cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25139579.v1
title: Genome annotation for N.tabacum

description: Genome annotation for N.tabacum
DOI: 10.17632/xfrksr87rc
title: Meditation as an Approach to Menopausal Symptoms and Insomnia during the Menopause Transition: randomized controlled trial

description: Randomized clinical trial, it according to the CONSORT guidelines, registered in the Brazilian Clinical Trials Platform (www.ensaiosclinicos.gov.br), under the number: UTN: U1111-1136-0744. Women were drawn from a convenience sample of working women from 3 centers of National Institute of Social Security – NISS, in the city of São Paulo, São Paulo, Brazil, from April to July 2013.
DOI: 10.17632/yyt22prsr3
title: Designing Effective Awareness-raising Interventions for Sustainable Plastic Usages and Disposal

description: This is a coded dataset which I used for students behavioral diagnosis and designing effective intervention.
DOI: 10.6084/m9.figshare.25447957.v1
title: pkl

description: NLP COURSEWORK PKL FILE
DOI: 10.6084/m9.figshare.21724682.v2
title: Reinitiation of modern-style plate tectonics in the Early Neoproterozoic: Evidence from a ~930 Ma blueschist-facies terrane in South China

description: The supplementary tables contain all the analytical data in this study and are provided as separate excel files. Table S1 has all the mineral and whole-rock elemental data used in Figures 3 and 5 and phase equilibria modeling. Table S1 also includes the integrated muscovite elemental data from the literature. Table S2 has the monazite U–Th–Pb–O isotopic data which is used in Figures 4a and S2. Table S3 has the Nd isotopic data of monazite, muscovite, and whole rock which is used in Figures 4b and S2.
DOI: 10.6084/m9.figshare.28931498.v1
title: <b>Chiral Substrate-Induced</b><b> </b><b>Chiral Covalent Organic Framework Membranes for </b><b>E</b><b>nantioselective Separation </b><b>of </b><b>Macromolecular Drug</b>

description: The data that support the findings detailed in this study are available within the article and supplementary information. Other data are available from the corresponding authors upon reasonable.
DOI: 10.6084/m9.figshare.6207605.v1
title: Bighorn sheep with HD Ovine array genotypes from Glacier National Park, Montana, USA, 2004-2011.csv

description: Between 2004 and 2011 bighorn sheep were darted in Glacier National Park. Blood was drawn. These are the genotypes resulting from an Ovine HD array from 30 of those bighorns.<br>Citation: Flesch, E. and Graves, T., 2018, Bighorn sheep HD Ovine array genotypes from Glacier National Park, Montana, USA, 2004-2011: U.S Geological Survey data release, http://doi.org/10.6084/m9.figshare.6207605 <br>
DOI: 10.17632/68szxkw7wj
title: Ant and treehopper abundance in relation to their mutualistic associations across elevations in the equatorial Andes

description: Along elevational or latitudinal gradients, patterns of mutualistic interactions may be driven by shifts in partner abundance, in turn the result of changes in environmental factors. We studied the mutualistic association between ants and treehoppers along two 4000-meter elevational gradients on the equatorial Andes to test the hypothesis that partner abundance mediates the frequency of associations and investment incurred by partners while associating. Using a combination of visual surveys and sucrose baits, we scored the abundance of ants, treehoppers, and their associations at 500m intervals along two 4000m elevational gradients in the tropical Andes (three locations per elevation, two 70 m transects per location). We used the size of the treehopper aggregations and of the ant worker force involved in the associations as proxies for the investment partners incur in the interaction. We analyzed our data using GLMM with transects as units of analyses and locations as random effects. We show that the number of ant-treehopper aggregations declined with elevation, in parallel with a decline in the abundance of both partners, but with ants declining at a faster rate. Despite this, the numbers of ants and treehoppers within individual aggregations increased with elevation, but this time with the number of treehoppers in the aggregations increasing at a faster rate. We suggest that this elevational gradient in the size of ant-treehopper aggregations arises from consumer resource-dynamics, where the partner in short supply elicits greater investment from the other. Within the range of elevations where the interaction is possible, the observation that a smaller proportion of treehopper species at higher elevations engage in mutualism further suggests decreasing benefits of the associations with elevation. Our study suggests that the geography of abundance and supply, and its consequences on cost and demand of services, may dictate the outcome of mutualistic interactions along gradients, with possible implications for the maintenance of biological diversity.
DOI: 10.17632/r4y6dgc2j4
title: Area Of Interest In one's field of vision and its impact on consumer behavior.

