cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wnt6thwzvp.2
title: ThermoMechaLimestone

description: This data set gives more than 11 years of temperature and displacements recorded on and in a limestone cliff. An extensive presentation of the monitoring device can be found in (Gasc-Barbier et al., 2020, 2015) and is summarized below. Interpretation of data is proposed in Gasc-Barbier et al. (2021)
LaRG20102021_instrum.jpg displays the hazard zone. We can see a perched cave in a limestone cliff where a part of its roof had collapsed. On its roof an unstable beam reminds. This remaining beam is delimited by a horizontal interlayer thinning from East to West, hanging to the roof of the cave at the west and east-clamped in the rock mass. Opened fractures can be observed all around the beam. In order to assess the remaining hazard, 4 fissurometers (F1 to F4) and a thermal probe were installed on the roof of the cave and two borehole extensometers (D1 and D2) were drilled perpendicular to the face of the cliff, above the cave, to understand the global behaviour of the rock mass. 
The four fissurometers were positioned around the remaining beam to quantify the aperture of the joints, in order to evaluate the relative movement of the blocks, according to changes in external conditions: F1 near the east-clamped end of the beam, and the three others on the west part: Two of them (F3 and F4) were fixed across a horizontal joint and a vertical joint respectively, F2 is positioned across the vertical joint in a 45° angle. The thermal probe was fixed on the roof of the cavity near the three. Fissurometers are LVDT strain gauges that measure displacements between their two extremes with a resolution of 1/10 th mm. LaRG20102021_fissurometer.xlsx gives a record per hour.
The borehole extensometers (D1 & D2) are RockTest / Télémac distofor@ anchored in the rock mass at the end of the borehole at a depth of 8 m from the cliff wall. Both were prepared with three displacement measuring points at depths of 2 m, 4 m and 6 m from the cliff wall and temperature measuring points at 2 m and 6 m depth. The supplier gives a measuring range of 100 mm, a resolution lower than 0.01 mm. Given the length of the rods used (8 m), the precision is about 0.05 mm. The operating temperature must remain between 0° and 50 °C. The devices were placed perpendicular to the rock face, about 4 m and 7.5 m above the roof of the cave cavity (see Gasc-Barbier et al. 2021). LaRG20102021_disto.xlsx gives a record per hour.
Measurements lasts between July 2010 until April 2015. They were stopped when reinforcement works were proceeded in the cave in order to secure the village.

Gasc-Barbier, M., Merrien-Soukatchoff, Virely, D. 2021. The role of natural thermal cycles on a limestone cliff mechanical behavior. Eng Geol. DOI 10.1016/j.enggeo.2021.106293. 
Gasc-Barbier et al, 2020 https://doi.org/10.1051/geotech/2020013
Gasc-Barbier, M., Virely, D., Guittard, J., 2015. Thermal fatigue in rocks- la roque-gageac’ case study, in: 13th ISRM International Congress of Rock Mechanics. Montreal, Canada.
DOI: 10.5281/zenodo.5158449
title: DAPSI Open Call1-Subgrantees Datasest

description: This file contains the main data from the awarded applicants in the first open call of the NGI-DAPSI Programme.
DOI: 10.17632/rdtzrj235c.1
title: COVID well-being and coping in university students

description: The COVID-19 pandemic has caused an unexpected sudden disruption of students’ life, but until now there is not much knowledge about the long-term and complex effects of the disease outbreaks on the mental health university students. In the present investigation, our overarching goal was to test how their actual psychological state (defined as anxiety, depression, quality of sleep, and well-being) is affected by risk and protective factors under the psychological burdens caused by the COVID-19 pandemic. In particular, we hypothesized that loneliness, intolerance of uncertainty, contamination fear, false beliefs about COVID-19, maladaptive emotional regulation strategies and worrying will have a negative effect, while adaptive emotional regulation strategies and perceived social support will have a positive effect on the actual psychological state.
A total of 605 university students (474 females) volunteered to participate in our survey. Their mean age was 22.2 (SD=5.6, age range: 18-30). See Table 1 for a more detailed description of demographic variables. Students were recruited through the Internet by posting invitations on various university forums and mailing lists. The present survey was performed during the first peak of the COVID-19 pandemic (in April-May 2020). 
Data includes demographic questions included age, gender, marital status of the respondent, and the people living in the same household (e.g., staying home with the family), and other scales such as UCLA, IUS, CF, CERQ, MSPSS, WHO-5, AIS, STAI, BDI, WDQ.
First, we created two groups based on the sum score of answers to the perceived change questions. The first group consisted of participants who reached a negative total score, the second group consisted of participants who reached a totals core of zero or a positive value. We used independent samples t-tests to compare these groups on indicators of psychological well-being: subjective well-being (WHO-5), depressive mood (BDI-6), anxiety (STAI-6), loneliness (UCLA), and sleep quality (AIS-8).
DOI: 10.17632/j9pv9s6jzc.1
title: Push-out test database of 611 tests on headed studs in profiled steel sheeting transverse to the supporting beam

