cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/sk279ktjv3.2
title: Intracerebral Electric Field Magnitudes during tACS in Human In-Vivo

description: This dataset is used in our study entitled : "In-vivo Evidence of Electric Fields in Human Deep Cortical Structures During Transcranial Electrical Stimulation".
Our main purpose was to measure the electric field in several deep brain structures during TES in humans in-vivo. In addition, we investigated the effects of TES frequencies, intensities, and montages on the intracerebral EF.
Simultaneous bipolar transcranial alternating current stimulation and intracerebral recordings (SEEG) were performed in 8 drug-resistant epileptic patients. TES was applied using small high-definition (HD) electrodes. 
Patients gave their informed consent prior to participation (NCT03644732).
Seven different tACS frequencies were tested on 1 patient (patient #0), two low intensities were applied to 6 patients (0.5 and 1mA) and 15 different montages were tested on 1 patient (Patient #7).
At 1mA intensity, we found mean EF magnitudes of 0.21, 0.17 and 0.07 V.m-1 in the amygdala, hippocampus, and cingulate gyrus, respectively. An average of 0.14 ± 0.07 V.m-1 was measured in these deep brain areas. 
A mean global EF difference of 5% was measured in function of the frequency. The EF was correlated with the TES intensities. The TES montages that yielded the maximum EF in the amygdalae were T7-T8 and in the cingulate gyri were C3-FT10 and T7-C4.
A substantial EF in deep brain structures is achievable using low intensities and small HD electrodes whatever the frequency used. EF magnitude is correlated to the stimulation intensity and dependent upon the stimulation montage.

This dataset contains 8 individual anonymized MRI (nifti format) and 34 files (xls format) with intracerebral electrical field (EF) magnitudes (in V/m) and 3D SEEG contact coordinates (in SCS space).
DOI: 10.17632/8tkxfrdcc9.1
title: Pillar 3: The banking institution web server log file

description: The dataset represents the pre-processed web server log file of the commercial bank. The source of data is the web server of the bank and keeps access of web users from the year 2018. Unnecessary data saved by the web server was removed to keep the focus only on the textual content of the website. The dataset contains information about the session and does not contain any personal data of web users. The dataset offers the way to understand the behaviour of stakeholders during the year and how they comply with the Basel regulations.
DOI: 10.17632/56xxmr3sfj.1
title: Data for water quality parameters and its treatment with water hyacinth and vetiver grass

description: Groundwater quality is a major issue of today’s era. Groundwater quality improvement through use of macrophytes can be economical and efficient. Hence, it will be beneficial where there is scarcity of freshwater and lack of adequate provisions for setting up water treatment plant. In this study, the groundwater samples from different depths of handpumps, located at various locations of Gujaini area of Kanpur city were collected and analyzed for different water quality parameters such as pH, total dissolved solids (TDS), alkalinity, hardness and turbidity. TDS and hardness were observed beyond the limits as mentioned in drinking water standards. For the treatment of TDS and hardness, the macrophytes (water hyacinth and vetiver grass) were grown under observation. While observations, the growth parameters of species (water hyacinth and vetiver grass) like number of leaves, plant weight, length of principal root and number of roots with the passage of days were measured. The removal efficiency of water hyacinth and vetiver grass were also computed for different water quality parameters. The study showed that water hyacinth had higher contaminant reduction capability than vetiver grass. The data generated for various water quality parameters and measured values of growth parameters of species can help the researchers, carrying out research at different locations of Kanpur city.
DOI: 10.17632/73nm57fg84.1
title: Pedagogical initiatives indicating the course attainments dataset

