cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.18737924.v1
title: PME4: Emotion Recognition with Audio, Video, EEG, and EMG

description: PME4 is a posed multimodal emotion dataset with four modalities (PME4): audio, video, EEG, and EMG. Data were collected from 11 human subjects (five female and six male individuals) who were students in acting after informed consent was obtained. This dataset consists of recognizing the six basic human emotions (<em>anger</em>, <em>fear</em>, <em>disgust</em>, <em>sadness</em>, <em>happiness</em>, and <em>surprise</em>) plus a <em>neutral</em> emotion for a total of seven emotions. <br> For more dataset details, please check out: https://github.com/jinchen1036/PME4-Emotion-Recognition/blob/main/PME4_dataset.md <br>
DOI: 10.6084/m9.figshare.26893405.v1
title: Wet Pitfall trap data - 2021

description: Sampling was conducted in Kematen in Tirol, Austria, where spring barley (Hordeum vulgare L.) was grown in six fields that have had organic management for the past ten years, three in 2020 and 2021, respectively. Each field was split in half, one side being fertilized with manure and the other remaining unfertilized, as a negative control. The manure treatment was independently applied by each field’s respective owner, at a standard rate of 1.5 metric tons (1 500kg) per hectare, using manure spreaders, after tilling and pressing the soil. Four 5x5m plots per treatment were delimited, to carry out all sampling. These plots had no barriers or fences surrounding them that would impede or limit movement between the inside of the plots and the rest of the field area. Additionally, the plots were at least 5m from the field edge, to avoid edge effects. They were at least 10m way from each other along the field’s width, and between 15 to 20m along the length of the field. To avoid any spillover of treatment effects, plots were set at least 25m away from the border between the two treatments within the same field.Sampling was conducted every two weeks, with one week of sampling and one of rest. The sampling period started on the 21st of April and ended on the 14th of July in 2020, while it started on the 3rd of May and ended on the 16th of July in 2021, to encompass almost the entire crop season. This resulted in seven sampling time points for the first year and six for the second.Wet pitfall traps, with a teaspoon of salt (5-6g) and a drop of detergent (approx. 1ml) per litre of water, remained active for four days to sample the soil surface dwelling community. A total of 168 wet pitfall trap samples were obtained in 2020 (4 sampling plots x 2 treatments x 3 fields x 7 sampling sessions) and 144 for 2021 (4 x 2 x 3 x 6 sampling sessions), from which Shannon-Weaver’s diversity was calculated for the predator and prey communities.
DOI: 10.15468/dl.6p3xgr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((44.6841 -13.2744,44.9648 -13.45,44.9648 -12.0572,44.6243 -11.5921,43.9413 -11.6518,43.8001 -11.0974,43.4999 -10.8854,43.0582 -10.9337,42.804 -11.2068,42.7621 -11.9579,43.3325 -12.7962,44.5603 -12.8747,44.6841 -13.2744))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013158-250525065834625/datasets/export for details.
DOI: 10.17632/xf6y5h8sz3
title: Nutritional remodeling of AMPK complex gamma subunits regulates health and longevity in the turquoise killifish 

description: Supplementary table list:			
Table S1: DEGs Young WT (Fasted/ Fed)			
Table S2: DEGs  Old WT (Fasted/ Fed)			
Table S3: Common DEGs between fasting  and aging			
Table S4: DEGs Young Ubi:γ1(R70Q) (Fasted/ Fed)			
Table S5: DEGs Old Ubi:γ1(R70Q) (Fasted/ Fed)			
Table S6: Common DEGs between fasting  and Ubi:γ1(R70Q) aging			
Table S7: DEGs Old (Ubi:γ1(R70Q)/ wt)			
Table S8: Primer list
DOI: 10.6084/m9.figshare.22647073.v1
title: Invisible Sportswomen 2.0 - Cowley et al 2023 (Female only dataset).xlsx