description: The data provided investigates the plausible existence of an Area of Interest (AOI) in an individual’s field of vision that is more preferred for decision-making over other areas in the field of vision. It also attempts to determine how this preference would translate into product preference and selection rates in the consumer decision-making process. For the purpose of the data collection, we further divide the visual hemifields into Peripheral Left (PL) /Right (PR) and Nasal Left (NL)/ Right (NR) fields, forming the basic Areas of Interest (AOI) that shall be looked into in the current study.
The study has been divided into four sessions. In each session, participants were required to select a product from four products shown on a white screen for 2 seconds and placed in varied areas of interest (AOI) in one visual field. One session comprised 4 sets of 4 different products each and the participant was required to choose one product per set. The product placement was pseudo-randomized i.e. the current location of the product couldn’t be deciphered with its previous location. The session started with a fixation cross shown for 150ms, followed by a white screen having 4 products placed in the AOIs looked at in this experiment. This was shown for 2 seconds, within which the participants had to respond. This was repeated three more times, prompting the participants to make a total of 4 selections per session.
DOI: 10.6084/m9.figshare.19665624.v1
title: Processed Data Sets for Consensus CSD Network for Bipolar Disorder

description: The aim of my master's thesis is to develop and generate a consensus CSD network for bipolar disorder (BP). This has relied on six data sets for BP and control samples, as well as a data set from skin for method development and CSD data from basal ganglia for comparison purposes. The processed versions of these data sets are available here. The Cytoscape file for BP, as well as the link lists for the CSD networks based on weighted untransformed and Fisher's Z transformed averages of correlation coefficients, are also provided. <br> The skin data set, used for the method development of the consensus CSD approach, originates from the GTEx Portal and is called ”Skin - Not Sun Exposed (Suprapubic)”. This data set has been converted to an appropriate format for CSD analysis. In addition, Gencode IDs have been translated to gene names, gene expressions have been averaged if some Gencode IDs correspond to the same gene names and the number of genes has been reduced to 1000. <br> The original data sets used for CSD analysis of bipolar disorder may be found at GEO with the following accession numbers: GSE80655, GSE92538, GSE53987, GSE5388, GSE12649 and GSE120340. The processed versions of these data sets have been normalized (if required), BP and control samples have been extracted, probe IDs have been converted to gene names and ambiguous and zero expression probes/genes as well as non-universally represented genes have been omitted. <br> The CSD data set from basal ganglia originates from Almaas Lab. The processed version of this data set includes the same gene pairs as the CSD network for BP and has been used to investigate a potential shift in correlations in the dorsolateral prefrontal cortex of BP patients towards basal ganglia.
DOI: 10.6084/m9.figshare.20510574.v3
title: Stable training via elastic adaptive deep reinforcement learning for autonomous navigation of intelligent vehicles (datas)

description: The data and result videos of scenarios of "Stable training via elastic adaptive deep reinforcement learning for autonomous navigation of intelligent vehicles".
DOI: 10.6084/m9.figshare.25989403.v1
title: TrialAlign

description: TrialAlign
DOI: 10.6084/m9.figshare.28875692.v1
title: Observational study to visualize and confirm Connexin43 localization at the interface between endothelial cells and pericytes within murine cerebrovasculature from an Ng2/Cspg4:DsRed/+ animal.

