cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23974119.v1
title: 4D PET Imaging Data

description: Run 1: Coal Sample 1, Water saturated, CO<sub>2</sub> as carrier gasRun 2: Coal Sample 1, Water saturated, CO<sub>2</sub> as carrier gasRun 3: Coal Sample 1, Water saturated, CO<sub>2</sub> as carrier gasRun 4: Coal Sample 2, Dry, He as carrier gasRun 5: Coal Sample 2, Dry, He as carrier gasRun 6: Coal Sample 2, CH<sub>4</sub> saturated & residual water saturation, He as carrier gasRun 7: Coal Sample 2, CH<sub>4</sub> saturated & residual water saturation, He as carrier gasRun 8: Coal Sample 2, CO<sub>2</sub> saturated, CO<sub>2 </sub>as carrier gasRun 9: Coal Sample 2, CO<sub>2</sub> saturated, CO<sub>2 </sub>as carrier gasRun 10: Sandstone, Dry, He as carrier gas
DOI: 10.6084/m9.figshare.25103492.v2
title: Sequencing data

description: Input data for sequencing analysis. The corresponding publication has PubMed ID 39428388.
DOI: 10.17632/6twk7snmyh
title: Insulin–Receptor Complex: Short MD, 11-Å Fragments, Amino-Acid Dimers

description: A short description is provided below. For details, see the Methods section of the Yurenko et al., 2025 publication. 
In the "Short-MD" folder, the insulin–IR minimized structure is provided (minimized.pdb), along with the three selected short 5ns MD trajectories 
(the starting Run*.pdb and binary Run*xtc files). 
In the "11A-fragments" folder, ten truncated insulin–IR complexes are present for each trajectory and optimization method. 
In the "Amino-acid-dimers" folder, the pairs of amino acids from the three trajectories are provided as XYZ files. The numbering of the residues follows the minimized.pdb structure, see above.
DOI: 10.17632/fdy54wk53k
title: Formato carta de presentación

description: Formato de la carta de presentación de la Revista Universidad y Salud.
DOI: 10.17632/vy5z29r5pg
title: LC3-II fluorescence intensity in PBMCs from healthy donors and ME/CFS patients (CTRL + whole-body hyperthermia)

description: These data show the antibody-based flow cytometric measurement of the autophagy marker LC3-II in PBMCs. LC3-II levels were measured in ME/CFS patients before and after a session of whole-body hyperthermia (1 h at 39 °C) and in a healthy control group without treatment. The data show a higher LC3-II level in ME/CFS patients compared to healthy donors and a decrease in autophagy due to treatment with wIRA.
DOI: 10.26188/5ce25391e5b60
title: Assessing climate change impacts - data

description: The provided data set contains two subfolders, outputs and data. the data folder contains CGE model outputs (future trajectories of land endowments and sector outputs), and data necessary to derive land-use demand trajectories, as well as mask rasters of the study areas. the outputs folder contains all outputs produced in the provided code repository that required for analysis and figures.
DOI: 10.6084/m9.figshare.16909429.v1
title: TrainTestData

description: Training and Testing data
DOI: 10.6084/m9.figshare.25583976.v4
title: Database of 3d<sup>3</sup> ions (Mn<sup>4+</sup>, Cr<sup>3+</sup>) Activated Red‒NIR Phosphors

description: With tunable red to near-infrared (NIR) emissions, Mn<sup>4+</sup>- and Cr<sup>3+</sup>-activated phosphors have been extensively investigated in recent years and are emerging as an alternative to commercial rare earth ions-activated phosphors in various applications. This work aims to build a comprehensive database to collect and analyze the reported data on Mn<sup>4+</sup>- and Cr<sup>3+</sup>-activated phosphors to date. We recalculate and modify the spectral levels, Racah parameters, and crystal field parameters uniformly after the correction of the related empirical formulas. The systematical and reliable phosphor database paves the way to achieving the rational design of d<sup>3</sup> ion-activated phosphors.
DOI: 10.17632/7b2gdx22b9
title: Real-world data on the clinical use of secukinumab in pediatric generalized pustular psoriasis: a 48-week retrospective study

