cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27854004.v2
title: Raw sequence reads supplementing the manuscript <b>"An isothermal workflow for low-cost and PCR free field-based community metabarcoding"</b> by Plewnia et al.

description: Raw sequence reads supplementing the manuscript "<b>An isothermal workflow for low-cost and PCR free field-based community metabarcoding" </b>by Plewnia et al. (Methods in Ecology and Evolution).Sequence reads are derived from Illumina MiSeq sequencing (v2 chemistry) or Oxford nanopore Technologies MinIon (Flongle) sequencing as specified in the dataset and manuscript.
DOI: 10.6084/m9.figshare.28589486.v1
title: Supplemental Table 8

description: Number and type of Biosynthetic Gene Clusters (BGCs) predicted by antiSMASH v.5.1.0.
DOI: 10.6084/m9.figshare.3841173.v2
title: Schemes of Xenopus laevis tadpoles

description: Schemes of <i>Xenopus laevis</i> tadpoles at developmental stage 50 and 54 in 'Individual images of Xenopus laevis tadpoles' (see references). These drawings are low detail pictograms and lack characteristics for identifying a particular developmental stage; they are therefore best used for illustrations that require <i>Xenopus </i>tadpole icons. The file includes several versions of each sketch, with various amounts of detail.<br><br>Edit 24 January 2017: Now there are additional schemes based on differently staged animals.<br>
DOI: 10.6084/m9.figshare.99146.v1
title: Gaussian Job Archive for C14H14

description: Archive of work produced using the resources of the Imperial College High Performance Computing Service.
DOI: 10.17632/c7gg94tmvz
title: A dataset of EV batery charging from Shenzhen Auto Electric Power Plant Co., Ltd (Autosun) and Hong Kong Polytechnic University.

description: A dataset of EV batery in Shenzehn, China. 

This dataset covering the period between October 2020 and October 2023 was collected from 30 real public EV charging stations which are operated by Shenzhen Auto Electric Power Plant Co., Ltd (Autosun), a leading company in EV Mega-Watt charging technology solution with a 250 MW public EV charging network in China.

We at first do the preprocessing here including: (1) down-sampling of normal operating data; (2) dividing charging stations into 8 data owners; (3) dropping incomplete or abnormal data. After this, we provide 2 files. The first one (processed_data.xlsx) is the pre-processed data. The second (processed_data_longer_than_30.xlsx) is the data which only includes charging sequences longer than 30 minutes. 

The second dataset, which will be used in our article, contains 21175 pieces of EV charging data with 1547432 sampling points, covering 10154 EVs that comprise various types of batteries. Each piece of charging data includes charging current, voltage and power at a 1 minute time interval. The battery fault data in this dataset can be categorized into two distinct types. The first type refers to faults that have been reported by engineering personnel, such as thermal runaway, unbalanced cell voltages, short-circuit and so on. The second type is characterized by excessively high temperatures that incur disconnection by the stations themselves.

The meaning of all columns is shown here:

id: unique id for every data point
transaction_id: unique id for every charging sequence
begin_time: begin time of a charging sequence
end_time: current sampling time
total_charging_kwh: charging energy for now
total_charging_min: charging time for now
current_soc: SOC for now
current_energy_meter_value: the energy of this battery at this time
chargingv: current charging voltage
charginga: current charging current
out_power: current charging power
charging_gun_temperature1: temperature of the charging gun
charging_gun_temperature2: temperature of the charging gun
types: Battery types, 03: LFP, 06: NMC, 04: LMO, 05: LCO, 07: LP
class_judge: data owner index
label: denote if it is a fault battery data, 1 means faulty, 0 means normal
DOI: 10.17632/nnvjvcs2wf
title: Overpressure evolution of the Qiongdongnan Basin

description: Well logs, test data and seismic data are used in the study：Effects of differential tectonic activities on overpressure evolution in the deep water area of the Qiongdongnan Basin: Implications for gas hydrate accumulation
DOI: 10.6084/m9.figshare.5319034.v1
title: abs.txt

