cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5f2szm73s7
title: Dataset for the Life Cycle Assessment of the High Speed Rail network in Spain

description: A life cycle assessment (LCA) of the entire high speed rail (HSR) network in Spain was completed. Life cycle inventory (LCI) data related to the construction and maintenance phases of the infrastructure was collected using Google Earth tool, and complemented with data obtained from other LCA studies. LCI data associated with the operation phase of the infrastructure was built on available fragmentary data on passenger movements for the year 2016, processed with a python algorithm to estimate the transport service provided by the infrastructure. Environmental impacts for transport modes were obtained from Ecoinvent v3.7 database and processed with openLCA software. Life cycle impact assessment (LCIA) results gathered in the dataset include Global Warming (GWP100a), Cumulative Energy Demand and total emissions for PM10, SO2, NOX and NMVOC. This dataset presents a detailed description of the Spanish HSR network, including the length of each item (bridges, tunnels, earthworks, railway tracks), and a robust estimation of passenger transport over the infrastructure for year 2016.
DOI: 10.17632/v4w72bsts5
title: Potato Leaf (Healthy and Late Blight)

description: The potato crop is found at fourth a major crop in the world, after rice, wheat, and maize. Nonetheless, in Ethiopia, the yield per unit area of potatoes is very low compared to other countries. There are a plethora of reasons, and one of them is the disease. The major disease, which affects the major potato production area is Late Blight, according to researchers the disease caused 100% crop loss on the unimproved local cultivar and 67.1% on a susceptible variety.

Not to take early Late Blight disease management would destroy the whole farm within a few days. For decades many researchers have experimented on plant disease detection and classification using computer vision via different approaches and algorithms. Many researchers used traditional machine learning algorithms which require a handcrafted feature extraction to detect a given image. Besides, the data collected were under a laboratory setup which makes it less reliable while testing in real cultivation farms captured images of the potato.

Heterogeneous image datasets were collected from (Holeta, Ethiopia) potato farm with the help of two plant pathologists. The dataset is correctly labeled with two classes as ‘Healthy’ and ‘Late Blight’, and the image has a variety meaning some of the images are captured with less noisy background images and others with a highly noisy environment. Under the ‘Late Blight’ class 63 images were collected and under the ‘Healthy’ class 363 images were collected. Finally, the prepared dataset could be used for different research that aimed at plant disease detection and classification.
DOI: 10.17632/yg29vx2f35
title: Timing and trajectory of BCR::ABL1 driven chronic myeloid leukaemia

description: Per subject somatic mutation calls for 9 individuals analysed in "Timing and trajectory of BCR::ABL1 driven chronic myeloid leukaemia" (ADD DOI)
DOI: 10.6084/m9.figshare.28491017.v1
title: adata.Weinreb2020.in_vitro.gene_filtered.h5ad

description: In vitro LARRY dataset. Gene-filtered.
DOI: 10.6084/m9.figshare.28838534.v3
title: <b>Daily and monthly precipitation data</b><b>set</b><b>at 0.01</b><b>°</b><b>for the s</b><b>outhwest China </b><b>h</b><b>ighland </b><b>c</b><b>anyon </b><b>a</b><b>rea</b><b> </b><b>(</b><b>2017 </b><b>-</b><b>2022</b><b>)</b>

description: To enhance the southwest China highland canyon area (SCHCA), this study constructed fused datasets at both monthly and daily scales for the period 2017-2022 based on GPM-IMERG and meteorological station observed precipitation data, combined with the MGWR(multiscale geographically weighted regression), TL-MGWR(time-lagged MGWR)and geographical difference analysis. Findings demonstrate that the fused precipitation dataseteffectively alleviated the overestimation issue of the original GPM measurements on both monthly and daily timescales, whileprovidinga more detailed spatial distribution. Moreover, the correction process significantly improved the precision of the downscaling results. Therefore, the fused precipitation data has good application potential in the southwestern mountainous canyon area.
DOI: 10.6084/m9.figshare.7139999.v1
title: Dinosaur trackway

description: “txt” file columns: X Y Z R G B;"pcd": file format defined in Point Cloud Library.
DOI: 10.17632/bkctm5wy8w
title: Comparative proteomic analysis of Fusarium oxysporum f. sp. cubense strains (Foc R1 and Foc TR4) provides better insights into mechanisms of their virulence, habitat adaptation and pathogenesis

