cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14533701.v1
title: Supplementary Material for: Impact of Procedure Time on Clinical Outcomes of Patients Who Underwent Endovascular Therapy for Acute Ischemic Stroke

description: <b><i>Background and Purpose:</i></b> The time from onset to reperfusion is associated with clinical outcomes in acute ischemic stroke due to large vessel occlusion (LVO); nevertheless, the time limit of the continuing procedure remains unclear. We analyzed the relationship between procedure time and clinical outcomes in patients with LVO who underwent endovascular treatment (EVT). <b><i>Methods:</i></b> We assessed 1,247 patients who underwent EVT for LVO. Data were obtained from our multicenter registry, and patients were included if data on procedure time were available. Multivariate analysis was performed to assess the impact of procedure time on clinical outcomes using the following parameters: favorable outcome (the modified Rankin score of 0–2 at 90 days), mortality within 90 days, symptomatic intracranial hemorrhage within 72 h after stroke onset, and procedure-related complications. <b><i>Results:</i></b> The rate of favorable outcomes linearly decreased with increasing procedure time, but there was no linear relationship between procedure time and other outcomes. The adjusted odds ratio for 30-minute delay in procedure time was 0.76 (95% confidence interval, 0.68–0.84) for favorable outcome, 1.15 (0.97–1.36) for mortality, 1.08 (0.87–1.33) for symptomatic intracranial hemorrhage, and 0.92 (0.75–1.16) for complications. Significant interactions in the effect of procedure time on favorable outcome were observed between the subgroups stratified by age (≥75 or &lt;75 years). Younger patients had a greater deleterious effect of delayed reperfusion. <b><i>Conclusions:</i></b> Increasing procedure time was associated with less favorable outcomes, but not with the rate of mortality, symptomatic intracerebral hemorrhage, or complications in our cohort.
DOI: 10.6084/m9.figshare.21377843.v1
title: carbon_sequestration_ProcB.py from Recovery of carbon benefits by overharvested baleen whale populations is threatened by climate change

description: functions used in the notebook (Codes_ProcB_resubmission)
DOI: 10.6084/m9.figshare.26963743.v1
title: Standard Time Course Analysis Data

description: This is the data generated from a Parameter scan of a TPA biosensor model system.
DOI: 10.6084/m9.figshare.28094780.v1
title: HCDT 2.0 A Highly Confident Drug-Target Database for Experimentally Validated Genes, RNAs, and Pathways

description: In the process of drug treatment, drugs impact cellular actions and responses by targeting genes, RNAs, and pathways, making drug-target interactions crucial for elucidating the mechanisms of drug action and advancing drug development. At present, many drug-target-related databases exist; however, they are structurally and functionally independent, lacking consistency. In HCDT 1.0, we collected highly confident interactions between drugs and target genes. Building upon this foundation, we have developed HCDT 2.0, an updated version that incorporates drug-gene data and expands to include interactions involving drug-RNAs and drug-pathways. It involved 20 drug-related databases, standardizing drug, RNA, gene, and pathway names using consistent identifiers to ensure data consistency. In HCDT 2.0, 1,304,370 high-confidence drug-target interactions were identified, encompassing 1,244,791 interactions between 678,564drugs and 7,297 genes, 11,770 interactions between 316 drugs and 6,430 RNAs, and 47,809 drug-pathway interactions between 6,290 drugs and 3,143 pathways. It will serve as an invaluable asset in the fields of predicting drug efficacy and adverse effects, developing novel therapeutic strategies, and facilitating the process of repurposing drugs.
DOI: 10.6084/m9.figshare.28823033.v1
title: 油茶 Colletotrichum fructicola 效应蛋白 CfCFEM19 通过靶向几丁质酶 ChtBD1-P1 抑制植物免疫

description: Raw experimental data supporting the results of this study, including colony diameter, response to various stress conditions, conidial production, rate of attachment formation, lesion area on pathogen-inoculated leaves, and quantitative PCR (qPCR) analyses, were obtained from at least three independent biological replicates.
DOI: 10.6084/m9.figshare.6144122.v1
title: TCGA PanCanAtlas Copy Number Data

description: Publicly available copy number datasets from TCGA PanCanAtlas. <br>These data are used by Way et al. 2018 Cell Reports <br>1. PanCan GISTIC copy number threshold calls (gene level)2. Percent of genome altered by copy number alterations
DOI: 10.17632/327fc646tz
title: Data for: Titanium Isotopic Fractionation in Kilauea Iki Lava Lake Driven by Oxide Crystallization
DOI: 10.17632/w82pscwxgm
title: Imitation Learning Topology Control Dataset

