cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wf5d5b2j52
title: Social Communication Database

description: The dataset was generated by real world text communication in the group conversation. So, maintain the anonymity of the usernames and the mobile numbers of those who participated in the survey. This dataset can be used for education and research purpose only. The main contribution of this research in text mining is to bring into being a standard dataset for research purpose in the realm of mining the chat conversation. We have observed that this dataset has an immense density to be utilized for research purpose. Our applications based on this dataset, you can utilize this dataset into semantic search, sentiment analysis, semantic clustering of conversation, topic extraction, spam detection, etc. We wish to offer this dataset for others to collaborate and research on further possibilities. We have used our algorithms to extract the textual information from whatsapp logs and stored it in a sqlite database file named as "social conversation.db". This dataset contains 16225 text messages and 839 distinct users. We have considered 17 whatsapp groups for extracting the textual information. Paper: Analysis of foul language usage in social media text conversation Authors: Sumit Kawate and Kailas Patil In the Proceedings of the Int. J. Social Media and Interactive Learning Environments (IJSMILE), Vol: 05, Issue: 03, Pages: 227-251, Inderscience, 201 DOI: https://doi.org/10.1504/IJSMILE.2017.087976 The data is stored in an .zip compressed archives. The uncompressed archive is in 6,020 KB (5.87 MB). Extract with any uncompressed standard software. ## The archive contains the following items: ## DATABASE/ | + Executable/ Directory containing executable files. | | + Social Conversation.db This file contains records of the database in .db format | + Source Code/ Directory containing source code files. | + Social Conversation (csv).csv This file contains records of the database in .csv format + Social Conversation (db).db This file contains records of the database in .db format + Social Conversation (html).html This file contains records of the database in .html format. | + Read Me/ Directory containing read me file. | | read me.txt This file contains detail information about dataset. ## The data format of the dataset are: ## =Table Name= -&gt; CONVERSATION =Atttributes= =Meaning= USER_ID User id of the text message TEXT_MSG TextActual text message CONTACT_NUMBER Contact number of the user (We have masked the few digits of contact number of the user) DATE Date of the text message TIME Time of the text message =Atttributes= =Format= USER_ID User Id TEXT_MSG (text messsage in any format) CONTACT_NUMBER +contactnumber DATE dd/mm/yy TIME hh:mm AM or hh:mm PM =Atttributes= =Sample Example= USER_ID User 514 TEXT_MSG Any deal on formal shoes with prime CONTACT_NUMBER +919xxxxx927 DATE 04/12/17 TIME 1:35 AM --------------------------------------------------
DOI: 10.6084/m9.figshare.21087634.v1
title: Supplementary Material for: Early Enhancement with Contrast-Enhanced Ultrasonography Relates to the Number of Small-Diameter Neovessels in the Carotid Plaque

description: <b><i>Background and Purpose:</i></b> Intraplaque neovessels (INVs) have been recognized as a major cause of intraplaque hemorrhage and subsequent vulnerability of the carotid plaque. However, the exact mechanisms by which INVs cause intraplaque hemorrhage remain unclear. Various sizes of INVs coexist in carotid plaques pathologically, and we hypothesized that the size of INVs would be associated with carotid plaque histology, particularly in terms of intraplaque hemorrhage. Detection method of INV is important when determining whether carotid plaques are vulnerable, and contrast-enhanced ultrasonography (CEUS) is one of the most useful methods to detect them. The purpose of this study was to examine the relationship between findings from CEUS and vascular pathology obtained by carotid endarterectomy (CEA). We focused on associations between small and large INVs evaluated by CEUS and histologically defined intraplaque hemorrhage. <b><i>Methods:</i></b> Participants comprised 115 patients (mean age, 73.0 ± 7.2 years; 96 men) who underwent preoperative CEUS and underwent CEA. CEUS findings were evaluated as vascular grade at 0 min (Vas-G0) and 10 min (Vas-G10) after contrast injection. Plaques were histologically evaluated quantitatively for the total area of intraplaque hemorrhage, cholesterol, and calcification and the thinnest fibrous cap. Immunohistochemical studies were conducted using anti-CD-34 antibody as a marker for endothelial cells. INVs were divided into two groups depending on diameter: small INVs, &lt;50 μm; and large INVs, ≥50 μm. The numbers of small and large blood vessels in the plaque were quantified histologically. Associations of small and large INVs with CEUS, plaque histology, and clinical findings were assessed by uni- and multivariable analyses. <b><i>Results:</i></b> Multivariable analyses indicated that CEUS Vas-G0 was associated with the 4th quartile of the number of small INVs compared with other quartiles, and Vas-G10 was associated with the 4th quartile of the number of large INVs. Histologically, the presence and area of intraplaque hemorrhage were associated with the number of small INVs, while the increased number of large INVs was associated with infrequent plaque disruption and thicker fibrous cap. <b><i>Conclusions:</i></b> Our study showed that early phase enhancement in the CEUS can help identify plaque vulnerability by predicting a larger number of small INVs. This information can also help determine treatment strategies for carotid plaque.
DOI: 10.6084/m9.figshare.21362961.v2
title: China social insurance expenditure between 2001 and 2021