description: This database is collected for evaluating the reliability of design models for predicting the shear resistance of headed studs in profiled steel sheeting transverse to the supporting beam.
The database contains 611 push-out tests including tests with and without transversal load applied, with studs both through-deck welded and welded through pre-punched holes in the sheeting.
DOI: 10.17632/vn3spwfg52.4
title: Supplemental material for JAAD publication titled:  Secukinumab treatment demonstrated high efficacy and safety in pediatric patients with moderate to severe plaque psoriasis: 24 Week results from a Phase III open-label, randomized, multicenter study

description: Supplemental material for JAAD publication titled:  "A phase III open-label, randomized multicenter study to evaluate efficacy and safety of secukinumab in pediatric patients with moderate to severe plaque psoriasis: 24-week results" to be published in Journal of the American Academy of Dermatology
DOI: 10.17632/r25srygyb5.1
title: Intensive Mirror Therapy in older adults

description: The present work was carried out to determine the effectiveness of neuromuscular stimulation triggered by mirror therapy in older patients with post-stroke hemiplegia by two different intervention protocols, either intensively or spaced over time. 
Main outcome measures: Muscle strength and activity was measured at baseline and at the end of treatment. Functional ability was also evaluated.
DOI: 10.6084/m9.figshare.16566057
title: squidpy-visium.h5ad

description: H5AD file created by following the squidpy Visium fluorescence and H&E tutorials
DOI: 10.6084/m9.figshare.16566045.v1
title: The Earliest Stage of Mantle-Melt Evolution During Subduction Initiation: Evidence from the Neo-Tethyan Mirdita Ophiolite, Albania

description: Major- and trace-element compositions of olivine, clinopyroxene, orthopyroxene, spinel and pargasite, whole-rock major and trace elements, calculated oxygen fugacities, and temperature estimates of mineral pairs in Tables A1–A12; Figures A1-A6.
DOI: 10.6084/m9.figshare.16566045
title: The Earliest Stage of Mantle-Melt Evolution During Subduction Initiation: Evidence from the Neo-Tethyan Mirdita Ophiolite, Albania

description: Major- and trace-element compositions of olivine, clinopyroxene, orthopyroxene, spinel and pargasite, whole-rock major and trace elements, calculated oxygen fugacities, and temperature estimates of mineral pairs in Tables A1–A12; Figures A1-A6.
DOI: 10.17632/97hkwn5y3x.3
title: Nairobi Securities Exchange (NSE) Kenya - All Stocks Prices 2021

description: This compilation of historical daily stock market price data relates to the Kenyan Nairobi Securities Exchange (NSE).  This data is valuable for any machine learning algorithm that needs data (training, validation, testing).  This compilation develops on an earlier dataset (2008-2012) that was initially compiled as part of a research project to predict next day stock price, based on the previous five days, using Artificial Neural Networks (ANN). This initial research [1],[2] tested 6 stocks [3] using ANN of configuration 5:21:21:1. The data was then enhanced as a new compilation of all stocks in the period 2007-2012 [4].

Thereafter, the NSE dataset for 2013 to 2020 [5] was compiled followed by this compilation that now has the 2021 data (upto April 30).  The method of data compilation has remained as it was originally, being data scrapping from a publicly accessible website [6] licensed by NSE. The processing involves exporting the raw web data to spreadsheets, then cleaning up, by removal of unnecessary data elements such as HTML tags and other graphics that cannot be converted to text.

Just like the previous compilations, each stock data row has the following 13 data columns (1) Date (2) Stock Code (3) Stock Name (4) 12-month Low price (5) 12-month High price (6) Day's Low price (7) Day's High price (8) Day's Final Price (9) Previous traded price (10) Change in price value (11) Change in price % (12) Volume traded (13) Adjusted price.  One additional CSV file has been introduced to show market sector that each stock belongs to. The 3 column headings for this additional CSV are: (1) Market sector (2) Stock Code (3) Stock Name.

