cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dym93kv36x.2
title: PFAS in Water, Soil, and Sediment of the Fountain Creek Watershed, Colorado Springs, CO, USA

description: Ten perfluorinated alkyl substances (PFAS), including linear and branched isomers, were surveyed in samples collected from the Fountain Creek Watershed. Water, soil, and sediment samples were collected monthly from eight locations in the Fountain Creek Watershed for a full year (May 2018 through May 2019). Environmental samples were prepared via solid phase extraction (SPE) prior to high-performance liquid chromatography tandem mass spectrometry (LC/MS/MS) analysis on a Shimadzu LCMS-8030 system with coupled LC fitted with a Waters XBridge C18 column (50 mm x 4.6 mm x 3 micron particle). These data are useful for investigators interested in the long-term environmental presence and impact of PFAS released into the environment. We hypothesized that PFAS concentrations in water, soil, and sediment samples would be statistically significantly higher (P < 0.05) in environmental samples south of Peterson Air Force Base (PAFB). These data are of interest to investigators and entities seeking to understand the longer term impact of PFAS release into surface and groundwater resources.
DOI: 10.17632/m5hpw9zfpx.1
title: Neuropsychology of language: Normative data for Verbal Repetition, Verbal Fluency & BNT indexes

description: This dataset is a collaborative work for the subject "Neuropsychology of Language" taught at the Universidad Autónoma de Madrid, Spain (2022/2023 academic year). The aim is to determine the influence of age, years of education, and gender on three classic language assessment tasks: verbal repetition (subtest from the Test Barcelona Revisado; TBR), verbal fluency (COWAT and Isaacs Set-Test) and Boston Naming Test. Also, from the sample data, normative data in young and middle-aged adults can be obtained. For the application of the tests, the conventional instructions were followed, which can be consulted, for example, in Strauss et al. (2006).
In addition to the sociodemographic variables above-mentioned, the following cognitive parameters are also included in the dataset:
-Score for each item from the verbal repetition task
-Total score for the verbal repetition task (range 0-60; a higher score means better performance)
-Number of items correctly evoked in period 1-15" for each phonetic and semantic category
-Number of items correctly evoked in the period 16-30" for each phonetic and semantic category
-Number of items correctly evoked in the period 31-45" for each phonetic and semantic category
-Number of items correctly evoked in the period 45-60" for each phonetic and semantic category
-Number of items correctly evoked in the period 45-60" for each phonetic and semantic category
-Total number of items correctly evoked 1-60" (sum of the above) for each phonetic and semantic category.
-Total number of errors for each phonetic and semantic category 
-Total number of perseverations for each phonetic and semantic category
-Total number of spontaneous hits in the BNT
-Total number of hits after semantic clue in the BNT
-Total number of hits after phonological clue in the BNT
-Total number of hits after semantic clue in the BNT (sum of spontaneous hits + hits after semantic clue)

*All authors contributed equally in this work
DOI: 10.17632/3r2z3k2f72.1
title: Characterize and map the intensity, duration and areal extent of droughts in Southeast of Ethiopia

description:  The data is annual Precipitation Deciles, Standardized Precipitation Index (SPI-12) and Reconnaissance Drought Indexes (RDI-12)  using DrinC software generated data from rainfall, minimum and maximum temperature meteorological data which was bought from Ethiopian Meteorological Institute. It is for ten meteorological stations which is located in the south East of Ethiopia. The data used to identify climate extreme and intensity from 1987 to 2o17. But for my manuscript, it showed the drought year and intensity which used for drought management. The data also used to indicate the wet, normal and drought year in the southeast of Ethiopia which is currently affected by drought event and cause dead of so money animals.
DOI: 10.17632/zzsstmkvzc.1
title: Dataset for Pre-reduction of Nitrate in Parsley Powder using Nitrate-reducing Bacteria 

description: Dataset for Pre-reduction of Nitrate in Parsley Powder using Nitrate-reducing Bacteria
DOI: 10.17632/z7m5nb4krp.3
title: Germination data of tetraploid rice lines under various environmental stresses.

description: This dataset describes some germination parameters for 11 different tetraploid rice lines and their parental lines. The testing was carried out under chilling stress (13°C), drought (with 16% PEG-6000), salt stress (150mM NaCl) and control condition. The tetraploids were generated by in vitro anther cultures from three different crossing events. Three germination parameters, such as Median Germination Time (MGT), Final Germination Percentage (FGP), Germination Index (GI) were calculated.
DOI: 10.17632/z7m5nb4krp.4
title: Germination data of tetraploid rice lines under various environmental stresses.