description: China social insurance expenditure between 2001 and 2021 <br> Statement regarding data revision: <br> On December 27, 2022, the National Bureau of Statistics released a final revision of the national GDP in 2021. According to the latest figures, the GDP in 2021 is projected to be 114923.73 billion yuan, which indicates a 0.3% improvement from the initial press release. The complete statistical computation in the present study is revised on December 30, 2022 to reflect this significant modification. The results and conclusion of the manuscript have not been affected. <br> Please also see the original press release from December 27 (in Chinese) and the Reuters report in English. <br> http://www.stats.gov.cn/tjsj/zxfb/202212/t20221226_1891248.html <br> https://www.reuters.com/article/china-economy-gdp/china-revises-2021-gdp-growth-up-to-8-4-from-8-1-idUSKBN2TB03L
DOI: 10.6084/m9.figshare.10058891.v1
title: traffic data around the freeway interchange

description: study areas: K449+100-K451+900 of a three-lane freeway (G65) and K1029+800-K1031+900 of a four-lane freeway (G30)
DOI: 10.6084/m9.figshare.1425350.v1
title: MAGIC maize founders imputed genomes

description: This .bz2 archive contains a vcf file reporting the imputed SNP calls for the MAGIC maize (MM) founder lines. SNP calls derive from full sequencing of 5 founder lines (A632, F7, H99, HP301, W153R), plus Mo17 and B73 sequences obtained from other scientific efforts. GBS reads for B96 were also used. Sequences were used to perform imputation with IMPUTE2, as described in the paper accompanying MAGIC maize at doi:10.1186/s13059-015-0716-z
DOI: 10.6084/m9.figshare.16752064.v1
title: TgCNN for two-phase flow

description: Figure data for manuscript "Surrogate and inverse modeling for two-phase flow in porous media via theory-guided convolutional neural network".
DOI: 10.6084/m9.figshare.24558619.v3
title: <b>DOO-RE: A dataset of ambient sensors in a meeting room for activity recognition</b>

description: We release the DOO-RE dataset which consists of data streams from 11 types of various ambient sensors by collecting data 24/7 from a real-world meeting room. 4 types of ambient sensors, called environment-driven sensors, measure continuous state changes in the environment (e.g. sound), and 4 types of sensors, called user-driven sensors, capture user state changes (e.g. motion). The remaining 3 types of sensors, called actuator-driven sensors, check whether the attached actuators are active (e.g. projector on/off). The values of each sensor are automatically collected by IoT agents which are responsible for each sensor in our IoT system. A part of the collected sensor data stream representing a user activity is extracted as an activity episode in the DOO-RE dataset. Each episode's activity labels are annotated and validated by cross-checking and the consent of multiple annotators. A total of 9 activity types appear in the space: 3 based on single users and 6 based on group (i.e. 2 or more people) users. As a result, DOO-RE is constructed with 696 labeled episodes for single and group activities from the meeting room. DOO-RE is a novel dataset created in a public space that contains the properties of the real-world environment and has the potential to be good uses for developing powerful activity recognition approaches.
DOI: 10.6084/m9.figshare.27107101.v1
title: Raw Data for 'Distinct pathway for evolution of enhanced receptor binding and cell entry in SARS-like bat coronaviruses'

description: Raw data for manuscript titled '<b>Distinct pathway for evolution of enhanced receptor binding and cell entry in SARS-like bat coronaviruses</b>'. Two mutations in the spike protein of bat coronavirus SHC014-CoV were found to enhance viral receptor binding and entry by regulating spike conformation.
DOI: 10.17632/59jswfx2dc
title: Mendeley Dta

