cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hk4vydrg4v
title: Dataset on marijuana prices in Mexico

description: This dataset provides a first-hand survey that reports on marijuana prices, its determinants, and marijuana buyers’ characteristics in Mexico.
DOI: 10.17632/m9g8xcwdb4
title: Data for: Evaluating fluvial source-sink system change in a context of millennial-scale climate change from Tarim River Basin to Lop Nur Salt Lake:

description: Carbon content of Lop Nur Salt Lake
DOI: 10.17632/rxr4rr9bw3
title: CTI and APT Related Dataset and Source Code for the Paper in Short: DEVIL

description: Here are the data set and source code related to the paper: "DEVIL: A Framework for Discovering and Evaluating Insidious Advanced Persistent Threats Leveraging Graph-Based Algorithms"

1- aptnotes-downloader.zip : contains source code that downloads all APT reports listed in https://github.com/aptnotes/data and https://github.com/CyberMonitor/APT_CyberCriminal_Campagin_Collections

2- apt-groups.zip : contains all APT group names gathered from https://docs.google.com/spreadsheets/d/1H9_xaxQHpWaa4O_Son4Gx0YOIzlcBWMsdvePFX68EKU/edit?gid=1864660085#gid=1864660085 
and https://malpedia.caad.fkie.fraunhofer.de/actors

3- apt-reports.zip : contains all deduplicated APT reports gathered from https://github.com/aptnotes/data and https://github.com/CyberMonitor/APT_CyberCriminal_Campagin_Collections

4- countries.zip : contains country name list. 

5- ttps.zip : contains all MITRE techniques gathered from https://attack.mitre.org/resources/attack-data-and-tools/

6- malware-families.zip : contains all malware family names gathered from https://malpedia.caad.fkie.fraunhofer.de/families

7- ioc-searcher-app.zip : contains source code that extracts IoCs from APT reports. Extracted IoC files are provided in report-analyser.zip. Original code repo can be found at https://github.com/malicialab/iocsearcher

8- extracted-iocs.zip : contains extracted IoCs by ioc-searcher-app.zip

9- report-analyser.zip : contains source code that searchs APT reports, malware families, countries and TTPs. I case of a match, it updates files in extracted-iocs.zip. 

10- cti-transformation-app.zip : contains source code that transforms files in extracted-iocs.zip to CTI triples and saves into Neo4j graph database.

11- graph-db-backup.zip : contains volume folder of Neo4j Docker container. When it is mounted to a Docker container, all CTI database becomes reachable from Neo4j web interface. Here is how to run a Neo4j Docker container that mounts folder in the zip:

docker run -d --publish=7474:7474 --publish=7687:7687 --volume={PATH_TO_VOLUME}/DEVIL_NEO4J_VOLUME/neo4j/data:/data --volume={PATH_TO_VOLUME}/DEVIL_NEO4J_VOLUME/neo4j/plugins:/plugins --volume={PATH_TO_VOLUME}/DEVIL_NEO4J_VOLUME/neo4j/logs:/logs --volume={PATH_TO_VOLUME}/DEVIL_NEO4J_VOLUME/neo4j/conf:/conf --env 'NEO4J_PLUGINS=["apoc","graph-data-science"]' --env NEO4J_apoc_export_file_enabled=true --env NEO4J_apoc_import_file_enabled=true --env NEO4J_apoc_import_file_use__neo4j__config=true --env=NEO4J_AUTH=none neo4j:5.13.0

web interface: http://localhost:7474
username: neo4j
password: neo4j
DOI: 10.17632/wwwb6txc4h
title: Influence of crystallinity on the electrical conductivity of individual carbon nanotubes

description: Data accompanied with the paper "Influence of crystallinity on the electrical conductivity of individual carbon nanotubes".

This data can be used to reproduce figures 4,5 and 9 from the main article.