description: Dataset used to FCNN and GNN ML models for congestion-mitigation topology control on expert state-action pairs.
DOI: 10.6084/m9.figshare.19323821.v1
title: Supplementary Table 1.xls

description: Complete database of investigated sections of the research paper "Paleocene to Miocene southern Tethyan carbonate factories of the Middle East and Western Central Asia", by Coletti Giovanni, Commissario Lucrezi, Mariani Luca, Bosio Giulia, Bialik M. Or. The database include all the reference to the 66 papers that fulfilled the analytical criteria and where included into the database; all the facies recognized in the source material, their thickness and their new classification.
DOI: 10.6084/m9.figshare.24105228.v1
title: Supplementary Material for: Synchronous urinary bladder urothelial carcinoma and transitional cell carcinoma of the ovary: case report

description: Transitional cell carcinoma (TCC) of ovary is a rare subtype of epithelial ovarian tumours defined as a tumour composed of epithelial elements histologically resembling urothelium and its neoplasms. Ovarian metastases from primary urinary tract carcinomas are rare. The differential diagnosis of primary transitional cell carcinoma (TCC) of the ovary versus metastatic bladder TCC is challenging because of histological similarity. We present the case of a 49-year-old premenopausal woman who was initially diagnosed with non-invasive papillary urothelial carcinoma of bladder (NIPUC) and after two years with a synchronous TCC of the ovary while being investigated for suspected relapse. She underwent a radical cystectomy, total hysterectomy, bilateral salpingo-oopharectomy and pelvic lymph node dissection. The final diagnosis of synchronous NIPUC of the bladder and TCC of the ovary was made by histopathology and immunohistochemical studies (IHC).
DOI: 10.6084/m9.figshare.25895290.v1
title: The fasta sequence of vOTUs above 50% completeness from PVD

description: The fasta sequence of vOTUs (&gt;50% completeness) from PVD.
DOI: 10.6084/m9.figshare.26886625.v1
title: SourceData for PELSA SI Figures

description: We developed “peptide-centric local stability assay” (PELSA), a modification-free approach that achieves unprecedented sensitivity in proteome-wide target identification and binding-region determination. We demonstrate the broad applications of PELSA by investigating interactions across various biological contexts. This dataset is the source data of Supplementary Figures1-21 in the PELSA paper.
DOI: 10.17632/5tmn36ftb3
title: Supplemental Figure 6

description: Supplemental Figure 6: Fitzpatrick skin type II, cold glove treatment for prevention of taxane induced onycholysis.
DOI: 10.6084/m9.figshare.21407067.v1
title: ESM2 from Colour moult phenology and camouflage mismatch in polymorphic populations of Arctic foxes

description: Data
DOI: 10.17632/2d6gvth6tr
title: Supplemental Material S1 (Etaio et al, 2025)

description: Questionnaire used to for ewe´s cheese consumer selection ("Information about production system and attitude towards sustainability: do they influence the perception in consumers of sheep milk cheese?" article)
DOI: 10.17632/s25x2bnshz
title: In-lab Image Dataset of Foreign Objects and Anomalies in Iron Ore Conveyor Belts

description: This dataset contains high-speed recordings and extracted frames depicting iron ore flow on a laboratory-scale conveyor belt system, along with several classes of foreign objects (e.g., wood pieces, plastic fragments, tools) manually introduced to simulate contamination scenarios. The conveyor belt measures 35 cm in width by 1.10 m in length and is powered by an electric motor capable of speeds up to approximately 3 m/s. The overhead camera used is the onboard NVIDIA Jetson TX2 OV5693 sensor, which captured video at 120 fps and a resolution of 1280×720, using a GStreamer pipeline for direct-to-disk recording.
The dataset is organized into multiple folders:
Original-raw-videos: Contains the unedited MP4 files showing both normal iron ore flow and sequences with introduced foreign objects.
Image-files: Includes individual frames extracted from each raw video. Subfolders are named after their corresponding source video.
Image-files-manual-split: Separates frames into two categories: normal (only iron ore) and anomalous (foreign objects).
Yolo-dataset-center: It provides center-cropped frames with YOLO-style labels that focus on the central region of the belt. Organized into train/test/valid splits with respective images and labels.
Split-ds-normal-filtered: Offers a final curated version of the dataset, divided into normal (train/test) and anomalous frames for ease of training anomaly detection models.