description: This dataset describes some germination parameters for 11 different tetraploid rice lines and their parental lines. The testing was carried out under chilling stress (13°C), drought (with 16% PEG-6000), salt stress (150mM NaCl) and control condition. The tetraploids were generated by in vitro anther cultures from three different crossing events. Three germination parameters, such as Median Germination Time (MGT), Final Germination Percentage (FGP), Germination Index (GI) were calculated.
DOI: 10.17632/d2hf25p74n.1
title: PROBLEMS AND CHALLENGES FACED BY PHYSIOTHERAPY STUDENTS WHILE PERFORMING RESEARCH IN EARLY STAGES: A CROSS SECTIONAL STUDY

description: The research mainly focuses on the major problems and challenges faced by physiotherapy students while performing research and what are the posibilities to overcome these troubles. The students experienced the fact that from the begining that finalising the topic is the major issue then problems with finding related articles then leading to  troubles with expensive subscriptions leading to non availability of favourable articles then writing rol is the major issue and result finding is also another issue but all this while we need to be very careful and checking proper thesis writing discussion and finding data finding participants is another challenge difficulties with not having proper time for family students mainly face troubles with coping with research along with the achieveing good achedemic grades some students also faced difficulties with English.
So the thing is we can focus on the solutions like time management, helpful guides allotment, giving rewards to the students for the same and providing proper emotional support.
DOI: 10.17632/2s2pwzzkbx.1
title: Barriers to physical exercise among women in Erbil

description: Prevalence of perceived barriers to physical exercise among women in Erbil, Iraq
DOI: 10.17632/dym93kv36x.3
title: PFAS in Water, Soil, and Sediment of the Fountain Creek Watershed, Colorado Springs, CO, USA

description: Ten perfluorinated alkyl substances (PFAS), including linear and branched isomers, were surveyed in samples collected from the Fountain Creek Watershed. Water, soil, and sediment samples were collected monthly from eight locations in the Fountain Creek Watershed for a full year (May 2018 through May 2019). Environmental samples were prepared via solid phase extraction (SPE) prior to high-performance liquid chromatography tandem mass spectrometry (LC/MS/MS) analysis on a Shimadzu LCMS-8030 system with coupled LC fitted with a Waters XBridge C18 column (50 mm x 4.6 mm x 3 micron particle). These data are useful for investigators interested in the long-term environmental presence and impact of PFAS released into the environment. We hypothesized that PFAS concentrations in water, soil, and sediment samples would be statistically significantly higher (P < 0.05) in environmental samples south of Peterson Air Force Base (PAFB). These data are of interest to investigators and entities seeking to understand the longer term impact of PFAS release into surface and groundwater resources.
DOI: 10.17632/dx8bjwr52g.1
title: Data set and code

description: 1. LSTM-GRU model code.
2. data set.
DOI: 10.17632/g87s3h6v2c.1
title: Improved-FPAC

description: Corpora used for the experiments in 'Corpus characteristics-based method to centroids number determination for clustering text documents'.
DOI: 10.17632/w82xttjz28.1
title: Prevalence and determinants of physical activity and sedentary behavior among women 

description: prevalence, patterns, and determinants of physical activity, leisure time exercise, and sedentary behavior among a sample of women in Iraq
DOI: 10.17632/kdmdc8pkjt.1
title: Data from autologous untreated and irradiated tumors

description: These are the pre-processed data for Hudson, Olson, and Sudmeier, Cell Reports Medicine 2023.
DOI: 10.17632/f3pppmcjwb.1
title: Semantic Augmented Reality Procedures Ontology

description: In the last decade, Augmented Reality is a technology that has been advancing strongly revolutionizing information technologies, particularly in the context of 4.0, it has managed to expand to different fields of application such as tourism, entertainment, industry, health, marketing, and others. This development led to the need to establish standardized data access to achieve a universal experience regardless of the application that generates it. Different proposals emerged that integrated semantic web technologies to achieve this purpose, so new challenges emerge to ensure that these virtual contents are used by the user in a dynamic interaction directed by procedures composed of a set of actions to be performed in a physical context enriched by augmented reality technologies.  In this order, this dataset presents the ontology used in a framework that assists in the creation, exploitation, and publication of these procedures to be consumed by applications that use these technologies.
DOI: 10.17632/cwm8nng48x.1
title: Supplemental figure 1. “Improved pediatric chemotherapy-induced alopecia after topical minoxidil application and dietary supplementation.”