With the addition of this new data compilation, researchers now have an even larger dataset (2007-2021) and even a bigger pool of stocks and their indices, since stocks keep being introduced (or even retired).  Providing the market sector information also opens up additional opportunities for data analysis and usage in machine learning research.

List of data files on this dataset: 
NSE_data_all_stocks_2021_upto_31aug2021.csv 
NSE_data_stock_market_sectors_2021.csv

References: 
[1] Wanjawa, B. W. (2014). A Neural Network Model for Predicting Stock Market Prices at the Nairobi Securities Exchange (Dissertation, University of Nairobi). 
[2] Wanjawa, B. W., & Muchemi, L. (2014). ANN model to predict stock prices at stock exchange markets. arXiv preprint arXiv:1502.06434. 
[3] Wanjawa, Barack (2020), “Nairobi Securities Exchange Prices 2008-2012 for 6 selected stocks”, Mendeley Data, v3, http://dx.doi.org/10.17632/95fb84nzcd.3 
[4] Wanjawa, Barack (2020), “Nairobi Securities Exchange All Stocks Prices 2007-2012”, Mendeley Data, v1, http://dx.doi.org/10.17632/5hk4zw32f5.1 
[5] Wanjawa, Barack (2021), “Nairobi Securities Exchange (NSE) All Stocks Prices 2013-2020”, Mendeley Data, V2, http://dx.doi.org/10.17632/73rb78pmzw.2 
[6] Synergy Systems Ltd. (2020). MyStocks. Retrieved May 1, 2021, from http://live.mystocks.co.ke/
DOI: 10.17632/ytdrs8bwzn.1
title: Single-cell analysis of COVID-19, sepsis, and HIV infection reveals hyperinflammatory and immunosuppressive signatures in monocytes. Liu et al

description: supplemental spreadsheets of "Single-cell analysis of COVID-19, sepsis, and HIV infection reveals hyperinflammatory and immunosuppressive signatures in monocytes"
DOI: 10.17632/3g4zr6w59k.1
title: Data for: Experimental investigation of the residual strain in the walls of vegetables and fruit

description: Raw data for the residual strain analysis in vegetables and fruit
DOI: 10.17632/y227cxjvrz.1
title: 3RSCLSCND

description: Robust optimization of risk-aware, sustainable and resilient closed-loop supply chain network design with Lagrange relaxation and Fix-and-Optimize strategy
DOI: 10.25919/583e-2j57
title: Whole genome sequencing data for spirit collection specimens

description: Raw Illumina short read sequencing data derived from genomic DNA extractions from formalin and ethanol preserved tissue. Tissues were harvested from twelve spirit vault specimens from the Australian National Wildlife Collection. Nine of the twelve specimens were formalin-preserved and the remaining three (wedge-tailed eagle, great black cormorant and koala) were ethanol preserved. Three DNA extraction methods and two library preparation methods were tested. Species: wedge-tailed eagle (Aquila audax), saltwater crocodile (Crocodylus porosus), Australian kestrel (Falco cenchroides), tammar wallaby (Macropus eugenii), budgie (Melopsittacus undulatus), platypus (Ornithorhynchus anatinus), great black cormorant (Phalacrocorax carbo), koala (Phascolarctos cinereus), dwarf bearded dragon (Pogona minima), bearded dragon (Pogona vitticeps), cane toad (Rhinella marinus), zebra finch (Taeniopygia guttata)
DOI: 10.6084/m9.figshare.16566003
title: Dataset for 'Pre-eradication assessment of feral cat density and population size across Kangaroo Island, South Australia'

description: This data is associated with the paper 'Hohnen, Rosemary, Karleah Berris, Pat Hodgens, Josh Mulvaney, Brenton Florence, Brett P. Murphy, Sarah M. Legge, Chris R. Dickman, and John CZ Woinarski. 2020 "Pre-eradication assessment of feral cat density and population size across Kangaroo Island, South Australia." <i>Wildlife Research</i> 47, no. 8 (2020): 669-676.'<br>This paper assesses feral cat density at nine sites (remote infra-red camera arrays) on Kangaroo Island, South Australia. This dataset only includes data for six of those nine camera arrays as these were the arrays collected by the first author. These arrays are referred to in the paper as Border1, Border 2, Border3, Forest 1, Forest 2, and Farmland 1. In the dataset, there are two spreadsheets of each array 1.) the locations that cameras were deployed (referred to as xx_detector_input), and 2.) a spreadsheet describing the night each individual cat was detected at each camera site (referred to as xx_detections_input). For each array, both the respective spreadsheets are in the format that can be input into the 'secr' package in the program R to calculate density. Further information on the methods used to collect this dataset can be found in the methods section of the respective manuscript.
DOI: 10.5281/zenodo.5153281
title: Datasets from Prokkola et al. 2021 bioRxiv, doi: https://doi.org/10.1101/2021.08.23.457324).