description: Observational study to visualize and confirm Connexin43 localization at the interface between endothelial cells labeled for Platelet-Endothelial Cell Adhesion Molecule-1 (PECAM-1/CD31) and pericytes labeled by DsRed within murine cerebrovasculature from an Ng2/Cspg4:DsRed/+ animal (immediate collection, 0-hrs in culture). Images acquired on a Zeiss LSM 880 point-scanning confocal microscope to detect Cx43 at the pericyte-endothelial cell interface. Volumetric images taken through the z-axis were acquired at 100x. Images in the figure are compressed z-stacks within a selected range, but the raw image files in .czi format are also included.
DOI: 10.6084/m9.figshare.13077221.v4
title: InsectBase: Soybean Crop Insect Raw Image Dataset_V1 with Bounding boxes for Classification and Localization

description: <br>The dataset contains soybean crop adult insect high resolution (JPG) raw images ( a total of 3824 images). There were considered four kinds of soybean crop insects raw pictures as:<br>1. A folder Eocanthecona_Bug_A contains 1198 images of Eocanthecona Bug.<br>2. A folder Tobacco_Caterpillar_B includes 990 images of Tobacco Caterpillar.<br>3. A folder Red_Hairy_Catterpillar_C Contains 1001 images of Red Hairy Caterpillar.<br>4. A folder Larva_Spodoptera_D contains 635 images of Larva Spodoptera. <br>5. We have also uploaded a bounding box folder that contains four CSV files. Each CSV file is associated with above four insect image folders and stores the underlying insect bounding box information with the label (image, xmin, ymin, xmax, ymax, label)<br>The authors developed the dataset under collaborative work between Indira Gandhi Krishi Vishwavidyalaya (IGKV), Raipur (CG), and DSPM IIIT Naya Raipur (CG), India<br>
DOI: 10.6084/m9.figshare.1558054.v1
title: Diameter and Distance between Saplings and Adult Trees at Osgoode Woodlot

description: Experiment was conducted in Osgoode Woodlot at York University's Keele campus on September 23rd, 2015. A transect was placed from the edge of the woodlot towards the middle of it. Adult trees 3m or taller within 15m of the transect were surveyed, noting their canopy coverage and diameter at breast height (dbh) in mm. Nearby saplings of the same species were also surveyed, and both their distance from the "parent" tree and dbh were also recorded. The height of the trees was estimated by roughly comparing them with our height - anything at least 1.5x our height was sufficient. Canopy coverage was also estimated by making a square between our fingers and looking skywards. The dbh for each tree was measured using the transect tape, while being careful not to wrap the tape around the tree.
DOI: 10.6084/m9.figshare.19089371.v1
title: updated PCOS row data

description: excel file contain row data of PCOS patients
DOI: 10.6084/m9.figshare.28120586.v2
title: Data Excel sheet

description: Background: The human ear is unique to individuals and ear prints, like fingerprints, are discrete enough to distinguish even identical twins. So, external ear can be used to identify both living and deceased individuals. So, this study was conducted to evaluate stature and sexual dimorphism of the external ear using various morphometric parameters and morphological features for forensic identification.Methods: Study was conducted with 40 participants. Various measurements were taken, and morphological features of both right and left ear were noted. Later the results were analyzed statistically.Results: In males and females most, common shape was oval, and ear lobe was free. Most common shape of ear lobe in males was arched and in females was triangular. In males and females most common form of helix was concave marginal. In males most common shape of tragus was round while in females it was long. In males and females most common shape of Darwin’s tubercle was enlarged. It was seen that the right lobe width showed perfect separation, indicating its potential as an extremely reliable predictor. It was noted that in females the strongest correlation with height is with the ear inclination angle of both sides.Conclusion: The results of this study can help the forensic anthropologist in identifying the sex and stature of a person from various ear measurements.
DOI: 10.6084/m9.figshare.5539726.v1
title: Supplementary Material for: Allele Drop Out Conferred by a Frequent CYP2D6 Genetic Variation For Commonly Used CYP2D6*3 Genotyping Assays