description: Dataset of Numerical Study of the Impact of Two-Step Injection (Direct and Port) of Hydrogen-Enriched and Natural Gas Mixtures on Engine Efficiency and Exhaust Emissions
DOI: 10.17632/j87jz36m6k
title: Dataset for Gravity Model Of Trade In Photovoltaic Panels In The Asia-Pacific Region

description: This dataset is directly related to the research project that aimed to identify the determinants of trade flows between the Asia-Pacific countries from 2000 to 2019 and to assess their impact strength using the panel gravity model (based on the dynamic regression model with the one-year lag). Our research proves that the gravity model can be successfully used to describe international trade in photovoltaic panels and enrich the measure of distance between countries with variables related to energy transition policies and regional agreements. The model estimation results allowed for their logical interpretation in economic terms. The research indicates the gravity model's usefulness in describing the phenomenon of international exchange in Asia-Pacific countries.
The presented dataset contains:
- the complete set of data used for model construction, 
- the table of successive correlation coefficients, 
- and the table with statistical significance coefficients related to the calculated correlations.
DOI: 10.17632/ymgxvy2br4
title: gSeaGen code by KM3NeT: An efficient tool to propagate muons simulated with CORSIKA

description: The KM3NeT Collaboration has tackled a common challenge faced by the astroparticle physics community, namely adapting the experiment-specific simulation software to work with the CORSIKA air shower simulation output. The proposed solution is an extension of the open source code gSeaGen, which allows the transport of muons generated by CORSIKA to a detector of any size at an arbitrary depth. The gSeaGen code was not only extended in terms of functionality but also underwent a thorough redesign of the muon propagation routine, resulting in a more accurate and efficient simulation. This paper presents the capabilities of the new gSeaGen code as well as prospects for further developments.
DOI: 10.6084/m9.figshare.729080.v1
title: ImpactStory: Open carrots for Open science

description: ImpactStory poster on open carrots for open science. June 2013.
DOI: 10.17632/769tznfbsx
title: Spanish Cohort Ideology Database

description: The Spanish Cohort Ideology Database (SCID) provides 1,554 ideology tables based on over five million individual observations from 1,800+ surveys conducted by the Centro de Investigaciones Sociológicas (CIS) since the 1970s.

SCID includes age-year and age-generation tables with mean ideological values, sample sizes, and variances, enabling the analysis of ideological trends, dispersion, and polarization.

SCID offers breakdowns by gender, education level, gender-education level combinations, and region, supporting longitudinal and cross-sectional studies on social and political change in Spain.
DOI: 10.17632/bd6jdp9tmg
title: Replication Package for Two Illustrations of the Quantity Theory of Money Reloaded

description: Replication Package for
Two Illustrations of the Quantity Theory of Money Reloaded
Authors: Han Gao, Mariano Kulish, and Juan Pablo Nicolini
DOI: 10.17632/fwkngrvt8x
title: Data on Students misconception and difficulties in learning limits and continuity

description: Data on one anova shows the level of difficulties among category

Factors that hinder teaching and learning limits and continuity  contains the teaching approach and challenges in teaching limit and continuity
DOI: 10.17632/mw6php2vk4
title: Supplementary material: microplastics in sediment of Alagados Reservoir

description: Data on the number of microplastics in the sediment of Alagados Reservoir and sediment characterization ("Microplastics in Alagados Reservoir.xlsx".
DOI: 10.17632/mzvtkr37fn
title: Microarray Dataset

description: This dataset is microarray, including LEukemia(GSE13159) Stage I, Affymetrix 250K StyI SNP (GSE19399) , Colon biopsies (GSE11223), and MDS cancer (GSE15061), which are pulicly available in NCBI (https://www.ncbi.nlm.nih.gov/). By normalizing, completing, resampling, the following files are obtained.
DOI: 10.6084/m9.figshare.11454075.v1
title: Additional file 2 of MS2CNN: predicting MS/MS spectrum based on protein sequence using deep convolutional neural networks

description: Additional file 2: R Script: Wilcoxon signed-rank test for independent test set evaluation.
DOI: 10.17632/6n585h95ks
title: Data for: Ga2O3-based solar-blind deep ultraviolet light-emitting diodes
DOI: 10.6084/m9.figshare.21835059.v1
title: File 2

description: Species annotation level based on the RDP database for each ASV
DOI: 10.6084/m9.figshare.25909822.v1
title: The performance evaluation of NIPT for fetal chromosome microdeletion/microduplication detection: a retrospective analysis of 68,588 Chinese cases