description: The measurement of course attainment is one of the key aspects of the OBE model. The course outcome is assessed and evaluated at the end of each course because of which most of the time the concerned faculty falters to take corrective action on time. This paper presents a simplified but robust approach for the measurement of the course attainment as an assessment tool. It can be used while delivering the course and can be easily calculated. This will allow the faculty members to quickly tweak (if required) the teaching and learning methodology meeting the required course outcome. In the absence of the method as discussed in the paper, the process of measurement of course attainment is seen more as a post processing method, as it is calculated at the end of the completion of the course. The input required to indicate the course attainments are: Target value, University norms for the allocation of grades, list and number of assessment tools and count of students. It provides the gross course attainment independent of course outcome level. The data types used are nominal, interval and ordinal.
DOI: 10.17632/v3ys96h6jc.1
title: Mutual assessment of acoustic, pyrometric and thermographic laser powder bed fusion monitoring

description: This repository contains the processed data of  LPBF process monitoring using a Mircophone, a Pyrometer and a Thermography Camera to monitor a process with deliberate deviations from ideal conditions.
DOI: 10.17632/6hm6pc3y43.2
title: Cotton Leaf Dataset

description: Cotton Database leaf images
DOI: 10.17632/hmyr22s3jy.1
title: Framework of data set to align Higher Educational Institute as per Lean Six Sigma criteria

description: Higher Education Institution (HEI) has a mandate to align itself as per the criteria of accreditation which broadly follow the philosophy of quality assurance. This paper gives the various frameworks of data sets which can be widely used making the statistical analysis aligning with the higher educational institute educational process. The main frame work with relevant modification using lean six sigma (LSS) for HEI is presented here are: 5 Why, Cause and effect, 5 S, State map, Key Performance Indicator (KPI), Pareto analysis, Course attainment, Rubrics, Visual change management tools, Improvement charter, House of quality. These frameworks can be used by HEI with very little modification as per the factors affecting them and report the progress as it can be used as a worksheet.
DOI: 10.17632/bksvw9rdg2.1
title: Rotavirus extral-intestinal complications dataset-20211001-MZJ

description: The data that support the findings of this study are available on request from the corresponding author, [Z. Miao].  Any use of this dataset without permission is prohibited.
DOI: 10.17632/t2mp4f5fcw.1
title: MiTAPH (mitochondrial method study)

description: Variation in mitochondrial respiration in human adipose tissue
DOI: 10.17632/2nf557wdyk.1
title: Lithium-ion Batteries Immersion Cooling Experiment

description: The experiment is the case of Li-ion batteries in immersion cooling configuration. 
To get the full information on the data read the file 'README.txt'.
A battery pack composed of eight cells is immersed in a coolant within an enclosure.  


See the 'ExpSetup_legend.pdf' file to visualize the setup geometry. 
This dataset contains temperature, mass flow rate, voltage, and electrical current measurements of 
Li-ion cells under two charging/discharging conditions cycles. 
The results of the experiment are widely commented in the linked article. 

The experiment was conducted by Exoes, 33170 Gradignan, France.
DOI: 10.17632/y4yxmmjmzs.1
title: Supplementary Figure 1. PRISMA Flow Diagram. 

description: The flow diagram describes the flow of search results regarding dupilumab-induced ocular surface disease. It shows the number of studies that were included or excluded and the reason for exclusion. 
*Case reports and case series
DOI: 10.17632/gghs8zh2dw.1
title: An Experimental and Rate Theory Model for Understanding the Radiation Effects in Friction Stir Welded MA956 Ion Irradiation

description: One outstanding challenge in the manufacturing and joining of oxide dispersion strengthened steels is retaining the nanofeatures in the alloy throughout the fabrication and welding process. MA956 was friction stir welded with two different sets of welding parameters, resulting in a medium and high heat input. After welding, 5 MeV Fe++ ion irradiations were performed at doses ranging from 50 to 200 dpa in the temperature range of 400 to 500°C. Post-irradiation characterization was performed primarily with scanning transmission electron microscopy and energy-dispersive x-ray spectroscopy to investigate the Y-Al-O dispersoids, voids, and dislocations. After welding, the dispersoid microstructure coarsened, resulting in fewer and larger dispersoids regardless of heat input. After irradiation, the dispersoid behavior in the welded material was sensitive to temperature, exhibiting growth behavior attributed to Ostwald coarsening at 500°C—but a mixture of nucleation and more muted growth at 400 and 450°C— attributed to competing mechanisms of radiation-enhanced diffusion and Ostwald coarsening. Void swelling correlated to heat input; it was much more prevalent in the welded conditions occurring at lower doses and in higher values relative to the base material. The low values of swelling despite microstructure coarsening caused by welding demonstrate the excellent swelling resistance of MA956, even after welding with the highest swelling values of 0.5% noted in the stir zone high heat input condition at 450°C, 200 dpa. The dislocation behavior was inconsistent: the strongest trend was that network density is higher for welded versus base material, and an increase in loop diameter with temperature was observed.
DOI: 10.17632/xjs2n7dnv8.1
title: DATA_Social Media, Fake News and Influence on Elections in NIGERIA

