cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23590155.v1
title: YZR_data

description: The folder contains the streamflow anomaly data at seven major hydrostations along the Yarlung Zangbo River (YZR), China. The seven stations are (from upstream to downstream): Lazi, Nugesha, Rikaze, Lhasa, Yangcun, Gengzhang, and Nuxia. The recorded attributes include: year, month, day, streamflow anomaly (i.e., daily flow rates minus multi-year average at corresponding stations).
DOI: 10.6084/m9.figshare.25764996.v2
title: Data Excel sheet for study on diabetes

description: Excel sheet with data of the original research '<b>Evaluation of simple and cost-effective hematological inflammatory biomarkers in type 2 diabetes and their correlation with glycemic control'</b>
DOI: 10.17632/sjpfnkj6kz
title: Heart failure hospitalizations and risk factors among the multi-ethnic population from a middle income country: the Suriname heart failure studies

description: this dataset contains the demographic data (age, sex and ethnicity) from all HF patients admitted into the Thorax Centrum Paramaribo at the Academic Hospital Paramaribo in Suriname between 2013 and 2015. In addition, the days between all subsequent admissions per patient are presented as well as the patient status (dead or alive) at discharge. Furthermore, their LV function and risk factors and medication is documented.
DOI: 10.17632/tpgn86kc6b
title: Start from Organics: Data for Multiple Linear Regression

description: This paper analyses whether they hold true for EU capitals overall by testing the hypothesis that door-to-door biowaste collection is more effective compared to other types of waste collection systems in increasing not only sorting of biowaste, but also of other dry recyclables (glass, metal, plastic). The "Extended-data.xlsx" file contains data on separate collection in the EU-28 capital cities (pre-Brexit) based on a report by BiPRO, a number of additionally derived indicators and control variables that form the basis of the analysis. The file has several tabs/spreadsheets each one including references to corresponding data sources. The "R-data.csv" file contains the dataset used in R-Studio to calculate Multiple Linear Regressions presented in the paper.
DOI: 10.6084/m9.figshare.23792655.v1
title: RaMP Database MySQL Dump v2.3.0 20230727

description: This file contains a MySQL SQL script, including data and schema structure, for version 2.3.0 of the RaMP Database (RaMP: Relational Database of Metabolite Pathways).
DOI: 10.6084/m9.figshare.848608.v1
title: High resolution t1 weighted image

description: This is a t1 weighted image of a 30 year old female acquired using a 3T Trio TIM scanner.
DOI: 10.17632/93h9p62kg4
title: Tomato leaf diseases

description: This dataset consists of over 2600 images of tomato leaves collected from Khagan, Charabag, located near Daffodil International University. The images include various diseases that affect tomato plants, including viral, bacterial, and fungal infections. The dataset was classified by professionals who labeled the images according to the type of disease or healthy condition observed in the leaves.

After classification, the images were compressed and their size was reduced by 80% to facilitate easier handling and analysis. This dataset is intended for use in research, diagnostics, and machine learning applications focused on plant disease recognition.

Selection of Disease Types: A total of 10 different diseases affecting tomato plants were identified and categorized. These diseases include both viral, bacterial, fungal, and insect-related diseases.
Image Acquisition:
Over 2600 images were captured from tomato plants with visible symptoms of these diseases.
The leaf samples were sourced from a variety of regions to ensure diversity in the dataset.
The images were taken in natural settings, ensuring the images represent realistic field conditions.
Camera Setup: All images were taken using the phone’s primary camera (iPhone 11, 12MP) to ensure consistent image quality across all samples.
Focus was maintained on the specific regions where symptoms of diseases appeared, and proper lighting conditions were ensured.
Disease Categories:

Tomato Leaf Curl Virus: 394 images
Spider Mites: 307 images
Leaf Mold: 66 images
Leaf Miner: 519 images
Late Blight: 166 images
Insect Damage: 336 images
Healthy Leaves: 103 images
Early Blight: 204 images
Cercospora Leaf Mold: 156 images
Bacterial Spot: 376 images
Class 16 (Uncategorized/Other): 32 images
Data Labeling:

The images were manually labeled by experts or through observational methods to categorize them under specific diseases or healthy leaves.
Labels were applied based on clear visible symptoms such as color changes, mold growth, leaf curling, or spots that are characteristic of specific diseases.
Compression and Storage:

The dataset was compressed by 80% to make it manageable for use and to facilitate faster loading during processing.
Images were stored in a common image format JPG for ease of access.
DOI: 10.17632/wvvh5fg7dh
title: JIE CHN-Infrastructure Data

description: Data accompanying the paper "China's Dazzling Transport-​Infrastructure Growth: Measurement and Effects" (Peter Egger, Gabriel Loumeau, and Nicole Loumeau), Journal of International Economics 2023.
DOI: 10.17632/zmcwxt5h7m
title: Data for: Learning English-Chinese Bilingual Word Representations from Sentence-Aligned Parallel Corpus

description: This file includes three datasets for our tasks bilingual dictionary induction, cross-lingual analogy reasoning, and cross-lingual word semantic relatedness. We release them for the NLP community to explore the related issues.
DOI: 10.6084/m9.figshare.12616325.v1
title: Role of family support and self-care practices in blood pressure control in individuals with hypertension; results from a cross sectional study in Kollam District, Kerala.

description: <b>Background</b>: Despite the availability of effective drugs, blood pressure (BP) control rate is sub-optimal in individual with hypertension in low and middle-income countries (LMIC). The role of self-care in management of BP is less studied in LMIC settings. <b>Methods</b>: We conducted a community-based, cross-sectional study in individuals with hypertension in Kollam district, Kerala. A multistage cluster sampling method was used for selection of study participants. We measured self-care by using an adapted Hypertension self-care activity level effects (H-SCALE) scale. Descriptive statistics were used to summarise the data and logistic regression analysis was conducted to identify factors associated with BP control. <b>Results</b>: In total, 690 individuals with hypertension (women=60%) and a mean age of 57±8 years participated in the study. More than half (54%) of the participants were adherent to anti-hypertensive medications. However, the adherence rate was much lower for the DASH diet (12.8%), recommended level of physical activity (24%) and weight management (11.4%). Overall BP control was achieved in two of five individuals (38.4%, 95%CI: 34.7-42.0%). Among self-care activities, adherence to medications (AOR: 1.8, 95%CI: 1.3-2.5), DASH diet (AOR: 1.5, 95%CI: 1.0-2.4),and non-smoking status (AOR: 3.3, 95%CI: 1.7-6.4) were associated with control of BP. Additionally, family support to self-care (AOR: 1.9, 95% CI: 1.1-3.1) was associated with control of BP. <b>Conclusion: </b> In individuals with hypertension, the BP control rate is achieved in two of five individuals. Adoption of self-care activities are sub-optimal. Both family support and adherence to self-care activities are associated with BP control. Family based interventions to improve adherence to self-care activities could have a significant public health impact in achieving better population-level BP control rates in Kerala, India.<br>
DOI: 10.6084/m9.figshare.5670901.v1
title: Germination and development of Amburana cearensis seedlings as influenced by seed weight, light and temperature

description: ABSTRACT. The objective of this work was to study the seed germination and seedling growth of A. cearensis (Allemão) A. C. Sm. influenced by seed weight and under different temperature and light conditions. Seeds were individually weighed and divided into three weight classes (light, medium and heavy), and each was subjected to germination tests under two light conditions (presence or absence) and six temperature regimes (20, 25, 30, 35, 40, and 20-30°C). The experiment was established with a completely randomized design in a split-split plot arrangement with four replicates. We determined the first count, final germination percentage and germination speed index. To assess seedling growth, the length and dry mass of the epicotyl and root + hypocotyl axis were also determined. The data were subjected to Tukey’s test (p ≤ 0.05). The optimal conditions for seed germination occurred at a temperature of 30°C, with light and medium seeds showing greater vigour. Temperatures of 35 and 40°C were detrimental to the growth of the species, whereas the best conditions occurred with light and medium seeds at temperatures of 25 and 30°C in the presence of light.
DOI: 10.6084/m9.figshare.26019766.v1
title: Disc degeneration

description: Integrated Seurat object of public disc degeneration single-cell RNA sequencing data. The original public datasets are available in the Gene Expression Omnibus (GEO): GSE160756, GSE165722, in the Genome Sequence Archive (GSA) of the National Genomics Data Center at PRJCA014236, and in the China National GeneBank DataBase (CNGBdb) with the accession number CNP0002664.
DOI: 10.6084/m9.figshare.28093580.v4
title: Chromosome-level genome assembly of the estuarine <i>Corbicula flumnalis</i> from the Yangtze River estuary in China