description: <b><i>Background/Aim:</i></b> Accurate genotyping of <i>CYP2D6</i> is challenging due to its inherent genetic variation, copy number variation (duplications and deletions) and hybrid formation with highly homologous pseudogenes. Because a relatively high percentage (∼25%) of clinically prescribed drugs are substrates for this enzyme, accurate determination of its genotype for phenotype prediction is essential. <b><i>Methods:</i></b> A cohort of 365 patient samples was genotyped for <i>CYP2D6</i> using Sanger sequencing (as the gold standard), hydrolysis probe assays or pyrosequencing. <b><i>Results:</i></b> A discrepant result between the three genotyping methods for the loss of function <i>CYP2D6*3</i> (g.2549delA, rs35742686) genetic variant was found in one of the samples. This sample also contained the <i>CYP2D6</i> g.2470T&gt;C (rs17002852) variation, which had an allele frequency of 2.47% in our cohort. Redesign of the <i>CYP2D6*3</i> pyrosequencing and hydrolysis probe assays to avoid <i>CYP2D6</i> g.2470 corrected the anomaly. <b><i>Conclusion:</i></b> To evidence allele drop out and increase the accuracy of genotyping, intra-patient validation of the same genetic variation with at least two separate methods should be considered.
DOI: 10.6084/m9.figshare.21342024.v1
title: Classifier of human behavioral activities

description: Based on the ernie3.0 framework, the ernie3.0 pre-training model and tokenizer are loaded through PaddleNLP, the text is divided into non-activities and activities, and then the non-activities and activities are divided into non-necessary activities and necessary activities respectively; optional activities and social activities, and then define the optimizer, loss function, evaluation index, etc. required for training, and pre-model fine-tuning, through pre-training, let the machine learn to automatically analyze these semantic tendencies. Secondly, Python is used to crawl the Weibo tweet data, and the data is cleaned and preprocessed to provide basic data for classification research. Finally, based on Ernie 3.0 training and learning, the microblog text is predicted, and it is divided into spontaneous activities, social activities and other activities according to the recognition results, and the prediction results are saved.
DOI: 10.17632/hp3w53223w
title: Undulating Relativity

description: Relativity
DOI: 10.17632/vgcsfyn85c
title: The seeding barrier between Human and Syrian Hamster prion protein amyloid fibrils is determined by β2-α2 loop sequence elements

description: The data and supporting information for "The seeding barrier between Human and Syrian Hamster prion protein amyloid fibrils is determined by β2-α2 loop sequence elements" manuscript
DOI: 10.6084/m9.figshare.14583279.v1
title: Gold Standard Set of Resources

description: Set of sources used for precision and recall measures
DOI: 10.6084/m9.figshare.21828453.v1
title: CORA 2.0 2016-2019

description: The reanalysis dataset from the National Marine Data and Information Service (NMDIS) of China (http://mds.nmdis.org.cn/pages/dataView.html?type=2&id=a5da2a0528904471b3a326c3cc85997d).
DOI: 10.6084/m9.figshare.25470355.v1
title: Supplementary Material for: Translating the timing of developmental benchmarks in short-tailed opossums (Monodelphis domestica) to facilitate comparisons with commonly used rodent models

description: Introduction: The gray short-tailed opossum, Monodelhis domestica (M. domestica) is a widely used marsupial model species that presents unique advantages for neurodevelopmental studies. Notably their extremely altricial birth allows manipulation of postnatal pups at timepoints equivalent to embryonic stages of placental mammals. A robust literature exists on the development of short-tailed opossums, but many researchers working in the more conventional model species of mice and rats may find it daunting to identify the appropriate age at which to conduct experiments. Methods: Here we present detailed staging diagrams taken from photographic observations of 40 individual pups, in 6 litters, over 25 time points across postnatal development. We also present a comparative neurodevelopmental timeline of short-tailed opossums, the house mouse (Mus musculus), and the laboratory rat (Rattus norvegicus) during embryonic as well as postnatal development, using time points taken from this study and a review of existing literature, and use this dataset to present statistical models comparing the opossum to the rat and mouse. Results: One aim of this research is to aid in testing the generalizability of results found in rodents to other mammalian brains, such as the more distantly related metatherians. However, this broad dataset also allows the identification of potential heterochronies in opossum development compared to rats and mice. In contrast to previous work, we found broad similarity between the pace of opossum neural development with that of rats and mice. We also found that development of some systems was accelerated in the opossum, such as the forelimb motor plant, oral motor control, and some aspects of the olfactory system, while the development of the cortex, some aspects of the retina, and other aspects of the olfactory system are delayed compared to the rat and mouse. Discussion: The pace of opossum development is broadly similar to that of mice and rats, which underscores the usefulness of this species as a compliment to the more commonly used rodents. Many features that differ the most between opossums and rats and mice were either clustered around the day of birth and were features that have functional importance for the pup immediately after or during birth, or were features that have reduced functional importance for the pup until later in postnatal development, given that it is initially attached to the mother.
DOI: 10.17632/cskbpmrf2d
title: Niuzun solidification research dataset

