cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25336129.v2
title: File_S2_1000taxa_ReadyToGo

description: ReadyToGo (amino acid and nucleotide) files produced by EukPhylo part 1, which was used for our 1000 taxa case study. Each fasta file contains all transcripts/CDSs assigned OGs using the Hook reference database for gene family assignment. Each sequence begins with the 10 digit species ID and ends with the 10 digit gene family identifier. Also included are spreadsheets describing the composition, coverage, length, and other stats of both input and output sequences for each taxon, also automatically output by EukPhylo part 1.This dataset includes AminoAcid Files (AA) and Nucleotides Files (NTD) with sequences labeled by their GC composition, OG6 if sequences fall between the taxon specific ranges, OGA if more AT rich and OGG if more GC rich.
DOI: 10.6084/m9.figshare.27629466.v1
title: Sequencing data from CRISPR screen

description: Sequencing data from the following publication:Wu, J.L.Y., Ji, Q., Blackadar, C. <i>et al.</i> The pathways for nanoparticle transport across tumour endothelium. <i>Nat. Nanotechnol.</i> (2025). https://doi.org/10.1038/s41565-025-01877-5
DOI: 10.6084/m9.figshare.28106372.v8
title: MulNet Data

description: Data used for method evaluation and case studies of MulNet.
DOI: 10.6084/m9.figshare.28306439.v1
title: Data for Informativeness Score Using Mixed Data

description: This is data which supports the findings presented in a manuscript entitled "An Informativeness Score for Optimal Mixed Datasets Using Gaussian Process Regression"
DOI: 10.17632/83vrthkbcp
title: Leadership Style and Academic Achievement of Students

description: The study investigates the leadership styles of secondary school administrators in the Sidama Region, focusing on student achievement and school improvements. The research involved 37 schools, 222 teachers, and 106 school leaders. The findings revealed that school leaders' leadership characteristics explain 39.80% of student success differences. Despite research suggesting transformational leadership for school reform, the study found that transactional leadership was used in the area. The Ethiopian Ministry of Education ranked 58 of 108 secondary schools in the region as level II. The main obstacles to academic achievement include lack of resources, knowledge gaps, and low school leader commitment. The study suggests that stakeholders at all levels of education must collaborate to improve school and student performance.
DOI: 10.6084/m9.figshare.14605479.v1
title: Table S1 Cell_type_gene_sets

description: Supplemental table with gene lists used to call liver organoid cell subsets on the UMAP
DOI: 10.6084/m9.figshare.25792383.v4
title: Genome annotation of <i>Serrognathus titanus</i>

description: Genome annotation (repeats and protein-coding genes)
DOI: 10.6084/m9.figshare.28979378.v1
title: Data and code used in the manuscript Ratoni et al. - Small tropical bees exhibit broader thermal breadth independent of their level of sociality

description: Data and code used in the manuscript Ratoni et al. - Small tropical bees exhibit broader thermal breadth independent of their level of sociality
DOI: 10.6084/m9.figshare.c.3929134_d2.v1
title: Additional file 11: Table S11. of Comparative transcriptome analysis of soybean response to bean pyralid larvae

description: Pathway analysis the DEGs of HSK0-VS-HRK0. (XLS 90Â kb)
DOI: 10.15468/dl.mvseqn
title: Occurrence Download

description: A dataset containing 52526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lepidium coronopus (L.) Al-Shehbaz)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 52526 records from 521 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013304-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pm4zgcc9tt
title: Supporting Data set for: Morphometric Analysis of The Distal Epiphyses of Titanosaur Radius and Ulna Bones: A Case from Central India

description: TPS files (.tps) of landmark coordinates of distal articular surface of radius and ulna bones of eusauropods, along with photographs/illustrations of distal articular surface of radius and ulna bones. MorphoJ files of containing PCA and other analysis performed with the shape of the distal articular surface of radius and ulna bones of eusauropods.
DOI: 10.6084/m9.figshare.5123776.v1
title: Supplementary Material for: Alternate-Form Reliability of the Montreal Cognitive Assessment Screening Test in a Clinical Setting