description: The chromosome-level genome assembly and annotation of the estuarine <i>Corbicula flumnalis</i> from the Yangtze River estuary in China
DOI: 10.17632/6hhdxszm56
title: Digital Addiction Research Dataset

description: This dataset is created within the scope of Happy Project: A Socio-Technical Mining System That Measures Social Happiness", which is the Tübitak 1003 Priority Areas R&D project developed of 497 undergraduate students participating 304 female and 193 male. Dataset consisted of the result of the Oxford Happiness Questionnaire, Five Factor Personality Scale, Fear of Missing Out Scale, Smartphone Addiction Scale, and Social Media Addiction Scale.

The aim of research explore the effect of digital addiction on happiness using machine learning algorithm. For this reason, in the dataset the happiness attribute was truncated from the median value to two as happy and unhappy and represent it as target attribute. Random forests algorithm showed the best accuracy with 96% according to the results as a classification problems in this dataset.
DOI: 10.17632/g8c6pmpk6f
title: Replication Files for "An Import(ant) Price of Brexit Uncertainty"

description: Data and code to replicate the tables, figures and summary statistics from the paper "An Import(ant) Price of Brexit Uncertainty"
DOI: 10.17632/kd5gtfjdwr
title: Feasibility of sequential online motor assessment of patients with Parkinson disease by multiple raters in different locations

description: Detection of movements in the extremities of people with Parkinson disease was developed to enhance clinical assessments. This data represents the administration of online motor assessments to detect the movements in the extremities of people with Parkinson's disease by examiners certified in the Movement Disorders Society-sponsored revision of the Unified Parkinson’s Disease Rating Scale (MDS-UPDRS) (Goetz, et al., 2008). 


Twenty trained raters who were certified in the administration of the Movement Disorders Society-sponsored revision of the Unified Parkinson’s Disease Rating Scale (MDS-UPDRS) (Goetz, et al., 2008) conducted 15 online motor assessments for one patient with Parkinson disease. Each rater utilized a separate computer at different location in three continents. At the beginning of each session the patient was asked for his permission to record the session. Second, the investigator asked the patient about the current medications and weight. Third, the investigator announced each motor assessment by saying the number and the name of each task before conducting the task for all of the raters. Fourth, the investigator gave the patient the specific instructions for each task, demonstrated each task, and asked the participant to begin the task. The investigator didn't continue to demonstrate the task after the participant began the task. For the repetitive items the investigator asked the participant to perform the activities as fully and as fast as possible. After performing each task the raters were given one minute to write their scores. This process was repeated for all of the tasks. At the conclusion of the session the participant was excused after setting the next session date, and then all of the raters shared their scores with the investigator by email. Finally the investigator conducted a consensus conference to attain agreement on each score for each task. 



One expert certified in the MDS-UPDRS (Goetz, et al., 2008) edited the original videotapes to extract only the administration of each task.The videotape segments correspond to the tasks of the protocol (3.17RTU: 3.17 Rest tremor amplitude upper limbs, 3.17RTUC: 3.17 Rest tremor amplitude upper limbs counting, 3.15PT: 3.15 Postural tremor of the hands, 3.4FT: 3.4 Finger tapping, 3.5HM: 3.5 Hand movements, 3.6PS: 3.6 Pronation-supination movements of the hands, 3.9ACU: 3.9 Arising from chair upper limbs).
DOI: 10.6084/m9.figshare.11309489.v1
title: Spatial distributions of wind speed, SWH, LSC from the baseline run, and residual LSC from the default model minus those from the model without winds, heat flux, river inputs, strait exchanges, waves, and that using the MR grids during a strong wind event in 11 September 2014, respectively.