description: An 8-year-old girl was diagnosed with primitive neuroectodermal tumors and was administered high-dose chemotherapy followed by hematopoietic stem cell transplantation (HSCT). 
(a) clinical photograph (fronto-mid view) and trichoscope view (50x) of first visit (10 months after HSCT). 
(b) clinical photograph (fronto-mid view) and trichoscope view (50x) after treatment for 20 months.
DOI: 10.17632/yzx2psj4d9.1
title: Experimenting with ChatGPT: Concerns for Academic Medicine

description: Supplementary Tables 1 and 2
DOI: 10.17632/kmmw43j2z6.1
title: Transcriptional space-time mapping identifies concerted immune and stromal cell patterns and gene programs in wound healing and cancer

description: Tables and Figures for extended data accompanying the publications:
Mendeley Table S1: Counts for cells in CyTOF runs accompanying Figure 1 and Supplementary Figure 1
Mendeley Table S2: Parameters used for creation of Imaris Objects used in Figures 2, S2, 3, S3, S4, 7 and S7
Mendeley Figure S1: Extended figures accompanying Figure 1 and S1
Mendeley Figure S4 pt1/2: Extended figures accompanying Figure 4 and S4
DOI: 10.17632/3xbz7cth2b.1
title: CPF: Data & Code

description: Data and code for the manuscript ''Container plant factories (CPF): Lighting schedule optimization for cooling and heating demand based on energy simulation considering dynamic plant growth''.
DOI: 10.17632/399y2ckdcg.1
title: Description and analysis of Sigfox RSSI dataset by using statistical techniques

description: The data were acquired by using two sensors developed with Sipy and Pytrack boards, the geolocation prototypes are connected to Sigfox base stations generating a coverage map with a resolution of 200 meters among each measurement point, the device covers the largest area around a measurement point, sends the coordinates of latitude, longitude and altitude along with RSSI and LQI levels by the Sigfox network at different points, acquiring 5174 measurements.
DOI: 10.17632/vn7s264fv3.1
title: Normative reference score of fukuda step test in school going children 

description: - Persons with vestibular impairment are usually evaluated for dynamic balance using the Fukuda stepping test.  
To explore the normative value of Fukuda step test among school going children’s ages between 15-18 years old.
- Participants was selected according to selection criteria. After all the anthropometrics students were instructed to   stand at the center of a circle made by tape on the top of floor with bare foot, they must perform this test eyes open and eyes close. 
As the total sample was 66, we use Kolmogorov Smirnov test to check whether the data was normally distributed, as the data was not normally distributed, results were expressed in mean± SD, geometric mean, Median, Skewness, kurtosis.
The normative reference score was established of the children ages between 15-18 years.
DOI: 10.17632/kmmw43j2z6.2
title: Transcriptional space-time mapping identifies concerted immune and stromal cell patterns and gene programs in wound healing and cancer

description: Tables and Figures for extended data accompanying the publications:
Mendeley Table S1: Counts for cells in CyTOF runs accompanying Figure 1 and Supplementary Figure 1
Mendeley Table S2: Parameters used for creation of Imaris Objects used in Figures 2, S2, 3, S3, S4, 7 and S7
Mendeley Figure S1: Extended figures accompanying Figure 1 and S1
Mendeley Figure S4: Extended figures accompanying Figure 4 and S4
DOI: 10.17632/wkv92tp2mw.1
title: data

description: data of study
DOI: 10.17632/gt3p9fmtyk.1
title: Countries' differentiated responsibilities to fulfill area-based conservation targets of the Kunming-Montreal Global Biodiversity Framework

description: Codes and input data for ONEEAR paper: Countries' differentiated responsibilities to fulfill area-based conservation targets of the Kunming-Montreal Global Biodiversity Framework
DOI: 10.25901/h4wh-j068
title: Far North Queensland, Leaf Level Physiology, Chemistry and Structural Traits Data, Robson Creek Site, 2012
DOI: 10.34740/kaggle/dsv/5526374
title: Elon Musk Tweets
DOI: 10.6084/m9.figshare.16643314
title: In-air Hand Gesture Signature Database (iHGS Database)