description: <b><i>Aims:</i></b> The Montreal Cognitive Assessment (MoCA) has gained recognition for its validity in detecting cognitive impairment in several clinical populations. For serial assessments, alternate forms are needed to overcome possible practice effects. Our objective was to investigate the reliability of two German MoCA alternate forms for longitudinal assessment applications. <b><i>Methods:</i></b> The original and one of two alternate forms of the MoCA were administered within a 60-min interval of a clinical interview in a counterbalanced order to 100 healthy elderly controls, 30 patients with mild cognitive impairment (MCI) and 30 patients with Alzheimer’s disease (AD). The diagnosis of the majority of patients was supported by in vivo AD pathology biomarkers. <b><i>Results:</i></b> There was a strong correlation between the alternate forms and the original MoCA in all groups, but particularly in the clinical samples. Total mean scores did not differ significantly between the MoCA versions, even taking into account the presentation order. As in previous studies, age and education influenced performance in the MoCA. The same pattern of group differences (controls &gt; MCI &gt; AD) was observed for each of the versions. <b><i>Conclusion:</i></b> All three forms can be reliably and interchangeably used in serial cognitive assessment, confirming the MoCA’s applicability in research and clinical longitudinal approaches.
DOI: 10.6084/m9.figshare.5126560.v1
title: Supplementary Material for: Development of an Animal Model to Evaluate the Allergenicity of Food Allergens

description: <b><i>Scope:</i></b> Considering the increasing numbers of patients suffering from food allergy (FA) as well as the great variety of novel foods and food compositions, an unmet need exists for the development of preclinical approaches to characterize the allergenic potential of proteins. The aim of our study was to evaluate the allergenicity of different food allergens in a rat model. <b><i>Methods:</i></b> Brown Norway rats were sensitized to protein extracts (RuBisCO, apple, soy, peanut, garden pea) or ovalbumin (OVA) combined with <i>Bordetella pertussis</i> and aluminium hydroxide, followed by oral allergen challenges. <b><i>Results:</i></b> Allergen-specific serum immunoglobulin production and the proliferation of mononuclear cells from spleen confirmed sensitization. To assess functional alterations in the gut, intestinal permeability was measured, which increased in sensitized and challenged animals compared to non-sensitized controls. Allergens with high allergenic potential (peanut, OVA, soy) caused a stronger immunological response than allergens with low allergenic potential, such as RuBisCO and apple. Moreover, the immunological responses were reduced when using boiled instead of raw soy and pea proteins. <b><i>Conclusion:</i></b> This model mimics key features of FA and facilitates investigating the allergenicity of allergens in novel food or food compositions in vivo.
DOI: 10.6084/m9.figshare.4991099.v2
title: IMGpedia Dataset

description: IMGpedia is a large-scale linked dataset that incorporates visual information of the images from the Wikimedia Commons dataset: it brings together descriptors of the visual content of 15 million images, 450 million visual-similarity relations between those images, links to image metadata from DBpedia Commons, and links to the DBpedia resources associated with the images.
DOI: 10.6084/m9.figshare.640654.v1
title: Gaussian Job Archive for C3H6O

description: Archive of work produced using the resources of the Imperial College High Performance Computing Service.
DOI: 10.17632/3mbzb96fyh
title: Evaluating the Effectiveness of Global and Local Transport Policies in Reducing Carbon Emissions

description: Transportation is a major contributor to global carbon emissions, necessitating policy interventions at both international and local levels. This study evaluates the effectiveness of various transport policies in mitigating carbon emissions, comparing global agreements such as the Paris Agreement with local initiatives like congestion pricing, low-emission zones, and public transit expansion. Using a mixed-methods approach, the research analyzes policy frameworks, emission reduction data, and case studies from key regions. The findings highlight the relative success of integrated policy approaches, the role of technological advancements, and the challenges of policy implementation. The study concludes that while global policies set crucial targets, local policies play a pivotal role in execution and enforcement. Policy recommendations emphasize the need for stronger coordination between global directives and localized strategies to achieve long-term emission reduction goals.
DOI: 10.17632/bb6fx9swjx
title: Trends in research on climate change and organizations: A bibliometric analysis (1999-2021) Database