description: Fusarium oxysporum f. sp. cubense (Foc), a devastative soil-borne fungal pathogen causing vascular wilt (i.e. Panama disease) which leads to severe crop losses in most of the banana-growing regions of the world. The study aims to compare the proteome of the two pathogenic Foc virulent strains, Race 1 (Foc R1) and tropical race 4 (Foc TR4) that are capable of infecting the Cavendish group of bananas using 2-dimensional (2-D) gel electrophoresis, MALDI-TOF/MS and MS/MS analysis.
DOI: 10.17632/mm6mm82wnt
title: Bijiang River/heavy metal concentrations (2021-2022)

description: This dataset presents concentrations of seven heavy metals (As, Cd, Cr, Cu, Ni, Pb, and Zn) in biofilm and water samples of Bijiang River Basin (belongs to the Lancang River system) measured by Inductively Coupled Plasma Mass Spectrometry from 2021 to 2022.
DOI: 10.6084/m9.figshare.15134409.v3
title: Supplementary tables for a genome-wide association study of childhood adiposity and blood lipids.

description: Supplementary tables for a genome-wide association study of childhood adiposity and blood lipids.
DOI: 10.6084/m9.figshare.26093830.v1
title: Alcohol consumption, psychiatric symptoms and emotional intelligence

description: This dataset contains assessments from a sample of college students. The variables measured were: alcohol consumption, psychiatric symptoms, and emotional intelligence. We looked for associations between these variables.
DOI: 10.6084/m9.figshare.28703168.v2
title: The foam cell-derived exosomes exacerbate ischemic white matter injuryvia transmitting metabolic defectsto microglia

description: HMC3 were treated with modified OGD accompanied with NC-Exos or AS-Exos. HMC3 cells were collected into TRIZOL to extract total RNA. Libraries were constructed using eukaryotic common transcriptome libraries, and sequencing was performed using Novaseq-PE150 platform.
DOI: 10.6084/m9.figshare.5901589.v1
title: R script for SSN building and exploration

description: R script used to build the SSN and explore it.
DOI: 10.17608/k6.auckland.2000952.v5
title: ISSP2004: Citizenship I

description: The fourteenth of 20 years of International Social Survey Programme (ISSP) surveys in New Zealand by Professor Philip Gendall, Department of Marketing, Massey University.A verbose rundown on topics covered follows.Qualities of a good citizen; attitude toward the right of public meetings for religious extremists, people who want to overthrow the government by force, or people prejudiced against any racial or ethnic group; social and political participation; memberships; importance of different people’s rights in democracy (scale); estimation of political influence possibilities (political efficacy); likeliness of counter-action against an unjust law and expected chance of serious attention to people’s demand.Interest in politics; personal trust in politicians and people; political discussions with friends; opinion leadership in politics; national sovereignty and attitude to international organisations; attitude to the action of political parties; real policy choice between parties; attitude toward a referendum; level of honesty and fairness in the last national election; commitment to serve people and likeliness to correct own mistakes in public service; corruption in public service; functioning of democracy at present, in the past and in the future; frequencies of media use; respect for people and tolerance in case of disagreement; self-description of the habitation (residence); voter participation; voting behaviour (recall).Demography: Sex; age; marital-status; steady life-partner; education; current employment status; hours worked weekly; occupation (ISCO 1988); working for private or public sector or self-employed; if self-employed: number of employees; supervisor function; trade union membership; current employment status (ISCO 1988); earnings; family income; household size; household composition; party affiliation; participation in last election; religious denomination; attendance of religious services; self-placement on a top-bottom scale; region; size of community; type of community: urban-rural area; ethnicity, nationality and family-origin. Additionally coded: Administrative mode of data collection.
DOI: 10.17632/73kpfrbcck
title: Fruits and Vegetables

