical reconstruction of the set of indices that represent the human thermal comfort or discomfort in outdoor environment, derived from ERA-Interim reanalysis with 0.75 ° spatial resolution on 3-hourly intervals for the period of 1979-2018, for the territory of Northern Eurasia (10°W – 170 °W, 40 °N - 80 °N). It contains five different thermal comfort indices: · Physiologically-Equivalent Temperature (PET), · Universal Thermal Climate Index (UTCI), · Heat Index (UTCI), · Humidex (HUM), · Wind Chill Temperature (WCT) The calculation of PET and UTCI indices was performed in RayMan software. The meteorological variables from the ERA-Interim reanalysis are also included. The data is separated into 40 files, that corresponds to 20x20 °cells. <br>
DOI: 10.6084/m9.figshare.12751094.v1
title: Data base MezaZertucheMorehart.xlsx

description: We study the variation between different past groups across time and space in central Mexico using the analysis of non-metric cranial. We focus on a total of 280 adult skulls from archaeological sites that range from the Preclassic period to the early Post- classic period, including the Epiclassic.Teotihuacan is represented by the neighbors of La Ventilla and San Sebasti an Xolalpan. From the Epiclassic we study: Xaltocan, Toluca, Los Mogotes and Xico. Finally early Postclassic Xico.
DOI: 10.6084/m9.figshare.16965400.v1
title: Metadata record for: ECD-UY: Detailed household electricity consumption dataset of Uruguay

description: This dataset contains key characteristics about the data described in the Data Descriptor ECD-UY: Detailed household electricity consumption dataset of Uruguay. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format
DOI: 10.6084/m9.figshare.21221294.v2
title: Metadata/README

description: Metadata
DOI: 10.6084/m9.figshare.24944643.v5
title: Files for Download.xlsx

description: The structure of plant-pollinator mutualistic interactions is important for pollination network stability and robustness in the face of environmental change. Even slight changes in seasonal or annual precipitation patterns can disrupt the critical plant-pollinator mutualisms that comprise healthy pollination systems, primarily through changes in the availability of floral resources. Increased instances of drought across regions, especially in the southwestern United States, is a likely threat to plant and pollinator species richness, phenology, and mutualistic associations. In this paper, we evaluate temporal changes in plant-pollinator communities of the San Francisco Peaks in northern Arizona between two years with substantially different cumulative precipitation totals. Specifically, we evaluate how plant and pollinator species abundance, richness, mutualistic interactions, and degree of pollinator generalization differed between two years, which we refer to as the “wet year” (2017) and “dry year” (2018), and how these shifts may be further impacted at three different life zones (elevation zones). We determine that plant richness and abundance decreased in the dry year, and overall pollinator species generalization increased in the dry year, with a larger number of species considered to be “core generalists”. Additionally, the timing of plant and pollinator activity periods were less consistent in the dry year; there was delayed blooming for many floral resources until after monsoon rains began, and insect activity tended to start and continue later in the season for all life zones. A greater number of pollinator species considered to be core generalists in the dry year, despite fewer floral resources until later in the season, may suggest some degree of plasticity when it comes to partner choice, which may be buffering this pollination system from community collapse when resources are scarce. With changing climate, including unpredictable precipitation worldwide, studies to uncover which pollinator species and plant-pollinator associations are most critical for community stability in drier conditions is important for informing conservation decisions on local scales.
DOI: 10.6084/m9.figshare.28451879.v2
title: Under someone else’s name: New combinations and an exquisite new species of Lucuma Molina (Sapotaceae)

description: Dataset Lucuma new species molecular phylogeny
DOI: 10.6084/m9.figshare.25425700.v1
title: Supporting data files & statistical analysis reports for all figures

description: Supporting data files & statistical analysis reports for all figures for:Circulation Research. 2024;134:00–00. DOI: 10.1161/CIRCRESAHA.123.323655
DOI: 10.6084/m9.figshare.26134015.v2
title: PIG-generated items to be analysed and instructions for analyses

description: The spreadsheet 'PIG generated items' contains psychometric items generated via Large Language Models (LLMs). The Word document 'instructions for analyses' provides the instructions for the analyses for all co-authors. This document also contains information regarding the columns and rows of the data in the spreadsheet 'four_countries_data'. The data in this spreadsheet relates to items generated via LLMs and further evaluated through human judgment. Data from over 1,000 participants was collected for these items and analyzed independently by groups of co-authors.