description: This data set is from a cross-sectional online survey sample of 290 social media users who voted during Nigeria’s 2019 Elections in response to the dearth of evidence on the impacts of fake news on attitudes and beliefs, which can impact an election as a democratic event. Two hypotheses were proposed: (1) Fake news awareness will have no significant negative influence on voters due to its limited reach; (2) Inoculation against fake news will protect voters against the influence of fake news as postulated by the Inoculation The instrument adapted concepts and scales from previous studies to ensure the reliability of measurement. Fake news was operationalized from previously cited extant literature (See: Allcott & Gentzkow, 2017; Siapera, 2018; Uberti, 2017) as misleading and false information made to look like a true or factual story; that may be intentionally fabricated or manipulated with the intention of influencing public opinion on a certain reason for certain benefit, in this case, political gains or advantage. The data set contains Likert and non-Likert Scale questions. The Likert Scale components comprised 5-points (1=Strongly Disagree to 5=Strongly Agree, and 1=Very Infrequently to 5=Very Frequently). Items for measuring “awareness on fake news” was adapted from Fletcher et al. (2018); “influence of fake news” from Allcott and Gentzkow (2017); and “inoculation against fake news” from Cook et al. (2017), Roozenbeek and van der Linden (2018) and Van der Linden et al. (2017). The non-Likert Scale component was used to collect relevant demographic data (age, education, and occupation), as well as descriptive data on prevalence and sources of fake news on the elections, which required no reliability of scales. The adapted Likert-scale survey instrument initially contained 21 items. In the following pre-test with a convenience sample of 30 different sets of respondents, reliability of scales for internal consistency of measures helped in eliminating 10 items with low Cronbach Alpha (α) values. Three scales were finally measured using an 11-item 5-point Likert-scale instrument as follows: Awareness on fake news (4 items), Influence of fake news (3 items), and Inoculation against fake news (4 items). The Cronbach Alpha (α) values ranged between 0.712 and 0.938. Spearman Rho Correlation, the non-parametric statistical tested correlation between “awareness of fake news and influence of fake news”; and “influence of fake news and inoculation against fake news” on voters. Spearman Rho Correlation was tested instead of Pearson’s product-moment Correlation because the data set violated normality assumptions. Mean scores, frequencies, and percentages (descriptive statistics) were used to report the participants’ demographic statistics and prevalence of fake news. The results revealed the effects of fake news on voters, its prevalence on three social media platforms, and recent evidence on the Inoculation Theory regarding the election.
DOI: 10.17632/ntmffmzx6j.1
title: GABA & DOX

description: GABA & DOX
DOI: 10.17632/g9zhj9m8zd.1
title: Competences extracted from marketing-related job vacancies and exams' descriptions.

description: Competences extracted from italian marketing-related job vacancies and exams' descriptions, using NLP techniques and ESCO (European Skills/Competences, Qualifications and Occupations) repository and keywords from marketing-related literature.
This includes:
- cds_dataset: competences extracted from the sentences of the exams' descriptions
- jv_dataset: competences extracted from the sentences of the job vacancies

Language: Italian
DOI: 10.17632/8c5jwvkvsz.2
title: Dataset: Mesoscale assessment of sedentary coastal fish density using vertical underwater cameras.