The data included is:
L_a - The mean effective grain size (x-axis in figure 5),  measured by diffraction analysis.
d_o - The corresponding CNT outer diameter (x-axis in figure 4), measured from a TEM image.
R_linear - Linear electrical resistance (y-axis in figure 4 and 5)  for the corresponding carbon nanotubes, measured by probing several point along the tube's length.
σ_linear - Linear electrical conductance (y-axis in figure 9) for the corresponding carbon nanotubes, calculated from the linear resistance.
DOI: 10.6084/m9.figshare.13082480.v1
title: Genome of the four-finger threadfin Eleutheronema tetradactylum (Perciforms: Polynemidae)

description: Teleost fish play important roles in aquatic ecosystems and aquaculture. Here, we sequenced and assembled the genome of the first threadfin fish, the fourfinger threadfin <i>Eleutheronema tetradactylum</i> (Perciformes: Polynemidae). Threadfins show a range of interesting biology, and are of considerable importance in both wild fisheries and aquaculture. Additionally, <i>E. tetradactylum </i>is of conservation relevance since its populations are considered to be in rapid decline and it is currently classified as endangered. We provide a genome assembly for <i>E. tetradactylum </i>with high contiguity (scaffold N50 = 56.3 kb) and high BUSCO completeness at 96.5%. The assembled genome size of <i>E. tetradactylum </i>is just 610.5 Mb, making it the second smallest perciform genome assembled to date, and only ~9.68% of the sequence was found to consist of repetitive elements, making this the lowest repeat content identified to date for any perciform fish. A total of 37,683 protein-coding genes were annotated, including analyses of developmental transcription factors, including Hox, ParaHox, and Sox families. MicroRNA genes were also annotated and compared with other chordate lineages, elucidating the gains and losses of chordate microRNAs. Our findings provide a useful genomic resource for future research into the interesting biology and evolution of this important group food fish.
DOI: 10.6084/m9.figshare.13259093.v4
title: traffic-flows-master.zip

description: Jupyter notebook scripts, Orange workflows, and data that support the findings of the study titled "Open Data and Quantitative Techniques for Anthropology of Road Traffic." For preprint see arXiv:2111.15661. For GitHub repository, visit https://github.com/ajdapretnar/traffic-flows.
DOI: 10.6084/m9.figshare.5259421.v1
title: nifH-DATABASES

description: nifH genes and amplicons from various sources used in our study.
DOI: 10.17632/87d73p6j6n
title: PTSD data Azerbaijan

description: Data on implementation of evidence-based psychotherapies for posttraumatic stress disorder in Azerbaijan.
The study aims to present preliminary findings on the training and implementation of Cognitive Processing Therapy and Written Exposure Therapy.
DOI: 10.6084/m9.figshare.29149397.v1
title: data.xlsx

description: Research Data
DOI: 10.6084/m9.figshare.28034312.v1
title: <b>A study on an efficient citrus Huanglong disease detection algorithm based on three-channel aggregated attention</b>

description: Addressing the complexity and diversity of field symptoms related to citrus Huanglong disease (HLD), which significantly impacts yield and quality, while also tackling the challenges associated with the low efficiency and inadequate accuracy of traditional detection methods, this study introduces a field symptom detection model based on an enhanced version of YOLOv8. Initially, image enhancement techniques and other preprocessing steps were applied to samples of citrus Huanglong disease collected from various locations in Fujian Province to improve the model's capability to detect HLB in complex environments. Subsequently, a novel C2f Attention IRMB module was developed to replace the original cross-stage local layer convolution C2f, thereby providing a more comprehensive consideration of target position and size differences, improving target localization, and enhancing the model's ability to extract relevant features of citrus Huanglong disease while achieving model lightweighting. Additionally, a three-channel aggregated attention module was integrated into the Neck Powerneck, effectively capturing richer global and local image information, fostering interaction and fusion among different feature layers, and reducing redundancy and repeated computations to enhance the overall efficiency and performance of the model. The model's capacity to express features of citrus Huanglong disease was further strengthened by embedding a finely designed attention mechanism. Lastly, an efficient detection head was constructed to accelerate the inference process. Experimental results demonstrate that on a dataset comprising 12 diseases and 2 healthy states, the mean Average Precision at IoU 0.50 (mAP50) of this model achieved 97%, with a Precision of 91.5%; these figures reflect improvements of 1.1% and 1.2%, respectively, compared to the original YOLOv8 algorithm. Additionally, the inference speed increased by 14.6%, fully meeting the real-time requirements for detecting diseases in citrus fields and illustrating the effectiveness and advanced nature of the improved algorithm, thereby providing robust support for the rapid identification of diseases in the citrus cultivation process.
DOI: 10.6084/m9.figshare.c.3493548_d36.v1
title: Source codes and sample data for image analysis

description: The zip file contains the source codes (in C++ and Matlab) and sample data files for image analysis.
DOI: 10.17632/tdyb9cxxbc
title: Adverse reactions of first-line anti-tubercular medicines and their effect on health-related quality of life and treatment outcomes in tuberculosis patients