description: Database of "Trends in research on climate change and organizations: A bibliometric analysis (1999-2021)".
It contains the bibliometric information of publications in the intersection between Climate change and Organizations. Final Sample Size of 1476 articles.
DOI: 10.17632/tz4z2syb2r
title: DDX11 loss causes replication stress and pharmacologically exploitable DNA repair defects

description: DDX11 encodes an iron–sulfur cluster DNA helicase required for development, mutated, and overexpressed in cancers. Here, we show that loss of DDX11 causes replication stress and sensitizes cancer cells to DNA damaging agents, including PARP inhibitors and platinum drugs. We find that DDX11 helicase activity prevents chemotherapy drug hypersensitivity and accumulation of DNA damage. Mechanistically, DDX11 acts downstream of 53BP1 to mediate homology-directed repair and RAD51 focus formation in manners nonredundant with BRCA1 and BRCA2. As a result, DDX11 down-regulation aggravates the chemotherapeutic sensitivity of BRCA1/2-mutated cancers and resensitizes chemotherapy drug–resistant BRCA1/2-mutated cancer cells that regained homologous recombination proficiency. The results further indicate that DDX11 facilitates recombination repair by assisting DSB resection and the loading of both RPA and RAD51 on single-stranded DNA substrates. We propose DDX11 as a potential target in cancers by creating pharmacologically exploitable DNA repair vulnerabilities.
DOI: 10.6084/m9.figshare.1545544.v3
title: Heart rate of long distance runners collected one day before and three days after a 100 km run

description: The data presents changes in the circulatory system of long distance runners before and just after extreme physical effort. In order to achieve that a group of voluntaries from the Sport Centre of the University of Physical Education and Sport in Gdansk had joined the research programme. They were obligated to take part in regular measurements of their heart rate just after the effort, as well as 24 and 48 hours after.The long distance run covered 100 km on a 3375 m loop with the total altitude difference not greater than 2 m. The run started at 07:20+01 in the morning and lasted for approximately 10 hours. The weather conditions during the run as follows: air temperature 4--5 degrees C, relative air humidity 86% with no wind. The heart rate of all voluntaries measured before the run was around 64--72/min, while just after the run was around 141--158/min.The heart rate of the runners was measured continuously from 12 minutes and thanks to that 450 sample long time series were collected. All heart rate signals were recorded based on the time intervals between successive R-waves of electrocardiographic signals.<br>The data is ordered according to the participants, i.e. each file 1.csv to 13.csv represents a single participant and his measurements gathered during the study. The column "day" indicates the day of the examination. The 1st day of examination took place on 2012-11-16 (one day preceding the extreme physical effort), the 2nd on 2012-11-17 (right after the effort), the 3rd on 2012-11-18 (one day following the effort), and the 4th on 2012-11-19 (two days following the effort). The column "timestamp" indicates the precise time of the examination (hh:mm:ss.sss), whereas the column "HR" contains the heart rate measurements in 1/min.
DOI: 10.6084/m9.figshare.26641381.v1
title: Geochemical raw data - KH-17-GPC01

description: Here, we use organic geochemical biomarkers tracing the contribution of different planktonic groups to organic carbon in Arctic fjord sediments (Kongsfjorden, Svalbard) during past warmer and colder (than present) climate states
DOI: 10.6084/m9.figshare.27634083.v2
title: 支持信息2

description: 研究数据
DOI: 10.6084/m9.figshare.4254494.v2
title: Sandy (Cleaned)