description: This dataset builds upon previous findings by Cowley (2021), who examined the ratio of male and female participants in six sport and exercise medicine journals from 2014 to 2020. Specifically, all original, female-only, publications from six journals (<em>The European Journal of Sports Science [EJSS], Medicine & Science in Sport & Exercise [MSSE], The Journal of Sport Science & Medicine [JSSM], The Journal of Physiology [JPHYS], The American Journal of Sports Medicine [AJSM], </em>and<em> The British Journal of Sports Medicine [BJSM]</em>) between January 1, 2014 and December 31, 2020 identified by Cowley (2021) were screened for inclusion by all authors. Additionally, following the same criteria, an updated search was subsequently conducted from December 31, 2020 to January 1, 2023 to identify any further original, female-only, publications for inclusion.
Variables include: Journal name, year, first author gender (1 = woman, 0 = man), last author gender (1 = woman, 0 = man), topic covered, if sex is listed in the title (0 = yes, 1 = no), the topic covered is sex-specific (0 = yes, 1 = no), the sample size of the study, if sex-specific methods are applicable (1 = applicable, 0 = not applicable), if menstrual cycle status was reported (0 = yes, 1 = no, blank = not applicable), if the study controlled for cycle (0 = yes, 1 = no, blank = not applicable), if the study tracked cycle (0 = yes, 1 = no, blank = not applicable), if blood samples were collected (0 = yes, 1 = no, blank = not applicable), if hormonal contraceptive use was reported (0 = yes, 1 = no, blank = not applicable), if urine and/or saliva samples were collected (0 = yes, 1 = no, blank = not applicable), the overall quality proportion score (0 to 1).
There is a separate sheet for each journal which lists all the articles from 2014 to 2022. Each article is given a row, which includes a link to the author and email address of the corresponding author. Further, a compiled sheet with all articles is also provided on the "compiled" sheet.
Information on the editorial boards of the six journals is also provided in the "editorial board" sheet; the size of the editorial board, the ratio of women and men on the board, the gender of the editor-in-chief, the percentage of women on the board. Links to each journal are also provided.
DOI: 10.6084/m9.figshare.28692515.v8
title: <b>Molecular mechanism of phenol 2-monooxygenase (FgPhm)</b><b>in regulating virulence and DON biosynthesis in </b><b><i>Fusarium graminearum</i></b>

description: this study has demonstrated that FgPhm1 is crucial for the growth and development of F. graminearum and the production of Deoxynivalenol (DON), and plays an important role in the pathogenicity and stress response processes of F. graminearum. Through depth research on phenol2-monooxygenase, it lays a foundation for fundamentally revealing the mechanism of action of phenol2-monooxygenase during the growth and development process of F. graminearum, and reveals the relationship between phenol metabolism and the pathogenic mechanism in F. graminearum. Thiswill provides a theoretical basis for the development of new pesticides and the prevention and control of Fusarium head blight of wheat.
DOI: 10.17632/ffmr8gyt9j
title: UPLIFT Plastic Upcycling project

description: This repository will collect the datasets, public deliverables and published articles of the UPLIFT project, funded European Union’s Horizon 2020 research and innovation programme under grant agreement Nº 953073.
DOI: 10.6084/m9.figshare.14376110.v2
title: MRIES's sample data

description: The sample data of MRIES. The MRIES can be be freely downloaded at GitHub (https://github.com/SunKaijia0065/MRIES).
DOI: 10.6084/m9.figshare.18093836.v1
title: Knowledge and prevention practice regarding dengue fever-raw data with score.xlsx

description: This dataset contain primary data collected from dengue patients and general people to assess their knowledge and practice of prevention of mosquito vector causing dengue fever. The survey was conducted in Chattogram, Bangladesh
DOI: 10.6084/m9.figshare.25340452.v1
title: Dataset associated with “Bare Patches Created by Plateau Pikas Contribute to Warming Permafrost on the Tibet Plateau” submitted to GRL (2024)

description: This dataset is associated with Bare Patches Created by Plateau Pikas Contribute to Warming Permafrost on the Tibet Plateau submitted to GRL (2024), including (i) maps illustrating the difference in soil temperature (ST) between scenarios with and without pika disturbance; (ii) maps illustrating the difference in soil water content (SWC); (iii) a surface entrance density map of plateau pikas and (iv) a map depicting the fraction of bare patches induced by plateau pikas. All data are provided as GeoTIFF (.tif) files in a geographic coordinate system of WGS_1984.1. “ST_difference_soilayer[n]_[2.5cm, 66cm, 184cm, 370cm]_2015_2018_[June, July, August, September].tif” is the difference in soil temperature (°C) of the n-th layer at a certain depth with and without pika disturbance averaged from 2015-2018 in June, July, August and September, respectively. These values are derived from simulations by implementing scenarios with and without pika disturbance using the Noah-MP model.2. “SWC_difference_soilayer[n]_[2.5cm, 66cm, 184cm, 370cm]_2015_2018_[June, July, August, September].tif” is the difference in soil water content (m<sup>3</sup>/m<sup>3</sup>) of n-th layer at a certain depth with and without pika disturbance averaged from 2015-2018 in June, July, August and September, respectively. These values are derived from simulations by implementing scenarios with and without pika disturbance using the Noah-MP model.3. “pika_surface_entrance_density_1km.tif” is the surface entrance density map of plateau pikas, simulated using a stochastic model based on the habitat suitability of plateau pikas.4. “pika_induced_bare_patch_fraction_10km.tif” is the pika-induced bare patch fraction, estimated using an empirical model fitted from Unmanned Aerial Vehicle data.
DOI: 10.6084/m9.figshare.27826221.v1
title: Data set from 248 respondents.xlsx