description: The dataset that was analysed to detect the effects of adverse drug reactions on quality of life and TB treatment outcomes
DOI: 10.17632/th64wyckgs
title: Data&code

description: Please use STATA statistics software to run the code and data
DOI: 10.6084/m9.figshare.27781326.v1
title: the digital rock model of Berea sandstone for two-phase flow simulation

description: grayscale images of Berea plug binary images of REV for 3D reconstructionmesh model of REV for simulation
DOI: 10.6084/m9.figshare.28730507.v1
title: Source Code for CPO-KRS

description: Source code for CPO-KRS.
DOI: 10.17632/54r2vgxnsx
title: raw image data for "Resilient anatomy and local plasticity of naïve and stress hematopoiesis "_Figure ED 1-10_part_1

description: raw image data for "Resilient anatomy and local microplasticity of naïve and stress hematopoiesis "_4
DOI: 10.17632/dw2993xm2n
title: Dataset Akamine Akihiko4

description: Dataset used in the study.
DOI: 10.17632/k6b67z7hj4
title: US Gambling Stagnation--Will New Gambling Forms Make a Difference DATA SET

description: Data used for paper by same name.
DOI: 10.17632/s973cz2jcd
title: Image Dataset for Radish Plant Leaf Disease Detection and Freshness Assessment from Bangladesh

description: Radish Plant
 1 Black leaf spot :526
 2 Downy mildew :601
 3 Mosaic virus :548
 4 Radish flea beetle :513
 5 Fresh leaf :613
DOI: 10.17632/ykjvngnb2k
title: Homeostatic regulation of medullary pain-related projection neurons in acute but not chronic pain - Source DATA

description: The source data containing all the raw data for the MS
DOI: 10.6084/m9.figshare.24955125.v1
title: The datasets of the Manuscript "Research on Architectural Design Assistance and Rendering Based on AI Fine-tuned Pre-trained Models"

description: <b>AntonioGaudiFa</b><b>cade</b><b>.ckpt</b>: The trained model used for<i> Figures 7,10,11,12,13,14.</i><b>Hui Style Architecture</b>.safetensors: The trained model used for<i> Figures 15,16</i><b><i>Figure 10.zip</i></b><i>: </i><i>The rendered images used in Figure 10 (PNG file includes images generation information).</i><b><i>Figure 11.zip: </i></b><i>The rendered images used in Figure 11 (PNG file includes images generation information).</i><b><i>Figure 12.zip: </i></b><i>The rendered images used in Figure 12 (PNG file includes images generation information), and ControlNet preprocessed images.</i><b><i>Figure 13.zip: </i></b><i>The rendered images used in Figure 13 (PNG file includes images generation information), and ControlNet preprocessed images.</i><b><i>Figure 14.zip: </i></b><i>The rendered images used in Figure 14 (PNG file includes images generation information).</i><b><i>Figure 15.zip: </i></b><i>The rendered images used in Figure 15 (PNG file includes images generation information), and ControlNet preprocessed images.</i><b><i>Figure 16.zip: </i></b><i>The rendered images used in Figure 16 (PNG file includes images generation information), and ControlNet preprocessed images.</i><b>Figures.zip</b>:PSD source files for all Figures in the manuscript.
DOI: 10.17632/b4byp3rn7j
title: Dataset Validation of the Indonesian Version of the Student-Teacher Relationship Scale: Rasch Model