description: Dataset of tweets about Hurricane Sandy which was the most destructive hurricane in United States history with more than 230 deaths and 75 billion of damages. This dataset were collected from 29th October 2012 to 31st October 2012 using the 3 keywords: “sandy”, “hurricane” and “storm”.<br>This is a cleaned version of the former dataset (sandy<em>_full</em>) in which we filtered through a classification algorithm non-topically related tweets as explained in our paper.<br>In accordance with Twitter's Terms of Service, we only provide identifiers of tweets. In order to "hydrate" those tweet identifiers, or in other words, to collect the actual tweets, you could use our <strong>Tweeset </strong>tool.https://bitbucket.org/amjedbj/tweeset.<br>If you would like to use this dataset, please cite our paper:<em>Lynda Tamine, Laure Soulier, Lamjed Ben Jabeur, Frederic Amblard, Chihab Hanachi, Gilles Hubert, and Camille Roth. 2016. Social Media-Based Collaborative Information Access: Analysis of Online Crisis-Related Twitter Conversations. In Proceedings of the 27th ACM Conference on Hypertext and Social Media (HT '16). ACM, New York, NY, USA, 159-168. DOI: http://dx.doi.org/10.1145/2914586.2914589</em><br>
DOI: 10.6084/m9.figshare.5127958.v1
title: Supplementary Material for: Systemic Treatment Approaches for Sporadic Desmoid-Type Fibromatosis: Scarce Evidence and Recommendations

description: Desmoid-type fibromatosis (DF) is a rare disease characterized by a monoclonal, fibroblastic proliferation and a variable and often unpredictable clinical course. Although histologically benign, DF is locally invasive and associated with a high local recurrence rate, but lacks any metastatic potential. As there is no established or evidence-based treatment approach available as of today, an individualized treatment strategy is fundamental in the light of highly variable clinical presentations, anatomic locations, and biological behaviors. Surgery with negative margins has been the cornerstone of DF treatment; however, an overall reassessment of the management of DF patients has taken place in the last few years, and preservation of function and quality of life has become a priority in these patients. Evidence is scarce for systemic treatment; different pharmacological options can be proposed and will be reviewed here. To better define possible therapeutic strategies, a consensus approach has been initiated, bringing together sarcoma experts from the European Organisation for Research and Treatment of Cancer (EORTC) Soft Tissue and Bone Sarcoma Group (STBSG) with patient advocates from Sarcoma Patients EuroNet (SPAEN). As a prerequisite, patients should be discussed in a multidisciplinary setting in centers/networks with specific expertise and experience in this disease.
DOI: 10.6084/m9.figshare.27018445.v1
title: <b>FIFA’s circuit for EPTS validation - kinematic demands and comparison with an alternative circuit</b>

description: The repository contains the Python code used for data processing (Processar_dados.py) as well as the data used (corridas.xlsx). <br>The data is the GPS raw data cuted for each circuit trial with the subjects identification anonymized.
DOI: 10.6084/m9.figshare.17041130.v1
title: Conflict of interest

description: Conflict of interest
DOI: 10.6084/m9.figshare.28726724.v1
title: Supplementary Table 4 12h DEG.xlsx

description: Supplemental data for: CCAAT/Enhancer-Binding Proteins α and β Regulate Ovulation and Gene Expression via Dose- and Stage-Dependent Mechanisms
DOI: 10.6084/m9.figshare.4805749.v6
title: Bengalese Finch song repository