description: Contains absorbance spectra for all samples.
DOI: 10.6084/m9.figshare.5980348.v1
title: Influence of practice time on surfing injuries

description: Abstract Introduction: studying the influence of surfing on the prevalence of injuries may contribute to prevention. Objective: to analyze the influence of time practicing sports and the occurrence of previous surgery on the profile and prevalence of injuries caused by surfing. Methods: Sixty-six Brazilian surfers (26.16 ± 0.73 years old) participated in this study. Anthropometric data, physical activity level, surfing practice time and the prevalence of injuries (type of injury, anatomical region affected, and mechanism of injury) were evaluated. To assess which of the studied variables exerted significant influence on the mean number of injuries, a Poisson log-linear model was adjusted through R software (p &lt; 0.05). Results: most surfers were classified as eutrophic (73%), very active (60.6%), had an average practice time of 10.1 ± 1 years, and were not members of a surfing federation (74%). It was also observed that 90.9% of participants reported injuries caused by surfing and 44.9% affected the lower limbs. The majority of these injuries affected the integumentary system (46.6%). The main mechanism of injury was impact with the board or seabed (40.4%). Furthermore, it was found that surfing federation members presented an average of 58.4% more injuries than non-members (p = 0.007). Surfers who had undergone previous surgeries showed an average number of injuries that was 56.9% higher than other surfers (p = 0.012). In addition, it was found that for each extra year of surfing, the average number of injuries increased by 2.5% (p = 0.0118). Conclusion: the average number of injuries increased with increment in time practicing the sport, previous surgery and membership in a surfing federation.
DOI: 10.6084/m9.figshare.7667999.v3
title: Tunable nonenzymatic degradability of <i>N</i>-substituted polyaspartamide main chain by amine protonation and alkyl spacer length in side chains for enhanced messenger RNA transfection efficiency

description: Degradability of polycations under physiological conditions is an attractive feature for their use in biomedical applications, such as the delivery of nucleic acids. This study aims to design polycations with tunable nonenzymatic degradability. A series of cationic <i>N</i>-substituted polyaspartamides were prepared to possess primary amine via various lengths of alkyl spacers in side chains. The degradation rate of each polyaspartamide derivative was determined by size exclusion chromatography under different pH conditions. The <i>N</i>-substituted polyaspartamide containing a 2-aminoethyl moiety in the side chain (PAsp(AE)) showed considerable degradability under physiological conditions (pH 7.4, 37 °C). In contrast, the <i>N</i>-substituted polyaspartamides bearing a longer alkyl spacer in the side chain, i.e. the 3-aminopropyl (PAsp(AP)) and 4-aminobutyl moieties (PAsp(AB)), more strongly suppressed degradation. Further, a positive correlation was observed between the degradation rate of <i>N</i>-substituted polyaspartamides and a deprotonation degree of primary amines in their side chains. Therefore, we conclude that the deprotonated primary amine in the side chain of <i>N</i>-substituted polyaspartamides can induce the degradation of the main chain through the activation of amide nitrogen in the side chain. When <i>N</i>-substituted polyaspartamides were utilized as a messenger RNA (mRNA) delivery vehicle via formation of polyion complexes (PICs), degradable PAsp(AE) elicited significantly higher mRNA expression efficiency in cultured cells compared to PAsp(AP) and PAsp(AB). The higher efficiency of PAsp(AE) might be due to the facilitated destabilization of PICs within the cells, directed toward mRNA release. Additionally, degradation of PAsp(AE) considerably reduced its cytotoxicity. Thus, our study highlights a useful design of well-defined cationic poly(amino acid)s with tunable nonenzymatic degradability.
DOI: 10.17632/f7knr8r94w
title: Reddit Ideological and Extreme Bias Dataset - Part 3

description: Data 2: Dataset with articles posted in the Liberal, Conservative, and Restricted (private or banned) subreddits. In total, we collected a corpus of 1.3 million articles. We have collected news articles to understand radicalized communities through the shared news articles.