description: This study examines the influence of educational background on the sustainability knowledge of young people, explores the impact of sustainability knowledge on their attitudes, investigates the influence of parental norms on young people's sustainability attitudes, analyzes the effect of young people's attitudes on sustainable household capabilities, and assesses the influence of parental norms on young people's behaviors in sustainable households. This research employs a quantitative design and uses questionnaires as the data collection tool. The respondents are accounting students aged 18 to 25 years old in Indonesia, selected through purposive sampling. The data is analyzed using covariance based structural equation modelling (CB-SEM). The findings support the Knowledge-Attitude-Behavior (KAB) theory, indicating that young people's attitudes towards sustainability are influenced by their knowledge, which in turn positively correlates with their sustainable household behaviors. Additionally, parental norms have a positive and significant impact on the sustainable household capabilities of the younger generation but do not affect their attitudes towards sustainability. This study contributes to the development of strategies that empower young people to be more engaged in sustainability through both formal and informal education.
DOI: 10.6084/m9.figshare.5996282.v2
title: An Empirical Investigation on the Readability of Manual and Generated Test Cases

description: Software testing is one of the most crucial tasks in the typical development process. Developers are usually required to write unit test cases for the code they implement. Since this is a time-consuming task, in last years many approaches and tools for automatic test case generation — such as EvoSuite — have been introduced. Nevertheless, developers have to maintain and evolve tests to sustain the changes in the source code; therefore, having readable test cases is important to ease such a process.However, it is still not clear whether developers make an effort in writing readable unit tests. Therefore, in this paper, we conduct an explorative study comparing the readability of manually written test cases with the classes they test. Moreover, we deepen such analysis looking at the readability of automatically generated test cases. Our results suggest that developers tend to neglect the readability of test cases and that automatically generated test cases are generally even less readable than manually written ones.
DOI: 10.17632/46ss3nrfbd
title: HealthRiskData_Ver_1

description: The data set consists of sixteen attributes or the indicators of the health risks considered as the highly relevant set of indicators. Demographically the dataset consists of subjects residing in North India. Subjects (male as well as females) suffering from life style issues such as hypertension, over weight , obesity were targeted and their age ranges from 23 years to 80 years. (Inclusion and exculation) The total number of instances are 200. Out of these 50% are healthy and 50% unhealthy as per their medical condition. The dataset does not contain any missing or non-relevant values.
DOI: 10.17632/kbmcrczj58
title: Effect of Yoga in Workers with Chronic Venous Insufficiency

description: The data includes vafriables of industry workers with chronic venous insufficiency before and following 12 weeks of Yoga practice.
DOI: 10.6084/m9.figshare.1273940.v1
title: Optical Images of cells

description: Optical Images of cells used in the manuscript
DOI: 10.6084/m9.figshare.13203944.v1
title: README.txt

description: The genomic variome data in 1,913 cotton accessions and pan-genomes of <em>G. hirsutum</em> and <em>G. barbadense</em> species. This project includes a list of the dataset as follow.
DOI: 10.6084/m9.figshare.17153363.v4
title: NIAB global and UK subset wheat pedigree files. 09/12/21 update

description: Input files for use with Helium crop pedigree visualisation software (https://github.com/cardinalb/helium-docs/wiki/Download-Helium). This dataset is an updated and edited version of the original pedigree published in PLOS Biology (https://doi.org/10.1371/journal.pbio.3000071).<br>Separate input files are provided for a subset of UK varieties and their ancestors as well as a much larger global pedigree
DOI: 10.6084/m9.figshare.21532908.v1
title: Supplementary Materials