description: This is a collection of song from four Bengalese finches recorded in the Sober lab at Emory University. The song has been hand-labeled by two of the authors. <br><br><b>Set-up:</b>We have added a shell script to untar the compressed archives on Unix systems: untar_bfsongrepo.shRunning this script will produce a directory structure like:BFSongRepo/<br> bird_ID/ day_1/ day_2/<br><br><b>Usage:</b><br>To make it easy to work with the dataset, we have created a Python package, "evfuncs", available at https://github.com/soberlab/evfuncs (Please see "References" section below for a direct link).<br>How to work with the files is described on the README of that library, but we describe the types of files here briefly. The actual sound files have the extension .cbin and were created by an application that runs behavioral experiments and collects data called EvTAF. Each .cbin file has an associated .cbin.not.mat file that contains song syllable onsets, offsets, labels, etc., created by a GUI for song annotation called evsonganaly. Each .cbin file also has associated .tmp and .rec files, also created by EvTAF. Those files are not strictly required to work with this dataset but are included for completeness.<br><br>We share this collection as a means of testing different machine learning algorithms for classifying the elements of birdsong, known as syllables.<br><b>Citation:</b> please cite the DOI if you use this dataset. If you are developing machine learning algorithms, we ask that you cite our publications and software (see below) and consider benchmarking against the algorithms that we have developed. Our impression is that it will require a community of researchers working together to advance the state of the art in this area.<br><br><b>Works that use this dataset (URLs as links are below in "References"):</b>Comparison of machine learning methods applied to birdsong element classification<br>https://conference.scipy.org/proceedings/scipy2016/david_nicholson.html<br><br>Latent space visualization, characterization, and generation of diverse vocal communication signals<br>https://www.biorxiv.org/content/10.1101/870311v1.full.pdf<br><br>TweetyNet: A neural network that enables high-throughput, automated annotation of birdsong<br>https://www.biorxiv.org/content/biorxiv/early/2020/10/13/2020.08.28.272088.full.pdf<br>the paper above makes use of the following libraries:<br>https://github.com/yardencsGitHub/tweetynethttps://zenodo.org/record/4662200<br>https://github.com/NickleDave/vakhttps://zenodo.org/record/4718767<br>https://github.com/NickleDave/crowsettahttps://zenodo.org/record/4584198<br>https://github.com/NickleDave/hybrid-vocal-classifierhttps://zenodo.org/record/4678768<br><br>Fast and accurate annotation of acoustic signals with deep neural networkshttps://www.biorxiv.org/content/biorxiv/early/2021/03/29/2021.03.26.436927.full.pdf<br><br>Please feel free to contact David Nicholson (nicholdav at gmail dot com) with questions and feedback<br>
DOI: 10.6084/m9.figshare.8637302.v2
title: The unigene of comprehensive transcriptome for endemic Schizothoracinae fish in the Tibetan Plateau

description: The unigene of comprehensive transcriptome for endemic Schizothoracinae fish in the Tibetan Plateau
DOI: 10.17632/cphdw4z5kw
title: SPAS-Dataset-BD

description: The dataset includes numerous variables such as area, production, season, minimum humidity, maximum humidity, minimum temperature, maximum temperature, district, and crop name, all of which influence the agricultural output of various crops in the context of Bangladesh. Data collection was carried out through surveys across diverse regions of Bangladesh to analyze various crop types. The data set is intended to support investigations in the field of precision agriculture. The collected data will aid in the creation of algorithms and solutions that enhance accuracy and efficiency in data-driven decision-making. This dataset served as a foundation for training various machine learning models. The developed models can offer recommendations on the most effective crop yield.
DOI: 10.17632/tbrhznpwg9
title: High Volume Real-World Weather Data

description: This dataset contains daily weather data from all the 35 weather stations in Bangladesh including the features Rainfall (mm), Temperature (°C), Humidity (%), and Sunshine (hrs). The dataset has daily data from the establishment of each weather station to 2023, which have been collected from the Bangladesh Meteorological Department. The 'Weather Datasets' folder includes two subfolders: 'Combined Data' and 'Station Wise Data'. The 'Combined Data' subfolder has a CSV file that consolidates data from all the weather stations, while the 'Station Wise Data' subfolder contains 35 CSV files, each representing data from individual weather stations. In total, there are 543839 instances. The dataset can be used for numerous real-world applications such as : 
- Weather forecast modeling based on modern deep learning methods
- Climate analysis 
- Weather forecast-based agricultural decision-making, etc. 

We believe this dataset will have a significant impact on the research fields of Data Science, Climatology, Agricultural crop science, and many more.
DOI: 10.6084/m9.figshare.23504304.v1
title: Fault_zone_GT.xlsx

description: this dataset contains all the brittle fault measurements taken within the GT unit of the Southern Hellenides in Northern Peloponnese. It contains low-angle normal faults and high-angle normal faults.