description: <b>Background: </b>Chromosomal abnormalities are the main cause of birth defects in newborns. Since the inception of noninvasive prenatal testing (NIPT) technology, it has primarily been applied to the detection of common trisomy (T21, T18, T13). However, the application of NIPT in microdeletion and microduplication detection is still controversial.<b>Methods:</b> This study retrospectively analyzed the data of 68,588 cases that underwent NIPT at Ganzhou Maternal and Child Health Hospital in China. These data were used to evaluate the performance of NIPT in fetal chromosome microdeletion/microduplication detection and to investigate the key factors affecting the NIPT performance.<b>Results:</b> A total of 281 cases (0.41%) had positive NIPT results with copy number variants (CNVs), of which 161 were validated by karyotyping and chromosome microarray analysis (CMA). Among the 161 cases, 92 were confirmed as true positives through karyotyping or CMA, including 61 microdeletion cases and 31 microduplication cases, resulting in a positive predictive value (PPV) of 57.14 %. Improvements in library construction methods increased the fraction of cell-free fetal DNA (cffDNA) from 13.76% to 18.44%, leading to a significant improvement in the detection rate (0.47% vs 0.15%) and PPV (59.86% vs 28.57%) of NIPT for CNVs.<b>Conclusions: </b>This study proved the robust performance of NIPT for fetal chromosome microdeletion/microduplication detection. In addition, the cffDNA fraction is a key factor influencing NIPT, with increased cffDNA fraction improving the performance of NIPT.
DOI: 10.6084/m9.figshare.3565926.v1
title: Appendix A. A map of La Selva Biological Station showing the location of 18 CARBONO plots in the different soil gradients.

description: A map of La Selva Biological Station showing the location of 18 CARBONO plots in the different soil gradients.
DOI: 10.17632/d8bsz4375v
title: Data for: Synergistic induction of IL-23 by TNFalpha, IL-17A, and EGF in keratinocytes

description: This is the data set for the manuscript "Synergistic induction of IL-23 by TNF, IL-17A, and EGF in keratinocytes".
DOI: 10.6084/m9.figshare.21117010.v1
title: RiceG2G_Basicdata3

description: Rice NAM population, snp site information, ped files of 16 parents.
DOI: 10.6084/m9.figshare.28532102.v1
title: 工业遗产转型的空间研究

description: 工业遗产转型的空间研究
DOI: 10.6084/m9.figshare.6792044.v1
title: Supplementary Tables

description: Supplementary Tables<br> Supplementary Table 1 all sequence data produced <br> Supplementary Table 2 Protein coding gene data <br> Supplementary Table 3 AnGeLi results for the 620 genes whose knockouts are viable, but have mean HMM state = 1 <br> Supplementary Table 4 linkers and primers design <br> Supplementary Table 5. European Nucleotide Archive (ENA) Acessions The study accession number is: PRJEB27324 <br>
DOI: 10.4121/16620226.v2
title: Wind tunnel data set with a wing at all angles of attack

description: This wind tunnel data set was collected at OJF in TU Delft. The aerodynamic forces and moments of a modified MH32 wing at all angles of attack for different flap deflections and 0%, 70% throttle settings are recorded in this data set. This data set should be valuable for the research on tailsitters, especially the impact of inverse flow on the tailsitters in the descending phase. <br> The repeated experiment data for 0% throttle on Feb 24, 2021 are also provided as a supplement to validate the accuracy of the measurements.
DOI: 10.6084/m9.figshare.19771105.v1
title: Data on litter decomposition experiment in six urban forests

description: Data on litter decomposition experiment in six urban forests across Europe.
DOI: 10.6084/m9.figshare.23943231.v1
title: A Study on the Candidate Gene Association and Interaction with Measures of UV Exposure in Pseudoexfoliation Patients from India

description: Environmental and genetic factors are associated with development of Pseudoexfoliation syndrome (XFS). Here we intended to elucidate the association of candidate genes in relevance to UV exposure in these patients. This is a case-control study of 309 subjects (<i>N</i> = 219 controls and 90 XFS cases) from India. PCR based direct sequencing was performed for candidate genes (<i>LOXL1, POMP</i> and <i>TMEM136</i>) followed by genotype and haplotype analysis. The promoter methylation status was assessed by Methylation specific PCR based direct sequencing of genomic DNA for all samples. The methylation status was compared with that of primary fibroblasts cultures established from patient’s Tenon’s tissue samples in subset of these patients. SNPs rs3825942, rs41435250, rs8818 (<i>LOXL1</i>) and rs3737528 (<i>POMP</i>) showed significant association with XFS. <i>LOXL1</i> gene haplotype GAGC (rs1048661- rs3825942- rs41435250–rs8818) was associated with lower risk for XFS with a p value 4.1961 × 10<sup>−6</sup> (OR =0; 95%CI, 0.000–0.003). <i>POMP</i> gene haplotypes for intronic SNPs (rs1340815- rs3737528- rs913797) TCC and TTC were associated with increased risk for the disease (OR &gt; 1.0). Significant correlation for SNPs rs3825942 of <i>LOXL1</i> (ρ= −0.132) and rs3737528 of <i>POMP</i> (ρ = 0.12) was observed with measure of lifetime UV exposure (CUVAF value). Reduced <i>LOXL1</i> gene expression was observed in cultured tenon fibroblasts from the patients that correlated with differential methylation of the Sp-1 binding sites at -253, -243bp upstream to the transcription start site of <i>LOXL1</i> promoter region. Our results suggest a possible interaction for <i>LOXL1</i> gene haplotype (GAGC) with the measure of ocular UV exposure in pseudoexfoliation syndrome.
DOI: 10.6084/m9.figshare.24434539.v1
title: <b>Microbial inoculants shape </b><b>resident soil microbial functions</b><b> in the </b><b>field </b><b>restoration of abandoned mine</b>

description: This is the R code for the paper named 'Microbial inoculants shape resident soil microbial functions in the field restoration of abandoned mine'
DOI: 10.6084/m9.figshare.7890536.v1
title: gVCF_HG03049

description: 1000 Genomes gVCF mapped to hs37d5 for HG03049. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.17632/hwp3d8ghp2
title: Dataset for San Juan Basin Ethane/Methane

description: This dataset contains data collected in the San Juan Basin investigating atmospheric ethane and methane composition. The set is split into two folders: ground_based_mobile and FTS. 

The ground_based_mobile dataset contains a CSV file holding all data collected using a mobile, ground-based, in situ platfrom during campaigns in December 2020 and October 2021. Included in the CSV files are gas concentrations, meteorological data, and location data. 

The FTS folder contains two subfolders: March2013 and Sept2013. Each subfolder contains three types of files: .col files from the GGG retrievals showing VSF and OVC values and errors for the associated gas species and wavelength, .grl files from the GGG retrievals that contain metadata about the retrieved values (time, etc), and meteorological files (with MET in the file name) containing data collected from a ZENO weather station at the FTS site. All associated data was collected at 36.79751,-108.48012 (latitude, longitude).
DOI: 10.6084/m9.figshare.26976424.v1
title: Información recuperada de los accesos expandidos en el contexto transmedia de los pódcast

description: La esencia de esta investigación reside en la inmersión en la creación de pódcast en Extremadura (España), el estudio del uso de la creatividad aplicada a su narrativa y cómo se integran estas producciones sonoras en las redes sociales para atraer nuevos oyentes, generar experiencias y fomentar la interactividad desde una mirada educomunicadora.
DOI: 10.6084/m9.figshare.27824565.v2
title: The genome-related annotation files of the <i>Hemicorallium imperiale</i>

description: Repeat sequence, gff3, protein coding gene and protein sequence file of <i>Hemicorallium imperiale </i>genome
DOI: 10.6084/m9.figshare.8330468.v1
title: Germination Data

description: DATA SET FOR GERMINATION FOR DIFFERENT LANDSCAPING PLANT SPECIES.
DOI: 10.17632/tmtsxh828p
title: Kinematic Insights: A Comprehensive Dataset of Velocity and Position Attributes

description: Introducing a comprehensive dataset capturing the dynamics of objects in motion, this dataset encompasses two fundamental attributes: velocity and position. The "Velocity" attribute quantifies the rate of change of an object's position with respect to time, providing insights into the speed and direction of its motion. Meanwhile, the "Position" attribute denotes the spatial coordinates of the object within a chosen reference frame, offering a detailed snapshot of its location. Collected and curated with precision, this dataset serves as a valuable resource for researchers, analysts, and enthusiasts interested in understanding the kinematics of diverse entities. Whether exploring the intricacies of physical systems or enhancing predictive models, the combination of velocity and position attributes in this dataset opens avenues for a wide range of applications, from physics and engineering to machine learning and beyond.
DOI: 10.6084/m9.figshare.22310383.v2
title: Representative sequences

description: Representative sequences for the ASVs from soil and freshwater habitats with bacterial pH preference information.