description: This <i>iHGS database</i> comprises two separate datasets, <i>genuine dataset</i>, and <i>skilled forgery dataset </i>(Folder named as GENUINE and FORGERY). For a genuine dataset, 100 participants which each participant provides 10 genuine samples in each session (session 1 and session 2). They were allowed to reject a sample if it is considered incomplete or not satisfied with their movement. A total of 2000 (10×2×100) samples were gathered for this genuine dataset. As of skilled forgery dataset, it was collected where other participants acted as skilled forgers. To imitate the signature, the forger was given a signature that has been pre-signed by the genuine owner on a piece of paper at random. They were asked to learn that signature with as much time as they needed. Then, each forger was asked to imitate the assigned signature for 10 times. Initially, a total of 1000 skilled forgery signatures were successfully collected. However, 20 skilled signature samples for two participants (10 samples each) were corrupted due to the hardware error. Thus, only 980 skilled forgery samples were finally obtained.
DOI: 10.5281/zenodo.7798803
title: Codes and the test dataset for MSR

description: This file contains the essential codes, model parameter files, and test dataset for the echo reconstructions of Zhu et al. 2023. When unzipping the "Data4MSR4Test_split.zip.00x", simply put these zip packages in the same folder and unzip the "Data4MSR4Test_split.zip.001". The dataset contains processed radar echo data, satellite images, and simulations over the Beijing-Tianjin-Hebei region ([36°N, 113°E]×[43°N, 120°E]) with a horizontal resolution of 0.01°, corresponding to three folders. First, the "Radar" folder contains the radar echo data. Each file contains radar echo data (CAPPI) of five heights (from the 1st layer on is CAPPI at 1500, 2000, 2500, 3000, and 3500 m). The "satellite" folder contains the Himawari-8 satellite images ("TBBdata" folder) of five bands (from the 1st layer on is the 5th, 8th, 13th, 15th, and 16th bands) and corresponding convective cloud classification data ("clouddata" folder). The "WRF2RADAR" folder contains 24-layer WRF-simulated variables, and from the 1st layer on is vertical wind shear, U (850 hPa), U (700 hPa), U (500 hPa), V (850 hPa), V (700 hPa), V (500 hPa), W (850 hPa), W (700 hPa), W (500 hPa), storm relative helicity, updraft helicity, K index, maximum convective available potential energy, maximum convective inhibition, equivalent potential temperature difference, temperature lapse rate, precipitable water, water vapor mixing ratio (850 hPa), water vapor mixing ratio (700 hPa), water vapor mixing ratio (500 hPa), relative humidity (850 hPa), relative humidity (700 hPa), relative humidity (500 hPa). Please note, only the first 700 rows and the first 700 lines of WRF-simulated data are used. We acknowledge the National Key Basic Research Program of China (grant 2014CB441401) for providing radar data. We acknowledge the Japan Aerospace Exploration Agency (JAXA) for supplying Himawari-8 satellite images. Before use, please modify the path to the test dataset in "data_loader.py" in "Codes4GRL". Original codes are aimed at research needs and there is a lot of room for improvement.
DOI: 10.5281/zenodo.7798802
title: Codes and the test dataset for MSR

description: This file contains the essential codes, model parameter files, and test dataset for the echo reconstructions of Zhu et al. 2023. When unzipping the "Data4MSR4Test_split.zip.00x", simply put these zip packages in the same folder and unzip the "Data4MSR4Test_split.zip.001". The dataset contains processed radar echo data, satellite images, and simulations over the Beijing-Tianjin-Hebei region ([36°N, 113°E]×[43°N, 120°E]) with a horizontal resolution of 0.01°, corresponding to three folders. First, the "Radar" folder contains the radar echo data. Each file contains radar echo data (CAPPI) of five heights (from the 1st layer on is CAPPI at 1500, 2000, 2500, 3000, and 3500 m). The "satellite" folder contains the Himawari-8 satellite images ("TBBdata" folder) of five bands (from the 1st layer on is the 5th, 8th, 13th, 15th, and 16th bands) and corresponding convective cloud classification data ("clouddata" folder). The "WRF2RADAR" folder contains 24-layer WRF-simulated variables, and from the 1st layer on is vertical wind shear, U (850 hPa), U (700 hPa), U (500 hPa), V (850 hPa), V (700 hPa), V (500 hPa), W (850 hPa), W (700 hPa), W (500 hPa), storm relative helicity, updraft helicity, K index, maximum convective available potential energy, maximum convective inhibition, equivalent potential temperature difference, temperature lapse rate, precipitable water, water vapor mixing ratio (850 hPa), water vapor mixing ratio (700 hPa), water vapor mixing ratio (500 hPa), relative humidity (850 hPa), relative humidity (700 hPa), relative humidity (500 hPa). Please note, only the first 700 rows and the first 700 lines of WRF-simulated data are used. We acknowledge the National Key Basic Research Program of China (grant 2014CB441401) for providing radar data. We acknowledge the Japan Aerospace Exploration Agency (JAXA) for supplying Himawari-8 satellite images. Before use, please modify the path to the test dataset in "data_loader.py" in "Codes4GRL". Original codes are aimed at research needs and there is a lot of room for improvement.
DOI: 10.15479/at:ista:12820
title: Research data of the publication "Disulfide-bond-induced structural frustration and dynamic disorder in a peroxiredoxin from MAS NMR"