description: Generalized pustular psoriasis (GPP) is a recurrent life-threatening disease and usually uncommon in children. Secukinumab, an interleukin (IL) -17 inhibitor, has been shown to be effective in the treatment of GPP in adult patients. However, there is currently a lack of evidence for its long-term efficacy and safety in the pediatric GPP population. This is a descriptive retrospective study that collected data from 18 pediatric patients with moderate to severe GPP treated with secukinumab in our department from July 2019 to August 2020, with 48 weeks of follow-up. Patient demographics and treatment characteristics were assessed. Response to secukinumab was evaluated by body temperature changes, laboratory examination assessments, Generalized Pustular Psoriasis Physician Global Assessment (GPPASI) scores, Generalized Pustular Psoriasis Physician Global Assessment (GPPGA) scores, Children's Dermatology Life Quality Index (CDLQI) scores, and Pediatric Quality of Life Inventory (pedsQL) scores. Adverse events were also recorded. All patients achieved GPPASI 50 at week 2 and GPPASI 75 at week 4. From week 12 to week 48, most patients achieved GPPASI 100 and only five patients did not reach GPPASI 100 due to minimal relapse. At week 2, the mean absolute GPPASI had a sharply decrease from 31.7 to 5.1 and improved further to 1.3 in week 4. Patients’ body temperature returned to normal at day 3. Pustules subsided within 3 days, erythema and scales decreased rapidly in the second week. The average CDLQI score decreased rapidly from 13.6 to 1.8 at week 4 and to 0 at week 48. For pedsQL scores, Physical Health Summary Score and Psychosocial Health Summary Score (mean change from baseline) improved gradually over time. All patients were followed for 48 weeks, and no serious adverse events were observed. Side effects that occurred in nine patients were mild and manageable. In conclusion, GPP systemic inflammation and skin symptoms did rapidly improve with the treatment of secukinumab, and this curative effect was maintained for 48 weeks without any unexpected safety signal. Our study shows that secukinumab could be an effective treatment option for pediatric patients with GPP.
DOI: 10.17632/h7bvnhz28x
title: tomato-leaf-diseases-detection

description: Tomato-leaf-diseases-detection-dataset
DOI: 10.17632/j3f5cx9yjh
title: Concrete-filled steel tubular (CFST) columns database with 3,208 tests

description: This database is collected for evaluating the reliability of CFST columns designed by modern codes of practice (see Thai H-T, Thai S, Ngo T, Uy B, Kang W-H, Hicks SJ. Reliability considerations of modern codes for CFST columns. Journal of Constructional Steel Research 2021;106482). The database contains 3,208 tests including: - 1,305 tests on circular CFST columns under concentric loading - 1,003 tests on rectangular CFST columns under concentric loading - 499 tests on circular CFST columns under eccentric loading - 401 tests on rectangular CFST columns under eccentric loading
DOI: 10.17632/ytyyg5d2bz
title: EV Ride Insights : Comprehensive Dataset of user reviews of Electric Scooters/Bikes (2023-2025)

description: The "EV Ride Insights : Comprehensive Dataset of user reviews of Electric Scooters/Bikes (2023-2025)" includes a comprehensive collection of user reviews and experiences with electric scooters from leading brands, including Bajaj, Ather, TVS, Revolt, Pure EV, OLA Electric, and Hero Electric. Real-world reviews from bike websites and other reputable online sources are compiled into the dataset. By integrating digital and offline sources, the dataset offers a realistic and well-rounded representation of customer experiences.
Each entry captures significant elements of the user experience, including performance, battery life, ride comfort, design, value for money, and after-sales service. This dataset can help researchers, automakers, startups, and lawmakers understand market sentiments, consumer satisfaction trends, and areas for improvement in the electric two-wheeler industry.
DOI: 10.6084/m9.figshare.13503414.v1
title: dataset_PS.csv

description: Anthropometric measurments of Czech preschoolers. Body height was measured using a portable stadiometer Trystom (Trystom, s.r.o., Olomouc, Czech Republic; exactitude 1 mm). Body mass was ascertained during bioimpedance analysis assessments. Body mass index (BMI) was calculated as BMI = body mass (in kilograms)/ body height<sup>2 </sup>(in meters). <br>
DOI: 10.6084/m9.figshare.19904958.v1
title: Chromosomal aberrations after induced pluripotent stem cells reprogramming