description: We have collected all the image of fruits and vegetables from the local market at Talegaon, Maharashtra. All the images were captured from the Nikon digital DSLR camera. We have taken over five months to generate the datasets of fruits and vegetables. The images have collected on different days and condition. We, likewise done some operation, for example, cropping and resizing of the collected images. The dataset of fruits and vegetables consists twenty different categories Apple, Bitter melon, Brinjal, chilli, Cabbage, Fig, Khira, Kundru, Kiwi, Onion, Orange, Pepper Green, Pepper Red, Pomegranate, Tomato Green, Tomato Red, Sapodilla, Sponge Gourd, Strawberry, Watermelon.
DOI: 10.17632/gtwtf3jjnx
title: Ng2 r/e 1.5-4.5 p/e=10 p'/p=0.4 e=2 mm

description: Nusselt number and friction factor determination using artificial roughness using broken arc rib with staggered element. Values of parameters are e=2 mm, p/e=10, p'/p=0.4, r/e=1.5-4.5, Number of gaps=2, Reynolds number range 3000-14000.
DOI: 10.17632/pg8658vmz9
title: Identifying gaps and providing recommendations to address the shortcomings in the investigation of acne sequelae from the Personalising Acne: Consensus of Experts (supplementary information)

description: Supplementary information to: Layton A, et al. Identifying gaps and providing recommendations to address the shortcomings in the investigation of acne sequelae from the Personalising Acne: Consensus of Experts. Accepted for publication in JAAD International 2021. • Full list of consensus statements reached with voting results • Literature search methodology and references retrieved
DOI: 10.6084/m9.figshare.11112980.v1
title: Metadata record for: Human kinematic, kinetic and EMG data during different walking and stair ascending and descending tasks

description: This dataset contains key characteristics about the data described in the Data Descriptor Human kinematic, kinetic and EMG data during different walking and stair ascending and descending tasks. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format
DOI: 10.6084/m9.figshare.5851707.v2
title: ENCODE TF ChIP-seq data analysis

description: We downloaded 2,216 ChIP-seq experiment data from the ENCODE Project. The list of the data is in Supplementary Table S8. The data were lifted over from hg19 to hg38. We found overlapping peaks on four different categories: (1) 500bp upstream the promoter region of pcRNA-associated coding genes, (2) 500bp upstream promoter region of pcRNAs, (3) pcRNA genomic loci, and (4) pcRNA genomic loci but not overlapping with promoter region. To understand the correlation of TF binding patterns in the four categories, we made a binary matrix per category that consists of rows of TFs and columns of pcRNA/coding genes. Hence, the matrix contains connections between TF and pcRNA/associate coding genes. The matrix of category 2 is clustered by Euclidian Distance. To check the extent to which promoter sharing or proximity determines TFBS correlation, we also separated the clustered heat-map in the pcRNA bidirectional transcript (BIDIR) subgroup to the other subgroups (Non-BIDIR). To directly compare the TF binding patterns between each category, the other three matrices were sorted by the same order of the clustered matrix. We used the MatLab function corr2 to calculate r-value between category (1) and (2). We performed Monte Carlo simulation to calculate the p-value and test the significance of the r-value. <br>
DOI: 10.6084/m9.figshare.12490739.v1
title: Codebook

description: Codebook used to code project
DOI: 10.6084/m9.figshare.4291283.v2
title: Homolaphlyctis polyrhiza Genome FASTA

description: Genome.fa
DOI: 10.6084/m9.figshare.8088890.v1
title: Authors.csv

description: This Database belongs to “A Database for Using Machine Learning and Data Mining Techniques for Coronary Artery Disease diagnosis” research paper. This database includes 15 tables. We chose to index papers related to CAD detection using machine learning and data mining approaches that are published between 1992 and 2018. These criteria result in 126 papers in which 490 authors contributed to these papers. These papers studied 68 different datasets with almost more than 360 distinct features collected in 18 countries from Asia, Europe, and America. In these papers, 140 different machine learning or data mining techniques were applied to diagnose CAD. To use csv file, open it in excel or import it in your database.
DOI: 10.6084/m9.figshare.8131781.v1
title: General Zhihu Corpus