description: Accurate and precise monitoring of absolute density (i.e., number of fish per area or volume unit) of exploited fish stocks would be strongly advisable for deriving the stock's status and for designing proper management plans. Moreover, monitoring should be achieved at relevant (i.e., large enough) temporal and spatial scales. This objective is particularly challenging for data-poor fisheries, as it uses to be the case of recreational fishing. Therefore, here, as a proof of concept, the feasibility of underwater video monitoring (vertical unbaited cameras) for estimating the absolute density of coastal sedentary fish species is demonstrated. The absolute density of a small serranid (Serranus scriba) has been estimated with suitable accuracy and precision alongside the south coast of Mallorca Island (nearly 100 km). Fish density ranged between 2 ind/km2 and 59,115 ind/km2. These large differences are explained by exposure to fishing, and by minor site-specificities of habitat and depth, all well within the previously reported environmental range of the studied species. Site-specific, seemingly long-term, effects of fishing are negatively correlated with fish density, but short-term effects (assessed by the interaction between exposure to fishing and before/after the season when recreational fishing accumulated at the studied area) were not detected. We suggest that the short-term effects of fishing may remain undetected because highly exploited sites could inhabit fish that are already non-vulnerable to fishing, irrespective of the short-term fishing pressure exerted. Such a process may explain some hyperdepletion patterns and should prevent the use of fisheries-dependent data for monitoring fish density.
DOI: 10.17632/62z54f5yf3.1
title: Unbiased molecular definition of epithelial barrier formation and defects driving inflammatory bowel disease (DPhil Thesis D Fawkner-Corbett)

description: The appendix and supplementary data to support the thesis  "Unbiased molecular definition of epithelial barrier formation and defects driving inflammatory bowel disease"  submitted by D Fawkner-Corbett, Balliol College, University of Oxford.
DOI: 10.17632/rjwnc4zt4p.2
title: Dataset on Dynamic Testing Techniques of Non-Functional Requirements on Mobile Applications

description: This dataset contains information extracted from the 56 papers which potentially discuss Dynamic Testing Techniques of Non-Functional Requirements on Mobile Applications. From this information, it is possible to identify, evaluate, and collect available relevant research works about non-functional requirements testing on mobile applications. Moreover, such information is helpful to assess: trends, purpose, perspective, tool support, and industry collaboration. 

This dataset contains two main folders: (1) Data Extraction Stage; and (2) Data Analysis Stage. The folder "Data Extraction Stage" contains the spreadsheet with the extracted data from the 56 selected studies and the extraction form (pdf version). On the other hand, the folder "Data Analysis Stage" contains the python and Matlab scripts used to generate the graphs and figures.
DOI: 10.17632/w4tyn7pfvg.1
title: SARS-CoV-2 and post-donation information: the one-year experience of the French Haemovigilance network

description: This dataset was gathered from February 18, 2020 and January 18, using the French haemovigilance network. Provided information are related to donations: date of donation, gender and age of the donor),  and to post-donation information (PDI) and SARS-CoV-2 infection: type of PDI, onset and type of symptoms if any, date of PDI, date of positive nasoparyngeal RT-PCR if any, result of the nasoparyngeal RT-PCR or antigenic testing, and result of SARS-CoV-2 RNA screening in plasma (RT-PCR1).
These data were used in the description of COVID-19/SARS-CoV-2 related PDI during the first year of the SARS-CoV-2 pandemic in France, and to evaluate the RNAemia in blood donors reporting such PDI.
DOI: 10.5517/ccdc.csd.cc282sx2
title: CCDC 2088064: Experimental Crystal Structure Determination

description: Related Article: Jian Ren, Shihua Ding, Xiaonian Li, Ran Bi, Qinshi Zhao|2021|J.Org.Chem.|86|12762|doi:10.1021/acs.joc.1c01343
DOI: 10.5517/ccdc.csd.cc2861g0
title: CCDC 2091181: Experimental Crystal Structure Determination