description: This work revisited the dynamics of deep-lake gyres and coastal circulation for Lake Michigan by using observations and modeling system. Few works had been done to comprehensively discuss the wind-, density-, and wave-driven circulation using a high-resolution, wave-current coupled model. The formation, dynamics and connection of the offshore and nearshore circulation in this representative large lake of the Great Lakes system was given detailed investigations in this study.
DOI: 10.6084/m9.figshare.11813595.v1
title: Supplementary Silver Carp and Gizzard Shad Stable Isotope Data

description: All specimens were handled and euthanized according to the Murray State University Institutional Animal Care and Use Committee (IACUC) protocol number 2014-008. Fish from all five sites were collected by boat electrofishing with a MLES infinity control box, twin booms, and umbrella array droppers 68.6 m, 10.1 cm bar mesh monofilament gill nets. On June 29th of 2016, Silver Carp and Gizzard Shad were collected from the Ohio River, Clarks River, and downstream of Kentucky Dam on the Tennessee River. These same species were collected from the Illinois River on June 30th of 2016. Lastly, Silver Carp and Gizzard Shad were collected from Kentucky Lake throughout the month of June, 2015. All fish were sacrificed for biological sample collection. We measured total length (mm), and extracted a dorsal muscle tissue sample for stable isotope analysis using a 10 mm stainless steel biopsy punch. After extraction, all dorsal muscle plugs were placed into Whirl-Pak bags then immediately placed on ice and frozen for later processing. <br>White dorsal muscle tissue samples taken for stable isotope analysis from Silver Carp and Gizzard Shad were oven dried at 50˚C for a minimum of 48 hours and ground into a fine powder with a mortar and pestle. After grinding, the samples were placed back into the drying oven for an additional 48 hours to ensure the sample was thoroughly dry. Once dry, the powder was evenly mixed and 0.31- 0.34 milligrams of fish tissue was loaded into Costech pressed 3.5x5 mm tin capsules. Ground samples were analyzed using a Costech Elemental Combustion System 4010 along with a Thermo Delta V Plus Isotope Ratio Mass Spectrometer to obtain isotopic ratios of the samples. The analytical precision of δ13C and δ15N was ±0.06 per mil relative to the standards Vienna Pee Dee Belemnite (VPDB) and air (AIR) for carbon and nitrogen, respectively.
DOI: 10.6084/m9.figshare.23599233.v1
title: <b>Follow-up Attention: An Empirical Study of </b><b>Developer and Neural Model Code Exploration - Experimental Data</b>

description: The comparison data from the experiments of the paper "Extracting Meaningful Attention on Source Code: An Empirical Study of Developer and Neural Model Code Exploration", this is used to reproduce the plots in the paper.
DOI: 10.6084/m9.figshare.28333223.v1
title: Supplementary Material for: Efficacy and Safety of Distal Radial Artery Access versus Proximal Radial Artery Access for Cardiac Procedures: A Systematic Review and Meta-analysis

description: Objective: Cardiac catheterization using the distal radial artery access (DRA), at the level of the anatomical snuff box post radial artery bifurcation, may be linked to a lower rate of arterial occlusion and better hemostasis. In this meta-analysis, we compare DRA versus proximal radial artery access (PRA) in cardiac catheterization or angiography. Methods: A detailed literature search was performed on PubMed, Cochrane, Embase and Clinicaltrials.gov from inception till June 2024. Risk ratios (RR) and mean differences (MD) were pooled for categorical and continuous outcomes, respectively. Random effects meta-analysis was undertaken on Revman. Results: Our meta-analyses include 21 randomized controlled trials with 9,539 patients (DRA 4,761, PRA 4,778). DRA significantly reduced 24-hour radial artery occlusion (RAO) rates (RR 0.30, 95% CI 0.23 to 0.40, p ≤ 0.00001), and time to hemostasis (minutes) (MD -44.46, 95% CI -50.64 to -38.92, p &lt; 0.00001), whereas PRA was significantly superior in terms of the puncture success rate (RR 0.96, 95% CI 0.93 to 0.99, p &lt; 0.01), the crossover rate (RR 2.89, 95% CI 2.02 to 4.15, p &lt; 0.00001, and puncture attempts (MD 0.69, 95% CI 0.37 to 1.00, p = 0.00001). Conclusion: DRA was associated with a lower risk of occlusion and lower time to hemostasis, but required a greater number of puncture attempts and had lower success rate. Further research is required to elucidate the most optimal approach.
DOI: 10.6084/m9.figshare.28925450.v1
title: CellMemory-Immune-AIDA data

description: CellMemory-Immune-AIDA data
DOI: 10.17632/tbmr8hzvtw
title: Survey Dataset Sustainable Consumption

description: Survey dataset on the level of sustainable consumption of Malaysian households from the perspective of income and consumption expenditure
DOI: 10.17632/vyczny2r4w
title: A New Benchmark Dataset Towards Ubiquitous P300 ERP-based BCI Applications