Scripts are included to replicate the preprocessing steps (e.g., frame extraction, YOLO-style annotations). The dataset may be used to benchmark computer vision tasks such as object detection and anomaly recognition in industrial contexts or laboratory-scale experiments. All files are unannotated by default except where explicitly labeled for demonstration purposes in the “Yolo-dataset-center” subset and partial labels for anomaly segmentation in “Split-ds-normal-filtered.” In this last folder, we only separate normal samples from anomalous ones.
DOI: 10.6084/m9.figshare.23537061.v1
title: panel data

description: Panel data for a factor model on systematic risk determinants exploration.
DOI: 10.6084/m9.figshare.25572390.v2
title: Radionuclides in Northwest Pacific plain sediment

description: We collected three sediment cores in the Northwest Pacific plain in 2021 and 2022. Using with these cores, we measured radionuclides (210Pb and 226Ra). This dataset contains sampling site locations, 210Pb ,226Ra and excess 210Pb activities of these cores. These data are used for preparing figures, tables and the discussions in Zhu et al. (2024).
DOI: 10.17632/hvr3k6kwf2
title: Properties of coffee husks and lignin microparticles

description: Data for coffee husks: chemical composition, SEM images, EDX spectroscopy and elemental mapping, FTIR spectroscopy Data for coffee husk-derived lignin microparticles: SEM images, EDX spectroscopy and elemental mapping, FTIR spectroscopy
DOI: 10.17632/j654cspb6r
title: Smartphone-Based Air Pollution Image Dataset (SAPID)

description: This dataset is comprised of 456 images divided into five Air Quality Index categories designated by the United States Environmental Protection Agency, with 135 in the Good class, 188 in the Moderate class, 29 in the Unhealthy for Sensitive Groups class, 78 in the Unhealthy class, and 26 in the Very Unhealthy class. This dataset will allow researchers to build more robust and accessible computer vision related algorithms with everyday applications in environment and healthcare fields.
DOI: 10.17632/jf5pn76s3t
title: Transgenerational effects of maternal corticosterone across early life in a viviparous snake

description: Data description for data files associated with Palacios et al. 2022, "Transgenerational effects of maternal corticosterone across early life in a viviparous snake" to be published in General and Comparative Endocrinology and RMarkdown file containing R code and output, including statistical tests and data figures, used in the study. 

"Palaciosetal_2022_GCE_MomData.csv"
Provides data on maternal reproduction and corticosterone in wild-caught garter snakes (Thamnophis elegans).

Snake_ID: Individual snake identifier
Eco: Life-history ecotype of snake (genetic background): M-slow (M) or L-fast (L)
Pop: Three-letter code for population of origin
PopCode: Code for population of origin
SVL: Snout-vent length (mm) measured after parturition
Mass: Mass (g) measured after parturition
Neonates: Number of live offspring
Stillborn: Number of dead offspring
Yolks: Number of yolks
nF: Number of female offspring in litter
nM: Number of male offspring in litter
Time: Time point of blood sample for measuring circulating corticosterone: pre- or post-parturition
DaystoParturition: Number of days before (positive number) or after (negative number) parturition when blood sample was collected
CORT: Circulating corticosterone measured in blood plasma (ng/mL)

"Palaciosetal_2022_GCE_BabyData.csv"
Provides data on early-life phenotypes and corticosterone in captive-born garter snakes (Thamnophis elegans).

BabyID: Individual snake identification; combination of Litter and Baby numbers
DOB: Date of birth (day-month-year)
Eco: Life-history ecotype of snake (genetic background): M-slow (M) or L-fast (L)
Pop: Name of population of origin
PopCode: Code for population of origin
Litter: Identification number for each litter born (2010 captive snake Cohort)
Treatment: Thermal treatment each snake was raised under: Warm (A) or Cool (B)
Sex: Male (M) or Female (F)
BirthSVL: Snout-vent length (mm) measured at birth
BirthMass: Mass (g) measured at birth
Time: Age at sampling: Neonate/3-month olds (1) or Juvenile/12-month olds (2) 
SVL: Snout-vent length (mm) measured at the time of sampling
Mass: Mass (g) measured at the time of sampling
CORT: Circulating corticosterone measured in blood plasma (ng/mL)
MomCORTpre: Pre-parturition circulating corticosterone of mother measured in blood plasma (ng/mL)
DOI: 10.17632/r5g3zty39p
title: Codes for the Article “The impact of macroprudential policies on industrial growth”, JIMF final version