description: Abstract Induced pluripotent stem cells (iPSCs) are generated from adult cells that have been reprogrammed to pluripotency. However, in vitro cultivation and genetic reprogramming increase genetic instability, which could result in chromosomal abnormalities. Maintenance of genetic stability after reprogramming is required for possible experimental and clinical applications. The aim of this study was to analyze chromosomal alterations by using the G-banding karyotyping method applied to 97 samples from 38 iPSC cell lines generated from peripheral blood or Wharton’s jelly. Samples from patients with long QT syndrome, Jervell and Lange-Nielsen syndrome and amyotrophic lateral sclerosis and from normal individuals revealed the following chromosomal alterations: acentric fragments, chromosomal fusions, premature centromere divisions, double minutes, radial figures, ring chromosomes, polyploidies, inversions and trisomies. An analysis of two samples generated from Wharton’s jelly before and after reprogramming showed that abnormal clones can emerge or be selected and generate an altered lineage. IPSC lines may show clonal and nonclonal chromosomal aberrations in several passages (from P6 to P34), but these aberrations are more common in later passages. Many important chromosomal aberrations were detected, showing that G-banding is very useful for evaluating genetic instability with important repercussions for the application of iPSC lines.
DOI: 10.6084/m9.figshare.20557296.v1
title: Survival data for analysis

description: These datasets contain survival data for snowshoe hares collected in the springs of 2015-2018, between March 1 and May 31 and in the falls of 2015-2018, between September 1 and December 1. Survival data were obtained by conducting telemetry checks on VHF-collared hares. Various covariates of interest are included, such as weather metrics and coat colour mismatch values. We used these datasets to assess the influence of coat colour mismatch on snowshoe hare autumn and spring survival. These data were collected in the Kluane Lake region of the Yukon. <br>
DOI: 10.17632/fknftvprst
title: AADS dataset

description: Adaptive Anomaly Detection System (AADS) is a Denial of Service attack detection system that leverages architectural advantages of Software Defined Networks to detect anomalies in real-time. The data in this dataset was generated using Mininet on Raspberry Pi hardware for a period of 10 hours. Topology consisted of 8 nodes, with three kinds of traffic generation - Video streaming, File transfer and HTTP web traffic. Models - Restricted Boltzmann Machine, Variational Auto-Encoder and Neural Basis Expansion Analysis for Time Series were trained on this data and compared for results w.r.t. prediction time and deviation score. Neural Basis model gave the best result with an anomaly prediction time of 25 milliseconds and deviation score of 133. Deviation score is a measure of how well the model separates normal data from abnormal data. Note that this data only contains normal traffic flow, and attack spike can be generated by injecting a high packet count to a random entry.
DOI: 10.17632/y5ntpw6fsx
title: Dataset for Triaxial Repeated Load Test

description: Data was collected from Triaxial repeated load tests on 54 asphalt concrete samples to investigate factors influencing permanent deformation in asphalt concrete pavements. The experiments explored a variety of testing conditions including three temperature levels (20°C, 40°C, 60°C), three Triaxial load stress levels (10 psi, 20 psi, 30 psi), and the addition of hydrated lime at a dosage of 2.5% by weight of aggregate. Additionally, the study considered variable aggregate gradation representing wearing, binder, and base courses
DOI: 10.6084/m9.figshare.24873216.v1
title: Data and codes for "Emergent climate change patterns originating from deep ocean warming in climate mitigation scenarios"

description: Data and codes for "Emergent climate change patterns originating from deep ocean warming in climate mitigation scenarios"
DOI: 10.6084/m9.figshare.24973095.v3
title: Data Repository for raw data of great tit nest temperatures recorded on Vlieland, the Netherlands, from 2020-2022

description: Dataset of the nest temperature, ambient temperature and light intensity data recorded for the PhD project of Aurelia F. T. Strauß. The data is used for two projects:1. observational study linking diel timing, fitness and life history:"Female chronotype relates to lay date but not fitness in wild great tits" from Aurelia F. T. Strauß, Barbara M. Tomotani, Barbara Helm and Marcel E. Visser submitted to <i>Oecologia</i>2. experimental study (light treatments inside the nest-box) conducted in spring 2021"Short-time exposure to light at night affects incubation patterns and correlates with subsequent body weight in great tits (Parus major)" from Aurelia F. T. Strauß, Lies Bosma, Marcel E. Visser and Barbara Helm published in <i>Journal of Experimental Zoology Part A</i>. DOI: 10.1002/jez.2787-----updated 08-05-2025: item name changed and decription updated
DOI: 10.6084/m9.figshare.26839933.v5
title: <b>Spatiotemporal variability of flash floods and their human impacts in the Czech Republic during the 2001–2023 period</b>