description: This dataset contains the data of 18 subjects participated in a P300-based BCI speller experiment
with the row column paradigm. Each subject spelled 160 characters throughout 10 blocks. EEG data of each block
is stored in an eeg file.
DOI: 10.6084/m9.figshare.25605354.v2
title: Supplemental Data FIle 4_PKD_1m_vs_WT_1m_Upregulated Genes.xlsx

description: Supplemental Data FIle 4_PKD_1m_vs_WT_1m_Upregulated Genes.xlsx
DOI: 10.6084/m9.figshare.7685645.v5
title: A dataset of 30-meter annual vegetation phenology indicators (1985-2015) in urban areas of the conterminous United States

description: Data description：<br>This product provides annual (1985-2015) 30-m vegetation phenology (i.e., start of season-SOS; end of season-EOS) in urban areas of the conterminous United States, including: <br>(1) Information about urban clusters *** uCluster_USA_gt500.zip (format: ESRI shapefile): bounding box of each urban cluster with the cluster ID and cityName. The ESRI file can be opened by many opensource softwares (e.g., QGIS)*** US_uCluster_UrbanRuralExtents.zip: spatial extent of urban clusters (‘US_uCluster_label.tif’) and urban and surrounding rural clusters (‘US_uCluster_label_withRural.tif’).<br>(2) Phenology dataset In each zip file, it includes three phenology datasets:<br>*** annual SOS from 1985-2015 for each urban cluster *** annual EOS from 1985-2015 for each urban cluster *** COR: correlation of fitted double logistic curve to the observed EVIS for each pixel. The COR should be divided by 10000, and it serves as an uncertainty layer to indicate the fitting performance of the double logistic model.<br>Any questions about this data can be corresponded to Prof. Yuyu Zhou (zhouyuyu@gmail.com)
DOI: 10.17632/m5xsv6py7g
title: Gut health metrics in mice under capsaicin intervention

description: The excel tables summarizes gut health data of mice to capsaicin intervention across different experimental batches. Detailed descriptions of the experimental protocols and procedures for each batch are provided in the Methods section in the manuscript.
DOI: 10.17632/s6tdprcv2b
title: Analysis of factors on fatigue in emergency medicine

description: Analysis of factors on fatigue in emergency medicine
DOI: 10.6084/m9.figshare.10058048.v1
title: ISS data in "A spatiotemporal organ-wide gene expression and cell atlas of the developing human heart"

description: This data set contains <i>in situ</i> sequencing (ISS) data for the paper <b>A spatiotemporal organ-wide gene expression and cell atlas of the developing human heart</b> by <br>Michaela Asp, Stefania Giacomello, Ludvig Larsson, Chenglin Wu, Daniel Fürth, Xiaoyan Qian, Eva Wärdell, Joaquin Custodio, Johan Reimegård, Fredrik Salmén, Cecilia Österholm, Patrik L. Ståhl, Erik Sundström, Elisabet Åkesson, Olaf Bergmann, Magda Bienko, Agneta Månsson-Broberg, Mats Nilsson, Christer Sylvén, Joakim Lundeberg<br>Raw images for the default data shown in the viewer https://moldia.github.io/heart/ are provided, together with cell calling results. Data from other sections are provided as decoded spots. <br><br>Images are named according to base#_channel#_ORG.tifImaging channels are: c1-DAPI c3-T c4-G c5-C c6-A <br>c2 stains all blobs at once to assist image registration, but not essential for image analysis. Not provided here due to data set size limit.<br>Genes and barcodes can be found in "taglist" file<br>
DOI: 10.6084/m9.figshare.11551242.v1
title: Sorghum herbicide tolerance

description: <b>File S1. List of sorghum lines used for different studies. </b>Lines used in each of the studies. <b>File S2. Raw field phenotypic data. </b>Raw ratings of herbicide damage for field plots. <b>File S3. Best linear unbiased estimators for</b> <b>field experiment. </b>Best linear unbiased estimators for each of the lines included in the field study. <b>File S4. Genotypic data. </b>Imputed and LD-filtered genotypic dataset for sorghum biomass panel.
DOI: 10.6084/m9.figshare.12752072.v1
title: landscape metrics.xlsx

description: The caculated landscape metrics at the end of each morphological year.