description: This is the Supplementary Information for the paper of "Making China’s water data accessible, usable and shareable"
DOI: 10.6084/m9.figshare.27289656.v1
title: CAFs_co_culture.h5ad

description: Unveiling Immune Cell Response Disparities in Human Primary Cancer-Associated Fibroblasts between Two- and Three-Dimensional CulturesJian-Ping Yang 1 , Nikhil Nitin Kulkarni 1 , Masashi Yamaji 1 , Tsubasa Shiraishi 2 , Thang Pham 3 , HanDo 3 , Nicole Aiello 4 , Michael Shaw 5 , Toshihiro Nakamura 2 , Akiko Abiru 2 , Narender R. Gavva 1 ,and Shane R. Horman 11 Takeda Development Center Americas, Inc., San Diego, California 92121, United States;2 Takeda Pharmaceutical Company Ltd, Fujisawa, Kanagawa, Japan;3 BioTuring; San Diego, California 92121, United States;4 Bristol-Myers Squibb, Princeton, New Jersey, 08543, United States;5 Takeda Development Center Americas, Inc., Cambridge, Massachusetts 02142, United StatesCorresponding author:Jian-Ping Yang, Ph.D.Email : jpy8888@yahoo.com
DOI: 10.6084/m9.figshare.5394421.v2
title: Principal Components Analysis Results

description: res_pca_rotation is the rotation matrix that arose from a principal components analysis on our publication data from 2012-2017; it contains information about the correlation structure of each variable and each principal component. res_pca_summary contains information about the std. dev and cumulative variance for each component. This is the information we used to threshold our choice of components to 4.
DOI: 10.6084/m9.figshare.25093442.v1
title: list of topics.xlsx

description: List of topics generated by BERT
DOI: 10.17632/fsdyb4cw8k
title: PopulationProfiler

description: PopulationProfiler – is light-weight cross-platform open-source tool for data analysis in image-based screening experiments. The main idea is to reduce per-cell measurements to per-well distributions, each represented by a histogram. These can be optionally further reduced to sub-type counts based on gating (setting bin ranges) of known control distributions and local adjustments to histogram shape. Such analysis is necessary in a wide variety of applications, e.g. DNA damage assessment using foci intensity distributions, assessment of cell type specific markers, and cell cycle analysis. The software imports measurements from a simple text file, visualizes population distributions in a compact and comprehensive way, and can create gates for subpopulation classes based on control samples. The simple graphical user interface (GUI) allows selection of multiple csv files with image-based screening data. Each file is treated as a separate plate (i.e. independent experiment) with rows representing cell measurements. One measurement is processed at a time and cells are grouped based on well labels. The measurement is selected by the user from a drop-down list created from the csv file header (first row). The GUI also allows selection of control wells based on the treatment labels. If such labels are not available, the user can select control wells manually. The corresponding data is pooled and stored as a separate record in the output csv file. PopulationProfiler thereafter calculates and displays the distribution of the selected measurement as a histogram for each well. A vector representation of each well’s histogram is saved in the output file, and can be used as input for e.g., cluster analysis, elsewhere. The cell count for each well is also saved as a measure of statistical relevance of population effects. Cite this software as: Matuszewski, D.J., Wählby, C., Puigvert, J.C., Sintorn, I.-M. (2016) PopulationProfiler: A Tool for Population Analysis and Visualization of Image-Based Cell Screening Data. PloS one, 11(3), e0151554. The Python source code, sample data and user manual are available free of charge.
DOI: 10.17632/yrpbd8fhc4
title: A public dataset of overground walking kinetics in healthy individuals