description: This is a companion dataset to the paper [SPATIOTEMPORAL VARIABILITY OF FLASH FLOODS AND THEIR HUMAN IMPACTS IN THE CZECH REPUBLIC DURING THE 2001–2023 PERIOD] by Brázdil et al.], to be submitted to [NATURAL HAZARDS AND EARTH SYSTEM SCIENCES].
DOI: 10.17632/3twccmpdry
title: NGS Patstat supplementary data

description: The datasets included in the repository concern results obtained following patent searches performed by means of Patstat online (https://www.epo.org/searching-for-patents/business/patstat.html#tab-1). The SQL based scripts aimed at the analysis performed by means of Patstat online Autumn 2019 (pls. refer to "NGS Patstat data", Priore, Riccardo (2020), “NGS Patstat data”, Mendeley Data, V1, doi: 10.17632/f45st2xmkj.1) are flanked by a collection of SQL scripts tested on the Patstat online Autumn 2020 edition. The codes of each script refer, exactly as in the former repository ("NGS Patstat data" regarding the nucleic acids' Next Generation Sequencing techniques) to the following kinds of analysis: 1) the script named 'C1' is essentially aimed at determining the amount of patent families corresponding to patent applications filed considering the Next Generation Sequencing techniques/tools. 2) The script named ‘N1’ (‘Normalization NGS’) allows to determine the number of patent applications specifically concerning the NGS matter and filed to different national patent authorities. It may be reasonably assumed that if one geographical area is much wider and characterised by a higher number of residents than a second one, in the former case a higher number of patent applications are filed than in the latter case. However, the evaluation may significantly change when dividing the number of the patent applications specifically concerning the NGS field by the number of patent applications filed to the same authority, though irrespectively of the technical item. This procedure is referred to as 'normalization'. 3) The scripts named ‘Q1 – Q5’ are the results of search criteria aimed at estimating the value of the pooled patent documents. Metrics to be used for such aim include the number of the triadic patent families, the ranking of the patent applicants based on the dimension of the patent family or on the average number of forward citations of a patent family. 4) The scripts named ‘S1 – S2’ are aimed at elucidating the collaborations occurred in a specific time-frame between one applicant and one patent attorney. Cases in which two applicants, having collaborated with the very same patent attorney, can be considered as competitors or collaborators (co-assignees according to the possibility of co-filing a patent application), could emerge by means of such search phase. Differently from the analysis performed by means of the SQL scripts stored in "Patstat NGS" repository mentioned above, the SQL scritps provided in such new repository have been slightly modified to permit the analysis, performed by means of Patstat online, of a dataset regarding the NGS technologies and produced interrogating Orbit Intelligence. A preliminary elaboration of such Orbit dataset is based on Python and has been performed to rank the most relevant technical concepts dealing with the NGS technologies.
DOI: 10.17632/bp4bkbpzgn
title: Mechanical and electrical engineers, factor productivity measures, and firm data in US manufacturing industries

description: These datasets merge the information at the 4-digit industry level on the number of mechanical and electrical engineers with the total factor productivity measures, both from the Bureau of Labor Statistics. They are divided into three different datasets as each treated industry needed a different control group. There is also data regarding the status of firms in the industry (number of firms, establishments, firms size, etc.)
DOI: 10.17632/j4pxzxpkc3
title: Mexican Political Twitter Dataset (2018 Presidential Election)

description: This dataset contains Twitter data collected during the 2018 Mexican presidential election campaign, focusing on mentions and tweets related to the main presidential candidates (@JoseAMeadeK, @RicardoAnayaC, @lopezobrador_, and @JaimeRdzNL). It represents a sample of 10,000 tweets from a larger dataset gathered as part of the research project "In-Context Learning for Misinformation Detection: Detecting Political Propaganda on Twitter Mexico using Large Language Model Meta AI".

The dataset includes the following fields:
tweet_id: Unique identifier for each tweet
followers_count: Number of followers of the user who posted the tweet
created_at: Original timestamp of tweet creation (UTC)
local_time: Timestamp converted to Mexico City time zone
tweet: Text content of the tweet
source: Platform or application used to post the tweet

This sample dataset was collected using the Twitter's streaming API in 2018. The script filtered the global Twitter stream for mentions of Mexico's presidential candidates.