description: These codes use the original sources of data to add in replicating the article and its online appendix. The articles uses UNIDO and iMaPP (IMF) data to test the effect of macroprudential policies on the growth of the manufacturing industries. The article's tables are the same as for the BIS working paper, but their numbering is slightly different because Table 1 in the paper draft was moved to be Table A.1 in the appendix.
DOI: 10.17632/tck7k5257y
title: Mixed mode fracture resistance data set from DCB-UBM experiments

description: The present repository contains an extensive data set of mixed-mode fracture resistance curves extracted from a series of 45 double cantilever beams under uneven bending moment experiments. The data will be further explained in a Data in Brief paper which has been sent for review. The title of the submitted article is "Dataset of mixed-mode R-curves from DCB-UBM fracture tests of a UD glass/epoxy composite" and it is submitted as an accompanying article to the already published work:

Erives, R., Sørensen, B. F., & Goutianos, S. (2022). Extraction of mix-mode cohesive laws of a unidirectional composite undergoing delamination with large-scale fibre bridging. Composites Part A: Applied Science and Manufacturing, 107346. https://doi.org/10.1016/J.COMPOSITESA.2022.107346
DOI: 10.17632/w4zd3vcmk7
title: iMUBAC data and scripts

description: CyTOF and spectral flow cytometry datasets and example scripts (https://journals.aai.org/jimmunol/article/206/1/206/107999/Multibatch-Cytometry-Data-Integration-for-Optimal).
DOI: 10.6084/m9.figshare.14650521.v1
title: THC-preprocessed-files.tar.gzx

description: Preprocessed files of total household consumption subset, used for the technical validation.
DOI: 10.6084/m9.figshare.23903094.v2
title: Evolutionary and ecological forces shape nutrient strategies of different mycorrhizal plants

description: The associations of arbuscular mycorrhizal (AM) or ectomycorrhiza (EcM) fungi with plants have sequentially evolved and significantly contributed to enhancing plant nutrition. Nonetheless, how evolutionary and ecological forces drive nutrient acquisition strategies of AM and EcM plants remains poorly understood. Our global analysis of woody species revealed that, over divergence time, AM plants evolved faster nitrogen mineralization rates without changes in nitrogen resorption. However, EcM plants exhibited an increase in nitrogen mineralization but a decrease in nitrogen resorption, indicating a shift towards a more inorganic nutrient economy. Despite this alteration, when evaluating present-day woody species, AM plants still display faster nitrogen mineralization and lower nitrogen resorption than EcM plants. This inorganic nutrient economy allows AM plants to thrive in warm environments with a faster litter decomposition rate. Our findings indicate that the global pattern of nutrient acquisition strategies in mycorrhizal plants is shaped by the interplay between phylogeny and climate.
DOI: 10.17632/dpdcw74fpn
title: Calculus I - Active Learning

description: It contains the average of the quizzes marks of students
DOI: 10.17632/fpnmx3f5tp
title: Combined analysis of gut microbiome and serum metabolomics reveals novel biomarkers in patients with early-stage non-small cell lung cancer 

description: early-stage non-small cell lung cancer serum metabolomics
DOI: 10.17632/hvz7g6r3mw
title: Dataset of Singapore's power market

description: This dataset contains data from 2017.01.01 to 2018.03.31 of Singapore’s power market. It consists of the following data: 1. Power load 2. Real-time electricity price 3. Holiday type 4. Time attributes: day type and hour
DOI: 10.17632/tfh8rcwk2w
title: The order set fot the Joint optimization of item and pod storage assignment problems in robotic mobile fulfillment systems

description: The order sets are used in the study of joint optimization of item and pod storage assignment problems in robotic mobile fulfillment systems.
The order sets include three different classes of order set , "10pods-20SKUs" is the small-scale one, "200pods-250SKUs" is the medium-scale one, and "400pods-500SKUs" is the large-scale instance
The data file is named X_Y_ABC.mat. X represnts the order size, Y represents the number of SKUs, ABC represents the SKU demands follow the ABC rule.
The order sets are generated randomly under different order sizes {20, 100, 500, 1000}. The number of SKUs per order follows U [1,3].
DOI: 10.17632/tv8gkvpv22
title: Entrepreneural Success

description: research data excel format
DOI: 10.6084/m9.figshare.10043132.v1
title: ProteomeTools - Prosit iRT - Data (update) // missing c + splitting