description: Related Article: Pierre-Luc T. Boudreault, Miguel A. Esteruelas, Erik Mora, Enrique Oñate, Jui-Yi Tsai|2021|Organometallics|40|3211|doi:10.1021/acs.organomet.1c00408
DOI: 10.5517/ccdc.csd.cc2861j2
title: CCDC 2091183: Experimental Crystal Structure Determination

description: Related Article: Pierre-Luc T. Boudreault, Miguel A. Esteruelas, Erik Mora, Enrique Oñate, Jui-Yi Tsai|2021|Organometallics|40|3211|doi:10.1021/acs.organomet.1c00408
DOI: 10.6084/m9.figshare.16723099
title: Ch3 ITV project [Data + R code]

description: Inferring temporal shift in prairie communities from patterns of taxonomic, phylogenetic, and functional diversity
DOI: 10.6084/m9.figshare.16723099.v2
title: Ch3 ITV project [Data + R code]

description: Inferring temporal shift in prairie communities from patterns of taxonomic, phylogenetic, and functional diversity
DOI: 10.6084/m9.figshare.16723099.v1
title: Ch3 ITV project

description: Inferring temporal shift in prairie communities from patterns of taxonomic, phylogenetic, and functional diversity
DOI: 10.17632/d8tjdxyjcm.1
title: Data for: "A functional topography within the cholinergic basal forebrain for encoding sensory cues and behavioral reinforcement outcomes."

description: Data for the article titled: 
"A functional topography within the cholinergic basal forebrain for encoding sensory cues and behavioral reinforcement outcomes."
By Blaise Robert, Eyal Y. Kimchi, Yurika Watanabe, Tatenda Chakoma, Miao Jing, Yulong Li and Daniel B. Polley.

Preprint:  https://doi.org/10.1101/2021.04.16.439895

MATLAB scripts can be run to reproduce the figures from the final paper.
DOI: 10.5517/ccdc.csd.cc28bmgq
title: CCDC 2095583: Experimental Crystal Structure Determination

description: Related Article: Waseem A. Hussain, Kyle N. Plunkett|2021|J.Org.Chem.|86|12569|doi:10.1021/acs.joc.1c01004
DOI: 10.5517/ccdc.csd.cc28hhr1
title: CCDC 2100273: Experimental Crystal Structure Determination

description: Related Article: Mayu Kusakabe, Kazunori Nagao, Hirohisa Ohmiya|2021|Org.Lett.|23|7242|doi:10.1021/acs.orglett.1c02639
DOI: 10.7284/143766
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AR56 using a Hawaii UHDAS instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143775
title: Multiplexed data collected during research cruise AR56 using a WHOI dsLog gyro instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143769
title: Expendable Probe data collected during research cruise AR56 using a Sippican MK21 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143779
title: Flowmeter data collected during research cruise AR56 using a Thiel Thiel Flowmeter instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143759
title: Fluorometer data collected during research cruise AR56 using a WET Labs WETStar instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143763
title: GNSS (Global Navigation Satellite System) data collected during research cruise AR56 using a C&C C-Nav 3050 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143778
title: GNSS (Global Navigation Satellite System) data collected during research cruise AR56 using a Kongsberg DPS112 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143767
title: Gravimeter data collected during research cruise AR56 using a Bell BGM-3 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143777
title: INS (Inertial Navigation System) data collected during research cruise AR56 using a Applanix POS/MV-320 V5 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143770
title: Meteorological Station data collected during research cruise AR56 using a Vaisala WXT520 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143771
title: Meteorological Station data collected during research cruise AR56 using a Vaisala WXT520 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143773
title: Multibeam Echosounder data collected during research cruise AR56 using a Kongsberg EM710 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143774
title: Multibeam Echosounder data collected during research cruise AR56 using a Kongsberg EM710 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143783
title: pCO2 (Partial Pressure of Carbon Dioxide) data collected during research cruise AR56 using a General Oceanics 8050 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143764
title: Radiometer data collected during research cruise AR56 using a Eppley RAD instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/143765
title: Radiometer data collected during research cruise AR56 using a Biospherical QSR-2150 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition