cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/zkcn3wkszc.1
title: Courtship and copula duration influence paternity success in a spider

description: We tested whether in the cannibalistic spider Argiope keyserlingi courtship performance influences paternity shares in double-mated females. We quantified courtship perfromance in two contexts (during mating trials on the female's web and in the thread assay, simulating male courtship in a standardised test). Courtship comprises several different elements: shuddering (a series of antero-posterior rocks), abdominal wags (a series of dorso-ventral abdominal pumps) and mating thread dances (including plucks and bounces on the mating thread). We sterilised half of the males by irradiating them. We ran mating trials (each female copulated with two males, one irradiated and one control male) and we assigned paternity based on the sterile male technique. We validated the use of the thread assay by testing the correlation between courtship performances in the two contexts. We then used a Bayesian generalised linear mixed model to test the effect of irradiation, copulation duration and shudder number on paternity shares.
DOI: 10.17632/h7xv2cgph7.5
title: Efficacy of hydrogel patches in preventing facial skin damage caused by mask compression in fighting against coronavirus disease-2019: a short-term, self-controlled trial——Supplemental Material

description: Supplemental Material 1（Representative photographs）：Some representative photos in our study. The patricipants agreed to be published. Supplemental Material 2（ Questionnaire）：A Questionnaire on the efficacy of the new hydrogel patches in preventing mask-induced facial skin damage. Supplemental Material 3（Supplemental Table）： Overall score for each participant.
DOI: 10.17632/spbkncgbhd.2
title: Changes of interhemispheric asymmetry induced by rTMS on vertex in hemiplegia patients: Evidence from resting state EEG

description: BSI in paired channels
DOI: 10.17632/z4hsd7bbwg.1
title: Comparisons of BSI in paired channels

description: BSI in paired channels
DOI: 10.5281/zenodo.3702374
title: VAMDC extraction with identifier = 47ac70f9-ac49-410f-a8bd-801cf43cdf18

description: This is a dataset extracted from https://cdms.astro.uni-koeln.de/cdms/tap/ VAMDC node.Query originating this dataset: query=select * where ( inchikey in ['ugfairiumavxcw-uhfffaoysa-n'] and radtranswavelength &lt;= 2.6075892488699395E7 and radtranswavelength &gt;= 2.594919405550487E7 ); Data source version: 2019-11-27Data format: XSAMS 12.07Query uuid in VAMDC query store: 47ac70f9-ac49-410f-a8bd-801cf43cdf18
description: {"references": ["N.N. (2020).", "Goorvitch, D. (1994). Infrared CO line for the X 1 Sigma(+) state. Astrophys. J. Suppl.. 10.1086/192110", "Winnewisser, G. and Belov, S. P. and Klaus, T. and Schieder, R. (1997). Sub-Doppler Measurements on the Rotational Transitions of Carbon Monoxide?. J. Mol. Spectrosc.. 10.1006/jmsp.1997.7341", "Belov, S.P. and Lewen, F. and Klaus, T. and Winnewisser, G. (1995). The rQ4Branch of HSSH at 1.25 THz. J. Mol. Spectrosc.. 10.1006/jmsp.1995.0029"]}
DOI: 10.5281/zenodo.3702375
title: VAMDC extraction with identifier = 47ac70f9-ac49-410f-a8bd-801cf43cdf18

description: This is a dataset extracted from https://cdms.astro.uni-koeln.de/cdms/tap/ VAMDC node.Query originating this dataset: query=select * where ( inchikey in ['ugfairiumavxcw-uhfffaoysa-n'] and radtranswavelength &lt;= 2.6075892488699395E7 and radtranswavelength &gt;= 2.594919405550487E7 ); Data source version: 2019-11-27Data format: XSAMS 12.07Query uuid in VAMDC query store: 47ac70f9-ac49-410f-a8bd-801cf43cdf18
description: {"references": ["N.N. (2020).", "Goorvitch, D. (1994). Infrared CO line for the X 1 Sigma(+) state. Astrophys. J. Suppl.. 10.1086/192110", "Winnewisser, G. and Belov, S. P. and Klaus, T. and Schieder, R. (1997). Sub-Doppler Measurements on the Rotational Transitions of Carbon Monoxide?. J. Mol. Spectrosc.. 10.1006/jmsp.1997.7341", "Belov, S.P. and Lewen, F. and Klaus, T. and Winnewisser, G. (1995). The rQ4Branch of HSSH at 1.25 THz. J. Mol. Spectrosc.. 10.1006/jmsp.1995.0029"]}
DOI: 10.17632/r9jzm5zhjn.1
title: Dataset on teamwork and sustainable performance among oil downstream firms

description: The questionnaire is separated into two units which are; unit A and Unit B. Unit A contained questions on employees’ demography while Section B asked relevant questions relatable to the indicators.
DOI: 10.17632/z8yhd3sj23.2
title: Isochromatic-art: a computational dataset for evaluating the stress distribution of loaded bodies by digital photoelasticity

description: Importance of evaluating the stress field of loaded structures lies in the need of identifying the forces which make them fail, redesigning their geometry to increase the mechanical resistance, or characterize unstressed regions to remove material. In such work line, digital photoelasticity highlights by the possibility of reveal the stress information through isochromatic color fringes, and quantifying it through inverse problem strategies. However, the absence of public data with a high variety of spatial fringe distribution have limited developing new proposals which generalize the stress evaluation in a wider variety of industrial applications. This dataset shares a variated collection of stress maps and their respective representation in color fringe patterns. In this case, the data were generated following the computational strategy in [1], but assuming stress surfaces and patches derived from analytical stress models, 3D reconstructions, saliency maps, and superpositions of Gasussian surfaces. At total, two sets of ‘101430’ raw images were separatelly generated for stress maps and isochromatic color fringes, respectively. This dataset can be valuable for researchers interested in characterizing the mechanical response in loaded models, engineers in computer science interested in modeling inverse problems, and scientist who work in physical phenomena such as 3D reconstruction in visible light, bubble analysis, oil surfaces, and film thickness. Note: Download the 5 files inside the folder Isochromatic-art, then select and unzip the xaa file. A experiment description is in the file Isochromatic_art_description.xls
DOI: 10.17632/49zz8kmbjv.1
title: New Upper Secondary Curriculum Full analysis

description: The 2012 Education Reform in Mexico has an important focus in the development of 21st-century skills. It included a new education model (NEM) and a new curriculum (NC)- I study how the upper secondary school NC aligns with the 21st-century skills framework using the Core Skills (CS) model. The alignment analysis values how the curriculum succeeds in providing a balanced framework to develop 21st-century skills, as “balance”(Barrot, 2018) or “harmony” (Mishra & Mehta, 2017) is crucial for successful implementation. I create matrices listing each of the NC aspects at upper secondary school: graduate profile descriptions and education plans descriptions by discipline: Mathematics, Experimental Sciences, Communication, Social Sciences, and Humanities to compare them with the CS model. To do so, I list the NC descriptions as rows at each matrix and use the CS categories as headings (columns). The analysis consists of observing whether each item of the NC corresponds, relates or answers the description of what has to be developed within the 21st-century skills Core Skills model. This methodology provides an alignment (misalignment) analysis matrix with a weighted sum of values (Hernández-Fernández & Rubio, 2017). Each of the matrices are evaluated as a whole using a color scale, where the areas with the highest value (i.e., the most aligned) are marked in “green”. Likewise, the areas that have lowest values (i.e., the least aligned) are marked in “red”. As such, there is a scale in between which shows three intermediate colors that go from lighter green, yellow and orange. It is important to highlight that the allocation of colors in the table is wholly based on the weighted values at each matrix. In other words, neither the values themselves nor the assigned colors can be used as a means of comparison between the graduate profile and the different disciplines. Data Analysis. The alignment analysis is completed when observing each matrix as a whole. The more balance is observed when a matrix is mostly green; which means that the NC includes a good deal of strategies to develop the six areas of the CS. A matrix does not show balance when it has a mix of colors, as it means that the development in particular areas do not reach balance with all of the strategies that should be in place to foster 21st-century skills. Hence, for the analysis purposes the more aligned/balanced the NC at each level (graduate profile and education plans) the better it is to foster 21st-century skills as it has a balanced set of strategies to develop each 21st-century skill in full.
DOI: 10.17632/kvc58jzk87.1
title: Data for: Coding Locations Relative to One or Many Landmarks in Childhood

description: Data for this open access article: https://doi.org/10.1371/journal.pcbi.1007380
DOI: 10.17632/z8yhd3sj23.3
title: Isochromatic-art: a computational dataset for evaluating the stress distribution of loaded bodies by digital photoelasticity

description: Importance of evaluating the stress field of loaded structures lies in the need of identifying the forces which make them fail, redesigning their geometry to increase the mechanical resistance, or characterize unstressed regions to remove material. In such work line, digital photoelasticity highlights by the possibility of reveal the stress information through isochromatic color fringes, and quantifying it through inverse problem strategies. However, the absence of public data with a high variety of spatial fringe distribution have limited developing new proposals which generalize the stress evaluation in a wider variety of industrial applications. This dataset shares a variated collection of stress maps and their respective representation in color fringe patterns. In this case, the data were generated following the computational strategy in [1], but assuming stress surfaces and patches derived from analytical stress models, 3D reconstructions, saliency maps, and superpositions of Gasussian surfaces. At total, two sets of ‘101430’ raw images were separatelly generated for stress maps and isochromatic color fringes, respectively. This dataset can be valuable for researchers interested in characterizing the mechanical response in loaded models, engineers in computer science interested in modeling inverse problems, and scientist who work in physical phenomena such as 3D reconstruction in visible light, bubble analysis, oil surfaces, and film thickness. Note: Download the 5 files inside the folder Isochromatic-art, then select and unzip the xaa file. A experiment description is in the file Isochromatic_art_description.xls
DOI: 10.17632/49zz8kmbjv.2
title: New Upper Secondary Curriculum Full analysis

description: The 2012 Education Reform in Mexico has an important focus in the development of 21st-century skills. It included a new education model (NEM) and a new curriculum (NC)- I study how the upper secondary school NC aligns with the 21st-century skills framework using the Core Skills (CS) model. The alignment analysis values how the curriculum succeeds in providing a balanced framework to develop 21st-century skills, as “balance”(Barrot, 2018) or “harmony” (Mishra & Mehta, 2017) is crucial for successful implementation. I create matrices listing each of the NC aspects at upper secondary school: graduate profile descriptions and education plans descriptions by discipline: Mathematics, Experimental Sciences, Communication, Social Sciences, and Humanities to compare them with the CS model. To do so, I list the NC descriptions as rows at each matrix and use the CS categories as headings (columns). The analysis consists of observing whether each item of the NC corresponds, relates or answers the description of what has to be developed within the 21st-century skills Core Skills model. This methodology provides an alignment (misalignment) analysis matrix with a weighted sum of values (Hernández-Fernández & Rubio, 2017). Each of the matrices are evaluated as a whole using a color scale, where the areas with the highest value (i.e., the most aligned) are marked in “green”. Likewise, the areas that have lowest values (i.e., the least aligned) are marked in “red”. As such, there is a scale in between which shows three intermediate colors that go from lighter green, yellow and orange. It is important to highlight that the allocation of colors in the table is wholly based on the weighted values at each matrix. In other words, neither the values themselves nor the assigned colors can be used as a means of comparison between the graduate profile and the different disciplines. Data Analysis. The alignment analysis is completed when observing each matrix as a whole. The more balance is observed when a matrix is mostly green; which means that the NC includes a good deal of strategies to develop the six areas of the CS. A matrix does not show balance when it has a mix of colors, as it means that the development in particular areas do not reach balance with all of the strategies that should be in place to foster 21st-century skills. Hence, for the analysis purposes the more aligned/balanced the NC at each level (graduate profile and education plans) the better it is to foster 21st-century skills as it has a balanced set of strategies to develop each 21st-century skill in full.
DOI: 10.17632/95fb84nzcd.1
title: Nairobi Stock Exchange Prices 2008-2012 for 6 selected stocks