description: The original Prosit iRT dataset missed ProteomeTools sequences containing cysteine.<br>We applied now the same criteria as in the original publication<i>Data for learning was restricted to peptides identified with a minimum MaxQuant score of 70 and an iRT variance between different ProteomeTools runs of less than 1.<br></i><br>iRT values are the same as in the publication, the scaled values can differ as the normalization function is now applied on a different data range.<br>Please be aware that the original iRT model error can not be achieved as their was train/validation leakage. Therefore please don`t compare to the reported validation error of the weight file. The overall performance stays similar when using the new data.<b><br></b><b>Sry for the inconvenience.</b><br>The model trained on the original data will stay on the prosit website for fair comparison to the publication.
DOI: 10.6084/m9.figshare.19918882.v1
title: protein sequence

description: The data provide protein sequences
DOI: 10.17632/d53fwzfskk
title: Data for: The Dataset on the Characteristics of the Intracerebral Hemorrhage Patients Treated by Endoscopic Hematoma Removal or Craniotomy

description: These data present the characteristics of 148 intracerebral hemorrhage (ICH) patients surgically treated. We retrospectively collected data from the medical records of Suwa Red Cross Hospital, including neurological and physiological symptoms, laboratory data, radiological data on admission, complication rate, Glasgow Coma Scale scores on admission or postoperative day 7, and modified Rankin Scale scores at 6 months. Our two articles on the endoscopic hematoma removal and craniotomy for ICH were based on these data[1,2]. This dataset includes detailed laboratory data and radiological features, and it would be useful for reference value for other neurosurgeons or further analysis using artificial intelligence to establish the prediction model.
DOI: 10.6084/m9.figshare.14625000.v1
title: Supplementary Material for: The Multiple Roles of Polyphosphate in <b><i>Ralstonia eutropha</i></b> and Other Bacteria

description: An astonishing variety of functions has been attributed to polyphosphate (polyP) in prokaryotes. Besides being a reservoir of phosphorus, functions in exopolysaccharide formation, motility, virulence and in surviving various forms of stresses such as exposure to heat, extreme pH, oxidative agents, high osmolarity, heavy metals and others have been ascribed to polyP. In this contribution, we will provide a historical overview on polyP, will then describe the key proteins of polyP synthesis, the polyP kinases, before we will critically assess of the underlying data on the multiple functions of polyP and provide evidence that – with the exception of a P-storage-function – most other functions of polyP are not relevant for survival of <i>Ralstonia eutropha</i>, a biotechnologically important beta-proteobacterial species.
DOI: 10.6084/m9.figshare.24354895.v6
title: Pangenome analysis reveals transposon-driven genome evolution in cotton

description: Pangenome data and gene annotations for <i>Gossypium arboreum.</i>
DOI: 10.6084/m9.figshare.28675502.v1
title: River and species speciation rate data

description: The roles of environmental heterogeneity (topography, climate), glaciation, dispersal ability, colonisation time and species age to large-scale variation in speciation rates of freshwater fish faunas in the Americas are assessed.
DOI: 10.17632/dfjzx4sxrs
title: Fuzzy interactions form and shape the histone transport complex

description: Original data for the manuscript "Fuzzy interactions form and shape the histone transport complex"
DOI: 10.17632/jn8dddnj26
title: Dataset for Turbulent Flow in Binary Barchan Interaction: PIV_Dunes_in_Interaction

description: The following folders contain data obtained from two-dimensional Particle Image Velocimetry (2D-PIV) experiments for each region where measurements were conducted. Due to the domain size and experimental constraints, the domain containing the barchan dune interacting with a turbulent water flow was divided into three sections (parts). Along the folders, these portions of the domain are referred to as part_1, part_2, and part_3. Cross-correlated PIV data, in vc.7 format, obtained from the commercial software DaVis, are made available. However, due to size restrictions of this data repository, only 10% of the total of 2,000 temporal velocity fields are included. Post-processed data, saved as Matlab matrices, are also made available, corresponding to the total of the 2,000 temporal velocity fields. Additionally, Matlab codes are provided to generate the matrices from the data on DaVis and to plot pertinent results. Note that this folder contains only data from experiments on interacting dunes. In each subfolder is provided an explanation of its contents.
DOI: 10.17632/kkn8bbrgc4
title: Insect of Different Classes

description: This dataset contains insect images for 9 classes.
DOI: 10.6084/m9.figshare.5677741.v1
title: Flixster-dataset.zip

description: Flixster19 is a classical recommendation dataset which nearly contains 535013 hard 418 ratings on 19 different types of movies (Drama, Comedy and so on).