description: Standard and maximum metabolic rate and aerobic scope datasets for Atlantic salmon juveniles. In raw data files ("xxx_bgCorrected_alldata_xx", oxygen saturations (O2.correct) shown in mg O2/L after correcting for background respiration. The analysed datasets ("Analysed_xxx_data.txt", contain values for each fish, combined with other information (each file contains dataset used in the analysis of the given variable without missing observations). See linked Github repository and manuscript for details.
DOI: 10.6084/m9.figshare.16566084
title: Supplementary Material for: Downregulation of <b><i>Arntl</i></b> mRNA Expression in Women with Hypertension: A Case-Control Study

description: <b><i>Background:</i></b> Previous studies have reported that disturbance of endogenous circadian rhythms enhances the chance of hypertension and suggested that circadian clock genes could have a crucial function in the onset of the disease. This case-control study was aimed to investigate the association of the mRNA expression of aryl hydrocarbon receptor nuclear translocator like (<i>Arntl</i>), clock circadian regulator (<i>Clock</i>), and period circadian regulators 1 and 2 (<i>Per1</i> and <i>Per2</i>) with hypertension and blood pressure levels. <b><i>Methods:</i></b> A total of 172 subjects were recruited in this study, including 86 hypertension and 86 nonhypertension controls. The mRNA expression levels in peripheral blood mononuclear cells were determined by real-time quantitative polymerase chain reaction. The differences in <i>Arntl</i>, <i>Clock</i>, <i>Per1</i>, and <i>Per2</i> mRNA expression were compared between the 2 groups, and the relationship between mRNA expression and cardiometabolic risk profiles was also assessed. <b><i>Results:</i></b> We found that the mRNA expression of <i>Arntl</i> was downregulated in the hypertension cases compared with controls in women (1.10 [0.66, 1.71] vs. 1.30 [0.99, 2.06], <i>p</i> = 0.031). There was a significant negative correlation between the <i>Arntl</i> mRNA expression and SBP (<i>r</i> = −0.301, <i>p</i> = 0.004) and DBP (<i>r</i> = −0.222, <i>p</i> = 0.034) in women. In men, a negative correlation between the <i>Per1</i> mRNA expression and SBP (<i>r</i> = −0.247, <i>p</i> = 0.026) was found. <b><i>Conclusions:</i></b> The <i>Arntl</i> mRNA expression may play an important role in progression of hypertension in women.
DOI: 10.6084/m9.figshare.16566030
title: Supporting data JVS.xlsx

description: This database originates in the volume published by dr. Coldea on the Romanian vegetation (Coldea Gh., 2015, Les associations vegetales de Roumanie, vol. 3, Les associations forestieres et arbustives). Small corrections were made to the original data (if mistakes were found - i.e. double entries by synonim name for a species). There are 2 distinct datasets inside: a. Species data (Frequencies of occurence - in percentage - of species in each woody community type considered - there is a total of 30 woody communities) and b. Eco-functional data (Fraction of ruderal and specialized species number in each woody community type). This dataset was used in a paper (entitled ”The ranked species occupancy curves reflect the dominant process of species sorting: evidence from forest/scrub communities”) accepted for publication in September 2020 by Journal of Vegetation Science.<br>
DOI: 10.6084/m9.figshare.13637092
title: Experimental investigation of heat transfer characteristics during water jet impingement cooling of a high-temperature steel surface

description: The microstructure and mechanical properties of the hot rolled steel depend on the laminar jet cooling control on the runout table. An experimental and numerical study of the heat transfer during water jet impingement cooling of a hot steel plate (600 to 900°C) is presented. The effects of plate temperature upon the heat transfer were analyzed by the inverse heat conduction method that provided the heat fluxes on top surface from measured temperatures into the plate. Rewetting (liquid-solid contact) occurs on surface above 880°C. Higher initial temperatures enlarge the heat flux, but delay the onset of the rewetting and the advance of rewetting front radius (R<sub>wet</sub>). Heat transfer coefficient (HTC) increases as surface temperature decreases. The size of the non-symmetric effective jet cooling zone depends on strip speed. Correlations to predict HTC and Rwet have been proposed. Results will contribute for enhancement of fast cooling system in hot strip mill.
DOI: 10.6084/m9.figshare.13637092.v1
title: Experimental investigation of heat transfer characteristics during water jet impingement cooling of a high-temperature steel surface