description: Disulfide bond formation is fundamentally important for protein structure, and constitutes a key mechanism by which cells regulate the intracellular oxidation state. Peroxiredoxins (PRDXs) eliminate reactive oxygen species such as hydrogen peroxide through a catalytic cycle of Cys oxidation and reduction. Additionally, upon Cys oxidation PRDXs undergo extensive conformational rearrangements that may underlie their presently structurally poorly defined functions as molecular chaperones. Rearrangements include high molecular-weight oligomerization, the dynamics of which are, however, poorly understood, as is the impact of disulfide bond formation on these properties. Here we show that formation of disulfide bonds along the catalytic cycle induces extensive microsecond time scale dynamics, as monitored by magic-angle spinning NMR of the 216 kDa-large Tsa1 decameric assembly and solution-NMR of a designed dimeric mutant. We ascribe the conformational dynamics to structural frustration, resulting from conflicts between the disulfide-constrained reduction of mobility and the desire to fulfil other favorable contacts. This data repository contains NMR data presented in the associated manuscript
DOI: 10.3217/42y5b-wmq11
title: measurements

description: The .zip file should be extracted such that the following directory tree is built:
data/
    
       kavach_datasets/
        
       masked/
    
                  setX_YZ.npy
    
       masked_flawed/
       
                 setX_YZ.npy
DOI: 10.6084/m9.figshare.22698187
title: Sugarcane mosaic virus reduced bacterial diversity and network complexity in the maize root endosphere (supporting information)

description: Aboveground biomass, relative expression of SCWV CP in leaves (b) after infection for three and nine days. The bacterial richness at phylum level in the rhizosphere and endosphere after infection for nine days
DOI: 10.5281/zenodo.7807378
title: Summary statistics for: Phenome-wide analyses identify an association between the parent-of-origin effects dependent methylome and the rate of aging in humans

description: Summary statistics of single POE-CpG based and POE-CpG co-methylation module based phenome-wide association analyses for the manuscript "Phenome-wide analyses identify an association between the parent-of-origin effects dependent methylome and the rate of aging in humans"
description: {"references": ["Chenhao,Gao et al. (2023) Summary statistics of Phenome-wide analyses identify an association between the parent-of-origin effects dependent methylome and the rate of aging in humans. Zenodo."]}
DOI: 10.5281/zenodo.7807379
title: Summary statistics for: Phenome-wide analyses identify an association between the parent-of-origin effects dependent methylome and the rate of aging in humans

description: Summary statistics of single POE-CpG based and POE-CpG co-methylation module based phenome-wide association analyses for the manuscript "Phenome-wide analyses identify an association between the parent-of-origin effects dependent methylome and the rate of aging in humans"
description: {"references": ["Chenhao,Gao et al. (2023) Summary statistics of Phenome-wide analyses identify an association between the parent-of-origin effects dependent methylome and the rate of aging in humans. Zenodo."]}
DOI: 10.5281/zenodo.7866118
title: Summary statistics for: Phenome-wide analyses identify an association between the parent-of-origin effects dependent methylome and the rate of aging in humans

description: Summary statistics of single POE-CpG based and POE-CpG co-methylation module based phenome-wide association analyses for the manuscript "Phenome-wide analyses identify an association between the parent-of-origin effects dependent methylome and the rate of aging in humans"
description: {"references": ["Chenhao,Gao et al. (2023) Summary statistics of Phenome-wide analyses identify an association between the parent-of-origin effects dependent methylome and the rate of aging in humans. Zenodo."]}
DOI: 10.5281/zenodo.7865807
title: A Comprehensive Study of Bugs in Embedded WebAssembly Virtual Machines

description: This contains all the experimental code, data sets, and result files for our experiments.