description: Stock market prediction remains active research in a quest to inform investors on how to trade (buy/sell) at the most opportune time. The prevalent methods used by stock market players in trying to predict the likely future trade prices are either technical, fundamental or time series analysis. This research wanted to try out machine learning methods, in contrast to the existing prevalent methods. Artificial neural networks (ANNs) tend to be the preferred machine learning method for this type of application. However, ANNs require some historical data to learn from, in order to do predictions. The research used an ANN model to test the hypothesis that the next day price (prediction) can be determined from the stock prices of the immediate last five days. The final ANN model used for the tests was a feedforward multi-layer perceptron (MLP) with error backpropagation, using sigmoid activation function, with network configuration 5:21:21:1. The data period used was a 5-year dataset (2008 to 2012), with 80% of the data (4-year data) used for training and the balance 20% used for testing (last 1-year data). The original raw data for Nairobi Securities Exchange (NSE) was scrapped from a publicly available and accessible website of a stock market analysis company in Kenya (Synergy, 2020). This data was first exported to a spreadsheet, then cleaned off headers and other redundant information, leaving only the data with stock name, date of trade and the related data such as volumes, low prices, high prices and adjusted prices. The data was further sorted by the stock names and then the trading dates. The data dimension was finally reduced to only what was needed for the research, which was the stock name, the date of trade and the adjusted price (average trade price). This final dataset was in CSV format, as hereby presented. The research tested three NSE stocks with the mean absolute percentage error (MAPE) ranging between 0.77% to 1.91%, over the 3-month testing period, while the root mean squared error (RMSE) ranged between 1.83 and 3.07. This raw data can be used to train and test any machine learning model that requires training and testing data. The data can also be used to validate and reproduce the results already presented in this research. There could be slight variance between what is obtained when reproducing the results, due to the differences in the final exact weights that the trained ANN model eventually achieves. However, these differences should not be significant. List of data files on this dataset: stock01_NSE_01jan2008_to_31dec2012_Kakuzi.csv stock02_NSE_01jan2008_to_31dec2012_StandardBank.csv stock03_NSE_01jan2008_to_31dec2012_KenyaAirways.csv stock04_NSE_01jan2008_to_31dec2012_BamburiCement.csv stock05_NSE_01jan2008_to_31dec2012_Kengen.csv stock06_NSE_01jan2008_to_31dec2012_BAT.csv References: Synergy Systems Ltd. (2020). MyStocks. Retrieved March 9, 2020, from http://live.mystocks.co.ke/
DOI: 10.17632/nwcbpmkbzy.1
title: Epoxidized PVA cross-linked with SRM-derived peptides for tackifiers

description: The hypothesis of this research is that epoxidized PVA can cross-link with the peptides derived from SRM. And the cross-linked products show comparable binding strength and water holding capacity to the commercial tackifier. Through the functional groups characterization on epoxy groups, amino groups and carboxylic groups, it was found that stable epoxidized PVA solution can be obtained from the PVA epoxidation which can effectively consume the amino groups of the SRM-derived peptides through cross-linking. The number of carboxylic groups in the peptides was not affected by the reaction. The resulted products show higher binding strength than the unmodified peptides which can be comparable to the commercial tackifier. Other properties were also defined to show the differences caused by the cross-linking. Unmodified PVA was used as a control to show the low reaction rate between peptides and PVA. The methods for each experiment can be found in the published paper.
DOI: 10.17632/49zz8kmbjv.3
title: New Upper Secondary Curriculum Full analysis

description: The 2012 Education Reform in Mexico has an important focus in the development of 21st-century skills. It included a new education model (NEM) and a new curriculum (NC)- I study how the upper secondary school NC aligns with the 21st-century skills framework using the Core Skills (CS) model. The alignment analysis values how the curriculum succeeds in providing a balanced framework to develop 21st-century skills, as “balance”(Barrot, 2018) or “harmony” (Mishra & Mehta, 2017) is crucial for successful implementation. I create matrices listing each of the NC aspects at upper secondary school: graduate profile descriptions and education plans descriptions by discipline: Mathematics, Experimental Sciences, Communication, Social Sciences, and Humanities to compare them with the CS model. To do so, I list the NC descriptions as rows at each matrix and use the CS categories as headings (columns). The analysis consists of observing whether each item of the NC corresponds, relates or answers the description of what has to be developed within the 21st-century skills Core Skills model. This methodology provides an alignment (misalignment) analysis matrix with a weighted sum of values (Hernández-Fernández & Rubio, 2017). Each of the matrices are evaluated as a whole using a color scale, where the areas with the highest value (i.e., the most aligned) are marked in “green”. Likewise, the areas that have lowest values (i.e., the least aligned) are marked in “red”. As such, there is a scale in between which shows three intermediate colors that go from lighter green, yellow and orange. It is important to highlight that the allocation of colors in the table is wholly based on the weighted values at each matrix. In other words, neither the values themselves nor the assigned colors can be used as a means of comparison between the graduate profile and the different disciplines. Data Analysis. The alignment analysis is completed when observing each matrix as a whole. The more balance is observed when a matrix is mostly green; which means that the NC includes a good deal of strategies to develop the six areas of the CS. A matrix does not show balance when it has a mix of colors, as it means that the development in particular areas do not reach balance with all of the strategies that should be in place to foster 21st-century skills. Hence, for the analysis purposes the more aligned/balanced the NC at each level (graduate profile and education plans) the better it is to foster 21st-century skills as it has a balanced set of strategies to develop each 21st-century skill in full.
DOI: 10.17632/tjym4mg359.2
title: Data Highlights the Ameliorative Effects of Nigella sativa, Atorvastatin, or L-carnitine on HFD-Caused Detriments in Male Albino Rats

description: The data of this study was aimed to investigate the effect of 4 weeks high fat diet (HFD) administration to male albino rats and putative alleviation potentials of Nigella sativa, atorvastatin, or L-carnitine administered in the last 2 weeks of the experiment in doses of 300 mg/kg/day, 5 mg/kg/day, or 200 mg/kg/day respectively. Screening of serum atherogenic index (AX) was done after 2 weeks of starting the experiment according to formula: log10 (TG/HDL-c). Rats exhibited AX less than 0.24 were excluded. Rats with AX more than 0.24 were allocated into the HFD group and the other 3 treated groups (as shown in table 1 and fig. 1) for supplementing the tested materials. At the end of the experiment, blood samples were collected and the rats were killed by sudden cervical decapitation while they were anaesthetized. Serum ALT, AST, ALP, and GGT activities beside atherogenic index were estimated. Histological examination Samples of hepatic tissues from control and treated rats were collected and fixed in PFA 4 % and then embedded in paraffin wax and processed using routine hematoxylin and eosin staining (H&E). Then, sections were examined under a light microscope. Results Histological examination of liver of control group showed the typical normal histological structure of hepatic parenchyma (Fig. 2). Livers of rats fed on HFD revealed swollen hepatocytes with marked to severe steatosis characterized mainly by lipid deposition which appear as clear vacuoles. Moreover, pericentral coagulative necrosis, as well as scattered inflammatory cell infiltration, were also observed (Fig. 3). Histological examination of the livers of NS-received group showed significantly moderated hepatic steatosis. (Fig. 4 and 5). Histologic examination of atorvastatin-received rats; the liver showed mild degenerated changes in hepatocytes and a definite improvement in the hepatic architecture compared to the HFD group. The lipid droplet diameter, the number of lipid droplets, and area covered by the lipid droplets were significantly lowered (Fig. 6 and 7). LC-received group; the liver showed that hepatocytes had normal-sized nuclei, the number and the size of vacuoles were markedly decreased, the cell boundaries were clear. Central veins, blood vessels of the portal triad, and the hepatic sinusoids are congested and engorged with blood (Fig. 8 and 9). Conclusion Although HFD raised significantly serum atherogenic index by 31% relative to normal control’s one, both NS and atorvastatin ameliorated, separately, this effect which was confirmed by histopathological examination of hepatic tissues. On the other side, LC decreased insignificantly the raised atherogenic index by a condition of our study (table 10). Nevertheless, the tested materials did not, at least, worsen the liver function indices (table 4 and 10)), but ameliorate the hepatic histological architecture, which confirm the safety of tested materials for treating HFD-induced dyslipidemia in rats.