Several fields present in the original data collection have been removed from this sample to comply with Twitter's terms of service and to protect user privacy:

Username (screen_name)
Tweet URL
Geographical coordinates
User location information

Only publicly accessible tweets (those without privacy restrictions set by users) were collected in the original dataset.

This dataset serves as a sample to provide insights into the larger research project focusing on misinformation detection and political propaganda analysis in Mexican social media during the 2018 presidential campaign. The research applies large language models to detect patterns of misinformation in political discourse.
DOI: 10.6084/m9.figshare.28235465.v4
title: Paired Sample T-test results

description: In an increasingly interconnected world, where devastating news is widespread across digital platforms amplifying the reach of headlines every day, the frequent and inadvertent viewership of emotionally provocative headlines can adversely impact readers’ mental health. This study addresses the following questions: a) What is the emotional impact on the audience when they read episodically vs. thematically framed headlines? b) What is the recall value of headlines when framed accordingly? A paired t-test indicated that episodically framed headlines provoke significantly more intense emotions than their thematic counterparts. Qualitative analysis of recall value was higher for headlines that the participants rated as having higher emotional intensity (episodic). <br>
DOI: 10.6084/m9.figshare.4892111.v1
title: Data for Cristea et al (2017), JAMA Psychiatry

description: Data for Cristea IA, Gentili C, Cotet CD, Palomba D, Barbui C, Cuijpers P. Efficacy of Psychotherapies for Borderline Personality Disorder: A Systematic Review and Meta-analysis. JAMA Psychiatry. 2017;74(4):319-328. <br>
DOI: 10.6084/m9.figshare.7916321.v2
title: 2018.07 FarmCPU SNP

description: FarmCPU SNP
DOI: 10.17632/9gvrgmz58n
title: Water quality data from the Cesar River, Colombia

description: The water quality data of the Cesar River for this study are constituted by historical information recorded between 2004 and 2020. The first group of data comes from official sources (stations 1-6) and corresponds to physicochemical parameters measured by the Institute of Hydrology, Meteorology, and Environmental Studies (IDEAM). The second group (PM 7-30) corresponds to grey literature from documents of water resource management plans, watershed management, public services, and scientific research that describe the water quality conditions of the river (Nuñez & Reyes, 2012; Gutierrez et al., 2014; Madera et al., 2016). 
The structure of the database was designed under a hierarchical metadata system with a relational schema (RDBMS) which is normalized to the 3NF form, that is, in addition to being of the 2NF form, there is no transitive dependence between the attributes that are not key. The database obeys nine relational tables describing the type, primary attribute, and derived or secondary information. Raw data are included with information on physicochemical parameters, location, municipalities, surface current, region and hydro region, years reported and the source of the information, organized hierarchically. The metadata was created on the PostgreSQL platform and visualized in the QGIS environment. Also, for the queries of prop data, an open-source code was developed that encodes the meta-of the parameters or stations of interest.
DOI: 10.6084/m9.figshare.14199593.v1
title: Climate warming can reduce biocontrol efficacy and promote plant invasion due to both genetic and transient metabolomic changes

description: Data and hierarchical Bayesian model associated with the manuscript
DOI: 10.17632/yf4vcxy469
title: An evolutionarily conserved function of polycomb silences the MHC class I antigen presentation pathway and enables immune evasion in cancer

description: Source data: Western blot scans to accompany Burr et al., An Evolutionarily Conserved Function of Polycomb Silences the MHC Class I Antigen Presentation Pathway and Enables Immune Evasion in Cancer, Cancer Cell (2019), https://doi.org/10.1016/j.ccell.2019.08.008
DOI: 10.6084/m9.figshare.1317408.v2
title: Geographic distribution of Wikimedia traffic

description: This dataset contains the proportion of traffic to each public Wikimedia project, from each known country, with some caveats. This dataset represents an aggregate of 1:1000 sampled pageviews from the entirety of 2014. The pageviews definition applied was the Foundation's new pageviews definition; additionally, spiders and similar automata were filtered out with Tobie's ua-parser. Geolocation was then performed using MaxMind's geolocation products. There are no privacy implications that we could identify; The data comes from 1:1000 sampled logs, is proportionate rather than raw, and aggregates any nations with &lt;1% of a project's pageviews under 'Other'. <br>It is released into the public domain under the CC-0 public domain dedication