description: Chinese language corpus containing 3,434 questions and 231,939 answers posted to Zhihu.com.<br>Questions taken from 10 popular topics: “Culture” (文化), “Education” (教育), “Art” (艺术), “University” (大学), “The Internet” (互联网), “Psychology” (心理), “Technology” (科技), “Health” (健康), “Career Development” (职业发展), “Lifestyle” (生活方式)<br>Includes R scripts used to extract data.Data extracted in April 2019.<br>Files are questions (Q), answers (A) and question topics (T).The naming convention is the URL of the webpage:For questions:https://www.zhihu.com/question/[question number]For answers:https://www.zhihu.com/question/[question number]/answer/[answer number]<br>Answers are organised by author category: "male", "female", "undisclosed gender", "anonymous", "organisation" using information from the user's profile where publicly accessible.<br>Short Answers: ≤1,000 characters Medium Answers: 1,001-4,999 characters Long Answers: ≥5,000 characters<br>
DOI: 10.17632/vmrpvyxfzk
title: Awareness and Prevalence of risk factor of Chronic Obstructive Pulmonary Disease (COPD) among college population - A Survey study

description: Chronic obstructive pulmonary disease (COPD) is a lung disease characterized by obstruction in the airflow which interferes with the normal breathing pattern. The World Health Organization (WHO) announced COPD will be the third common cause for death by 2020. Smoking is the most significant risk factor for developing COPD, although other risk factors include occupational exposure, air pollution exposure, and respiratory infections. The severity distribution and progression of disease in younger patients with COPD is similar to that of patients of older age.
DOI: 10.6084/m9.figshare.22589890.v1
title: Datasets and Jupyter Notebooks

description: This archive contains all the data and jupyter notebooks necessary to plot the figures in the paper entitled "Morphology and stability of droplets sliding on soft viscoelastic substrates" by Oléron et al.
DOI: 10.6084/m9.figshare.24511525.v1
title: vOTU_tss_count_table.tsv

description: Total sum scaled vOTU counts per sample.
DOI: 10.6084/m9.figshare.12692717.v1
title: Donchev et al. DES15K

description: Core dataset, containing interaction energies calculated using CCSD(T), MP2, HF, and SAPT0, as well as dimer geometries.
DOI: 10.6084/m9.figshare.1296262.v1
title: VExtractor_ontologies_and_semtypes.txt

description: Outline of the ontologies and semantic types used in the VExtractor algorithm
DOI: 10.6084/m9.figshare.13489356.v1
title: raw data of TCGA-BRCA

description: Raw data downloaded from TCGA.
DOI: 10.6084/m9.figshare.16628413.v1
title: HQ-finGAN Synthetic Fingerprint Dataset

description: This repository contains <b>50,000 unique synthetic fingerprints</b> generated using <b>HQ-finGAN</b> approach. The dataset is divided into 5 folders, each folder contains 10,000 distinct fingerprints of size 256*256.<br>
DOI: 10.6084/m9.figshare.16750324.v1
title: PremPLI: a machine learning model for predicting the effects of missense mutations on protein-ligand Interactions (Datasets)

description: Source data for graphs and charts.
DOI: 10.6084/m9.figshare.22687246.v1
title: Longitudinal molecular profiling elucidates immunometabolism dynamics in breast cancer

description: The data repository included data for main figure2-8 in the study, entitled "Longitudinal molecular profiling elucidates immunometabolism dynamics in breast cancer".
DOI: 10.17632/94rsp7bw9x
title: N344 Managers_Vulnerable and grandiose narcissism

description: The study investigated the correlation between two variants of narcissism (grandiose and vulnerable) and their impact on managerial performance in the workplace. The results indicate that while grandiose narcissism aligns with extraversion and does not significantly predict work performance, vulnerable narcissism, along with neuroticism, predicts lower task performance and is a significant predictor of counterproductive work behavior (CWB). The conclusion drawn suggests that organizations might not benefit from having managers with either grandiose or vulnerable narcissistic traits and should avoid recruiting persons with these tendencies.
DOI: 10.6084/m9.figshare.12269513.v1
title: V4 Utah Array Plaid Movie Data

description: This archive contains two data files from individual subjects performing a fixation task. Recordings are from visual area V4 using a Utah Array. It also contains a set of functions in matlab that describe the data file format (readme.m), perform simple analysis (example_script.m), and generate the movies shown to the subjects (showplaid.m). All of the data is in Matlab-format .MAT files. The larger files contain 96 channels of LFP in addition to spikes, as well as eye movements and pupil diameter. The smaller .MAT files only contain the spiking data.
DOI: 10.6084/m9.figshare.16708936.v3
title: Media de discurso de odio en Twitter por NUTS 2 y año / Average hate speech in Twitter for each NUTS 2 and year