description: For over five decades since attachment theory was first introduced by John Bowlby (1969), it has garnered substantial academic interest, including its application to student-teacher relationships. Various efforts have been made to assess student-teacher relationships, one of which is the development of the Student-Teacher Relationship Scale (STRS). This scale was originally developed by Pianta & Nimetz, (2001) to assess teachers' closeness with students from preschool through third grade. In this scale, the student-teacher relationship is linked to three dimensions of attachment: closeness, conflict, and dependency.
Over time, several academics have examined and revalidated Pianta & Nimetz's STRS across different relationships and cultural settings. For example, Koomen et al., (2012) assessed teachers' perspectives on their relationships with students aged 3-12, specifically measuring the dimensions of closeness, conflict, and dependency among teachers and students in the Netherlands by adding additional items to the dependency indicator. 
However, previous studies have predominantly developed instruments limited to measurements based on teachers’ perspectives within elementary education settings. This highlights a substantial need for further research to re-examine the factor structure and validity of this measurement tool from another perspective—that of middle school students. As the study of student-teacher relationships progresses, there remains a lack of suitable instruments for use in Indonesia, and few studies specifically address student-teacher relationships, such as Mint Husen Raya et al., (2023). Additionally, it is essential to test the validity of STRS in higher age groups, particularly within the context of Indonesian middle school culture, considering that Indonesia is an archipelagic country with the world’s fourth-largest population (&gt;275 million) and diverse ethnicities and cultures across its regions.
Therefore, the primary aim of this study is to adopt and validate the STRS by Koomen et al., (2012) through Rasch Model analysis on a sample of Indonesian middle school students. The study will test the scale based on measurements of age, gender, and ethnicity, and adapt it from a teacher's perspective to a student's perspective. Key analyses will include checking for misfit items, internal consistency reliability, and separation indices, as well as unidimensionality and local dependency, item and person measures, item bias through DIF analysis, and rating scale diagnostics. Finally, we will present a comprehensive correlation between our scale (STRS-Student) and similar scales developed by other academics. An additional objective is to popularize and disseminate this scale throughout Indonesia.
DOI: 10.6084/m9.figshare.16822900.v1
title: Hepatocellular Carcinoma TCGA_LIHC Mutation Information CSV (TCGA_LIHC_Mutation_Input.csv)

description: Background: While the acquired risk factors of liver cancer in Asia are relatively well understood, the underlying genetic background of liver cancer in Asians has not been well established or correlated with clinical outcomes. Objective: To identify gene mutations linked with worse outcomes in Asian patients with hepatocellular carcinoma (HCC). Methods: A total of 347 Asian and Non-Asian patients with HCC were analyzed in this study. TCGA patient mutation and clinical data were downloaded through TCGAbiolinksGUI and analyzed using the Python NumPy, Matplotlib, seaborn, and SciPy libraries. Statistical significance was determined by Welch’s t-test (unequal variances t-test), with P-values &lt; 0.05 considered to be statistically significant. Results: Mutations in five genes (TP53, TTN, OBSCN, MUC5B, CSMD1) were statistically linked with increased mortality in Asians compared to non-Asians, four of which (TTN, OBSCN, MUC5B, CSMD1) were also more prevalent in the Asian population. Within the Asian cohort, two gene mutations (TTN, HMCN1) were statistically linked with worse outcomes. The TP53 mutation predicts worse outcomes within the non-Asian cohort, but not within the Asian cohort. <b><i>Conclusions:</i></b> This study identified multiple genetic biomarkers that can aid in the recognition, surveillance, prognosis, and gene therapy of HCC.
DOI: 10.6084/m9.figshare.3530504.v1
title: Appendix A. Characterization of the 14 studied food webs.

description: Characterization of the 14 studied food webs.
DOI: 10.6084/m9.figshare.11351210.v1
title: Interdependence between networks and member firms in the evolution of inter-organizational networks

description: Abstract Cooperation among firms through networks is a form to obtain a variety of resources. Over time, networks can become an exclusive provider of some resources used by members, leading to dependencys. This study is interested in this phenomenon, and aims to examine how firm-network interdependence grows throughout the development of inter-organizational networks. The research was conducted with networks that were in distinct stages of evolution (formation, development, and professionalization). Interviews were carried out with the presidents of the networks and two member firms of each network. The study identified an inversion in the relation of interdependence investigated, where the network is dependent of its members in the first stages of evolution and, as its governance and structure consolidate, members develop a dependency relationship toward the network and the benefits it offers.
DOI: 10.6084/m9.figshare.14944830.v1
title: EuroBaVar Dataset (beat-to-beat)

description: 1. This is the beat-to-beat EuroBavar dataset. The source is from the following website.http://www.eurobavar.altervista.org/eurobavar.html2. The data format is as follows [ RRI (sec) SBP (mmHg) DBP (mmHg) MBP (mmHg)]<br><b><br></b><br><br><b><br></b>
DOI: 10.6084/m9.figshare.28451655.v1
title: Model for The cultural evolution of distortion in music (and other norms of mixed appeal)

description: EvolutionOfDistortionNorms.nlogo
DOI: 10.6084/m9.figshare.8227559.v1
title: Accessibility of people with disabilities to higher education: social attitudes of students and professors of a higher education institution

description: ABSTRACT Purpose: to compare and analyze social attitudes of students and professors of a higher education institution about the inclusion of people with disabilities according to variables gender, age and areas of knowledge of participants. Methods: the quantitative study was conducted on 601 academics, 583 being students and 18 university professors from a private university, who have contact with individuals with disabilities in the classroom. A questionnaire was applied to identify the social attitudes related to the variables correlated above. Results: the sample included 97% of students, 417 being females and 184 males. Nearly 43% were younger than 20 years and 6% older than 40 years. The female professors and students had higher agreement with the questionnaire, while male professors and students reported lower satisfaction. Concerning age, the younger individuals were the most dissatisfied ones. In relation to the field of knowledge, the Exact, Human and Health Sciences, in this order, presented increased agreement with the research instrument. Conclusion: the study investigated the social attitudes of professors and students about the inclusion of people with disabilities, analyzing the results according to gender, age and area of knowledge, comparing and correlating with the agreement about the questionnaire. The results revealed the need to deepen the studies about variables that may influence the social attitudes related to the inclusion and permanence of these individuals in higher education institutions.
DOI: 10.17632/5jm94nxrb8
title: Supplemental processed data and analyses for "Spatial, temporal, and phylogenetic scales of microbial ecology"

description: This document provides supplemental processed data and analyses for the manuscript "Spatial, temporal, and phylogenetic scales of microbial ecology." The analyses examine how spatial, temporal, and phylogenetic scales affect the degree of nestedness of microbial communities.
DOI: 10.6084/m9.figshare.20285805.v1
title: Energy prices-food prices nexus

description: This data regards the energy food prices interrelations
DOI: 10.6084/m9.figshare.23618064.v3
title: Data: Dream Content Discovery from Reddit with an Unsupervised Mixed-Method Approach

description: This repository contains the data generated for the research study titled "Dream Content Discovery from Reddit with an Unsupervised Mixed-Method Approach". The descriptions of the files (& their contents) can be found in <em>files_description.pdf</em> <br> The corresponding manuscript (preprint) can be found at https://arxiv.org/abs/2307.04167
DOI: 10.6084/m9.figshare.6443540.v1
title: Additional file 2: of Standardised data reporting from pre-hospital advanced airway management â a nominal group technique update of the Utstein-style airway template

description: Questionnaire second email round. (XLSX 21Â kb)
DOI: 10.17632/797f2kfgbp
title: Multivariate Hyperspectral Data Analytics Across Length Scales to Probe Compositional, Phase, and Strain Heterogeneities in Electrode Materials

description: This dataset accompanies the peer-reviewed manuscript entitled "Multivariate Hyperspectral Data Analytics Across Length Scales to Probe Compositional, Phase, and Strain Heterogeneities in Electrode Materials" by Santos et al.

This repository includes:
-Hyperspectral imaging datasets collected for V2O5 nanoparticles
-Reference X-ray absorption data for several LixV2O5 compositions
-Source code for workflows which generate composition and stress maps from hyperspectral imaging datasets
DOI: 10.5281/zenodo.15568163
title: SPIRITUAL PROPAGANDA: ESSENCE, FUNCTIONS AND FEATURES OF MANIFESTATION
DOI: 10.5281/zenodo.15568164
title: SPIRITUAL PROPAGANDA: ESSENCE, FUNCTIONS AND FEATURES OF MANIFESTATION
DOI: 10.6084/m9.figshare.14113619.v1
title: SupplData.zip

description: Data sets and Matlab codes for manuscript titled:"Rolling balance board of adjustable geometry as a tool to assess balancing skill and to estimate reaction time delay" submitted to the Journal of the Royal Society Interface under submission number rsif-2020-0956.R2.
DOI: 10.6084/m9.figshare.28847327.v1
title: data

description: Previous research has demonstrated that porcine alveolar macrophages (PAMs) express type I complement receptor molecules (CR1-like). Inhibition of CR1-like activity has been shown to reduce the susceptibility of PAMs to porcine reproductive and respiratory syndrome virus (PRRSV) infection, indicating that CR1-like facilitates PRRSV infection; however, the underlying molecular mechanism remains unclear. This study employed techniques such as immunofluorescence, immunoblotting, scanning electron microscopy, immune blocking, and real-time fluorescence quantification to investigate the molecular mechanism underlying CR1-like mediated PRRSV antibody-dependent enhancement. The findings revealed that the binding of CR1-like to the PRRSV antigen-antibody complex induces dynamic alterations in membrane skeleton proteins, thereby facilitating PRRSV entry into PAMs.