description: The dataset comprises raw kinetic data (both in .mat and .txt) of 128 healthy subjects (52 female, 76 male; M age: 23.8 years, SD 9.1; M body height: 1.76 m, SD 0.08; M body mass: 71.3 kg, SD 13.0; M body mass index: 22.9 kg/m², SD 2.8; M gait speed: 1.33 m/s, SD 0.13) during overground walking. All subjects met the inclusion criteria, which meant that during the study, they were free of lower extremity pain or injuries. In addition, before and during the study, they were free of any gait pathology. The .mat-file 'gait_grf_subject.mat' includes six 128x1 double variables containing one row value for each of the 128 subjects: subject_id [number] subject_gender [1 = "female" ; 0 ="male"] subject_age [years] subject_bodymass [kg] subject_bodysize [m] subject_shoesize [EU] The .mat-file 'gait_grf_rawdata.mat' includes two 1278x1 double variables containing one row value for each of the 1278 gait recordings: data_subject_id [number] data_gait_speed [m/s] and two 1278x1 cell variables containing 8x3000 double variables for each of the 1278 gait recordings: data_analog_fp1/pf2 containing 8x3000 double variables including the raw data in rows: 1. row: fx 1+2 [N] 2. row: fx 3+4 [N] 3. row: fy 1+4 [N] 4. row: fy 2+3 [N] 5. row: fz 1 [N] 6. row: fz 2 [N] 7. row: fz 3 [N] 8. row: fz 4 [N] When using (any part) of this dataset, please cite this dataset and the original article: Horst, F., Mildner, M., & Schöllhorn, W. I. (2018). A public dataset of overground walking kinetics in healthy individuals. Mendeley Data, v1. http://dx.doi.org/10.17632/yrpbd8fhc4.1 Horst, F., Mildner, M., & Schöllhorn, W. I. (2017). One-year persistence of individual gait patterns identified in a follow-up study – A call for individualised diagnose and therapy. Gait & Posture, 58, 476–480. http://doi.org/10.1016/j.gaitpost.2017.09.003 Please feel free to send us your technical questions, requests and bug reports by email: horst@uni-mainz.de
DOI: 10.6084/m9.figshare.13526192.v2
title: Identification and initial characterization of POLIII-driven transcripts by msRNA-sequencing

description: Non-coding RNAs (ncRNAs) are powerful regulators of gene expression but medium-sized (50–300 nts in length) ncRNAs (msRNAs) are barely picked-up precisely by RNA-sequencing. Here we describe msRNA-sequencing (msRNAseq), a modified protocol that associated with a computational analyses pipeline identified about ~1800 msRNA loci, including over 300 putatively novel msRNAs, in human and murine cells. We focused on the identification and initial characterization of three POLIII-derived transcripts. The validation of these uncharacterized msRNAs identified an ncRNA in antisense orientation from the <i>POLR3E</i> locus transcribed by POLIII. This msRNA, termed POLAR (POLR3E Antisense RNA), has a strikingly short half-life, localizes to paraspeckles (PSPs) and associates with PSP-associated proteins indicating that msRNAseq identifies functional msRNAs. Thus, our analyses will pave the way for analysing the roles of msRNAs in cells, development and diseases.
DOI: 10.6084/m9.figshare.21276354.v1
title: Global niche and range shifts in the invasions of Batrachochytrium dendrobatidis

description: <em>Batrachochytrium dendrobatidis</em> (<em>Bd</em>), as one of the world most invasive species, is responsible for Chytridiomycosis, an emerging infectious disease result in the huge loss of global amphibian biodiversity. Few studies have evaluated introduced <em>Bd’s</em> niche and range shifts relative to their native ones.
DOI: 10.6084/m9.figshare.25647987.v2
title: Raw data, calibration files, and code for processing polarization images of the Moon.

description: This items contains the raw data, calibration files, and code needed to process our dataset of polarization images of the Moon.
DOI: 10.17632/2rkpsss6fd
title: Permanent Magnet Direct Current Worm Geared Motor Data: Voltage, Current, and Speed

description: The dataset describes the voltage, current, and velocity measurements of two DC motors of the same model under different experimental conditions. The data is helpful in system identification, DC motor modeling, DC motor parameter identification, and studying the DC motor dynamics.
DOI: 10.17632/648sy7skrh
title: CELLULAR RECEIVED SIGNAL STRENGTH INDICATOR DATASET

description: This data presents the Reference Signal Received power for LTE, GSM and HSPA. The Mobile signal measurement were taken around Covenant University, Nigeria. The experiment setup was on an indoor scenario. The data was collected to investigate the best network for Mobile subscribers on roaming services and local subscriber's high performance and data rates. After the experiment, Exploratory Data Analysis (EDA) was used to visualize the best Network; The data can be applied to determine the network services providing the best QoS between 4th Generation LTE/4G, 3rd generation UMTS/HSPA, and GSM. The data is vital for indoor localization applications and the mobile network provider for network optimization. The experiment was conducted between July 1 and July 30, 2020. Measurements were taken from 7:30 am to 11.00 pm. The primary device collected data at an interval of 30 minutes within the time range, while the supporting devices randomly collected data during the day
DOI: 10.6084/m9.figshare.20407686.v1
title: Data from Humpback whale song revolutions continue to spread from the central into the eastern South Pacific

description: Raw song transcripts supporting this article.