description: Media de discurso de odio en Twitter por NUTS 2 y año
DOI: 10.6084/m9.figshare.20260968.v1
title: Pore-Scale Visualization of Hydrogen Storage in a Sandstone at Subsurface Pressure and Temperature Conditions: Trapping, Dissolution and Wettability

description: This dataset contains raw, filtered and segmented image stacks of the dry and wet scans for pore-scale X-ray hydrogen flow experiments in a Bentheimer sandstone sample at 50C and 100 bar. All the images stacks are 1250 x 1250 x 1250 with a voxel size of 5 micrometer. The raw and filtered images are all 16-bit signed, while the segmented images are 8-bit. The following datasets are included (raw, filtered and segmented data for each state): Dry After drainage 1 (H<sub>2</sub> injection) After imbibition (H<sub>2</sub>-equilibrated brine injection) After drainage 2 (H<sub>2</sub> injection) After imbibition (non-H<sub>2</sub>-equilibrated brine injection)
DOI: 10.6084/m9.figshare.22363012.v4
title: FracAtlas: A Dataset for Fracture Classification, Localization and Segmentation of Musculoskeletal Radiographs

description: FractureAtlas is a musculoskeletal bone fracture dataset with annotations for deep learning tasks like classification, localization and segmentation. The dataset contains a total of 4,083 X-Ray images with annotation in COCO, VGG, YOLO and Pascal VOC format. This dataset is made freely available for any purpose. The data provided within this work are free to copy, share or redistribute in any medium or format. The data might be adapted, remixed, transformed, and built upon. The dataset is licensed under a CC-BY 4.0 license. It should be noted that to use the dataset correctly, one needs to have knowledge of medical and radiology fields to understand the results and make conclusions based on the dataset. It's also important to consider the possibility of labeling errors. Furthermore, any publication that utilizes this resource should acknowledge the original paper, and the authors are encouraged to share their code and models to assist the research community in replicating the experiments and promoting the field of medical imaging.
DOI: 10.6084/m9.figshare.24182124.v2
title: <b>Ground motion data used for the </b><b>Performance analysis of P-wave detection algorithms</b>

description: The dataset comprises ground motion data collected from 15 ground motion sensors deployed as part of the experimental EEW network implemented by the Crisis Response and Integrated Simulation Science Laboratory (CRISiSLAb) at Massey University, Wellington, New Zealand. The sensors were strategically placed in residential environments to mimic the conditions of a community-engaged EEW network. The dataset includes vertical ground motion recordings for 48 hours around the M5.8 Cook Strait earthquake.
DOI: 10.6084/m9.figshare.26117998.v2
title: CCCBDB

description: https://cccbdb.nist.gov/
DOI: 10.6084/m9.figshare.26122102.v1
title: GWAS Summary Statistics for Hemochromatosis Brain

description: Summary statistics for "Hemochromatosis Brain" GWAS in UK Biobank across 30,709 individuals of white British ancestry. Covariates were age, sex and top 10 components of genetic ancestry. <br>Column headings are:<br>chromosome: chromosome numberbase_pair_location: base pair positionvariant_id: RSID in hg19/GRCh37effect_allele: Effect allele (in direction of increasing iron deposition)other_allele: Non effect alleleTEST: plink TEST colOBS_CT: Observed number of allelesbeta: coefficient of regressionstandard_error: standard errorT_STAT: t statisticp_value: P valueERRCODE: Error code
DOI: 10.17632/3r3tz5spxf
title: Geopolitical risk and military expenditures: Evidence from the US economy

description: The data used in my paper entitled "Geopolitical risk and military expenditures: Evidence from the US economy"
DOI: 10.17632/7zn7rxkv6f
title: Data for: Measuring Global Real Economic Activity: Do Recent Critiques Hold Up to Scrutiny?

description: The file contains the corrected index of global real activity for Kilian (2009). The remaining files and data may be downloaded from the AER webpage.