description: Niuzun solidification research data: Niuzun CAD model; figure of Niuzun's 2D mesh; figure of Niuzun's 3D mesh.
1. CAD model data.
A CAD model of the Niuzun through detailed observation, 3D scanning, and reverse modeling. PhotoScan® and UG software® were used.

2. 2D mesh and 3D mesh figure.
The figures showed Niuzun’s 2D (triangular) and 3D (tetrahedral) elements. A total of 25,000 surface mesh and 154,000 body mesh were generated.
DOI: 10.17632/js5mtkf5yk
title: KU-MG2: A Dataset for Hybrid Photovoltaic-Natural Gas Generator Microgrid Model of a Residential Area. (For Padma residential area, Rajshahi, Bangladesh)

description: a renewable energy resource-based sustainable microgrid model for a residential area is designed by HOMER PRO microgrid software. A small-sized residential area of 20 buildings of about 60 families with 219 MWh and an electric vehicle charging station of daily 10 batteries with 18.3MWh annual energy consumption considered for Padma residential area, Rajshahi (24°22.6'N, 88°37.2'E) is selected as our case study. Solar panels, natural gas generator, inverter and Li-ion batteries are required for our proposed model. The HOMER PRO microgrid software is used to optimize our designed microgrid model. Data were collected from HOMER PRO for the year 2007. We have compared our daily load demand 650KW with the results varying the load by 10%, 5%, 2.5% more and less to find out the best case according to our demand. We have a total of 7 different datasets for different load conditions where each dataset contains a total of 8760 sets of data having 6 different parameters for each set. Data file contents: Data 1:: original_load.csv: This file contains data for 650KW load demand. The dataset contains a total of 8760 sets of data having 6 different parameters for each set. Data arrangement is given below: Column 1: Date and time of data recording in the format of MM-DD- YYYY [hh]:[mm]. Time is in 24-hour format. Column 2: Solar power output in KW unit. Column 3: Generator power output in KW unit. Column 4: Total Electrical load served in KW unit. Column 5: Excess electrical production in KW unit. Column 6: Li-ion battery energy content in KWh unit. Column 7: Li-ion battery state of charge in % unit. Data 2:: 2.5%_more_load.csv: This file contains data for 677KW load demand. The dataset contains a total of 8760 sets of data having 6 different parameters for each set. Column information is the same for every dataset. Data 3:: 2.5%_less_load.csv: This file contains data for 622KW load demand. The dataset contains a total of 8760 sets of data having 6 different parameters for each set. Column information is the same for every dataset. Data 4:: 5%_more_load.csv: This file contains data for 705KW load demand. The dataset contains a total of 8760 sets of data having 6 different parameters for each set. Column information is the same for every dataset. Data 5:: 5%_less_load.csv: This file contains data for 595KW load demand. The dataset contains a total of 8760 sets of data having 6 different parameters for each set. Column information is the same for every dataset. Data 6:: 10%_more_load.csv: This file contains data for the 760KW load demand. The dataset contains a total of 8760 sets of data having 6 different parameters for each set. Column information is the same for every dataset. Data 7:: 10%_less_load.csv: This file contains data for 540KW load demand. The dataset contains a total of 8760 sets of data having 6 different parameters for each set. Column information is the same for every dataset.