description: The microstructure and mechanical properties of the hot rolled steel depend on the laminar jet cooling control on the runout table. An experimental and numerical study of the heat transfer during water jet impingement cooling of a hot steel plate (600 to 900°C) is presented. The effects of plate temperature upon the heat transfer were analyzed by the inverse heat conduction method that provided the heat fluxes on top surface from measured temperatures into the plate. Rewetting (liquid-solid contact) occurs on surface above 880°C. Higher initial temperatures enlarge the heat flux, but delay the onset of the rewetting and the advance of rewetting front radius (R<sub>wet</sub>). Heat transfer coefficient (HTC) increases as surface temperature decreases. The size of the non-symmetric effective jet cooling zone depends on strip speed. Correlations to predict HTC and Rwet have been proposed. Results will contribute for enhancement of fast cooling system in hot strip mill.
DOI: 10.6084/m9.figshare.16566135
title: 2016 Mindfulness Stats Complete.xlsx

description: This pilot study employed a single group quasi-experimental, simultaneous mixed-methods design by utilizing quantitative pre and post testing paired with a written qualitative post-assessment. Thirteen (13) healthcare practitioners employed at a community outpatient mental health clinic in Amherst, Nova Scotia were recruited for the study (table 1). Convenience and snowball sampling were used to recruit participants. The Mindfulness Awareness Practices (MAPs) program is a 6-week, validated protocol delivered by a trained instructor. The intervention has demonstrated usefulness in reducing distress in clinical populations (26, 27). Participants completed the MAPs 6-week course, including weekly 90-minute facilitated group classes. Participants were encouraged to complete and record ‘homework’ activities, including guided meditation practice. The program was delivered on-site at the clinic during the participants’ regular workday. The Five Facet Mindfulness Questionnaire (FFMQ), first proposed in 2006 is a robust, 39-item self-report, Likert type scale measuring 5 correlates of mindfulness; observing, describing, acting with awareness, non-judging and non-reacting (28, 29). The scale exhibits reliable construct validity across facets (30). The Perceived Stress Scale (10) (PSS) is a widely used 10-item, self-report questionnaire designed to measure individual stress, demonstrating high internal consistency across populations ( 0.82) (31, 32). Participants completed the FFMQ and the PSS prior to the first session (week 1) and post-participation in the protocol (week 6). Qualitative data was obtained using a brief, written questionnaire that allowed for narrative-style feedback from participants, completed post-intervention. The questions were as follows:<i> </i><i>“In what way has the six-week mindfulness training influenced your personal life?”</i><i> </i><i>“In what way has the six-week mindfulness training influenced your clinical practice?”</i> <b>Statistical Analysis</b>FFMQ and PSS scores were set as primary outcome measures. Continuous data from the quantitative questionnaires was entered into SPSS. Paired samples t-tests were then conducted. Statistical significance was assumed at 0.05%. Corresponding<i> Cohen's d</i> values were determined, and effect sizes established. Outcome variables included overall mindfulness, perceived stress and the five FFMQ subscales. Secondary outcome measures sought to explore the relationship between engagement and change in outcome scores, however statistical analysis was impacted by poor response rates. <b>Data Analysis</b>Participants were provided with the two questions stated above, and in turn provided the researchers with written responses. The written responses were transcribed to text and some minor substitutions (e.g., replacing shorthand with full words) were made to aid legibility, with no impact to the meaning of the responses. Thematic analysis was applied to the qualitative data to observe themes that arose across participants’ varying experiences of the program.
DOI: 10.15468/xu5psx
title: Amithao erici nov. sp. - eine neue Rosenkäferart aus Nicaragua (Coleoptera, Scarabaeidae, Cetoniinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Mitter, H. (2007): Amithao erici nov. sp. - eine neue Rosenkäferart aus Nicaragua (Coleoptera, Scarabaeidae, Cetoniinae). Linzer biologische Beiträge 39 (1): 519-520, DOI: http://doi.org/10.5281/zenodo.5410290
DOI: 10.6084/m9.figshare.14938131
title: Supplementary Material for: N-cadherin regulates GluA1-mediated depressive-like behavior in adolescent female rat offspring following prenatal stress

description: Medicine
DOI: 10.6084/m9.figshare.14662257
title: Evolutionary Biology 2021 items

description: Anatomical networks, calibrated phylogeny, and brain size data for the manuscript <i><b>"Cranial anatomical integration and disparity among bones discriminate between primates and non-primate mammals"</b></i>