Part 3 has Data 2 (Raw and Unlabeled Data - reamaining 36 of the 76 .json files)
DOI: 10.17632/vw3f2ndk47
title: Data Summary for "Image-Guided Bioprinting of Vascular Matrix Mimetic Hydrogels"

description: This folder contains several Excel files presenting quantified data from mechano-structural characterizations comparing hypertensive and normotensive arteries as well as cellular responses to these mechano-structural environments.
The datasets include:
1. Layer-specific arterial stiffness measured by atomic force microscopy (AFM).
2. Extracellular matrix (ECM) composition and architecture, focusing on collagen and elastin area percentage in the two medial layers (M1 and M2).
3. Pulmonary artery smooth muscle cell behavior, including cell area, focal adhesion molecule expression, and quantified drug responsiveness in artery-mimetic microstructures fabricated via 3D bioprinting.
Detailed measurement and imaging data on (a) mechano-structural changes in arterial ECM associated with hypertension and (b) optimization of the 3D bioprinting process used to replicate artery-mimetic architectures are in separate datasets.
In addition to hypertensive-specific comparisons, one Excel file includes layer-specific measurements of pulmonary arteries, carotid arteries, and aortas from calves. This dataset illustrates variations in arterial stiffness, collagen and elastin content, and their ratios across different artery types from slaughtered cattle and young calves.
The folder also contains a README file outlining the study goals, key findings and explanations of variables and values.
DOI: 10.17632/x3vsxpspn4
title: Somatic evolution of the non-neoplastic IBD affected colon

description: Data supporting the manuscript 'Somatic evolution of the non-neoplastic IBD affected colon' by Sigurgeir Olafsson et al. https://www.biorxiv.org/content/10.1101/832014v1.article-metrics
DOI: 10.6084/m9.figshare.12038280.v1
title: Additional file 8 of Novel approach in whole genome mining and transcriptome analysis reveal conserved RiPPs in Trichoderma spp

description: Additional file 8. Gene annotations for cluster 75 of T. citrinoviride, manually curated and based on a Blastp v2.9.0+ (protein-protein BLAST) [25] search against a manually curated database, including protein accessions.
DOI: 10.6084/m9.figshare.12129081.v1
title: Random 60mer

description: Fastq file for random 60mer (Supporting Info)
DOI: 10.6084/m9.figshare.14524320.v1
title: Gene database of Danio rerio

description: <i>Danio rerio</i> (also known as zebrafish) is a commonly used vertebrate model organism in drug development, and in studies of tissue regeneration. More importantly, transgenic versions of the organism are available for use in experiments seeking to correlate genetic endowment with observable phenotypes. This work sought to provide fundamental information about <i>D. rerio</i> by parsing its annotated genome information downloaded from GenBank through an in-house MATLAB genome analysis software. Comprising gene name, gene function, and gene sequence of all genes in the genome of <i>D. rerio</i>, the dataset should find use in guiding genetics experiments seeking to correlate genetic endowment with phenotypes.
DOI: 10.6084/m9.figshare.28555754.v1
title: CITE-seq_pbmc_combined_preprocessed.h5mu

description: Preprocessed integrated 10k and 5k PBMC CITE-seq datasets from 10X Genomics.Original 5k dataset, and 10k dataset.
DOI: 10.6084/m9.figshare.13625627.v1
title: Survival analysis data for metastatic Prostate cancer patients at UCI

description: Survival analysis dataset for metastatic prostate cancer patients at UCI from 2010 to 2015.
DOI: 10.6084/m9.figshare.22578610.v2
title: Deepened snow cover increases grassland soil carbon stocks by incorporating carbon inputs into deep soil layers

description: The code for statistical analysis
DOI: 10.6084/m9.figshare.26067970.v4
title: Code and data supporting “<i>Threat reduction must be coupled with targeted recovery programmes to conserve global bird diversity</i>”.

description: Code and data supporting “<i>Threat reduction must be coupled with targeted recovery programmes to conserve global bird diversity</i>”.
DOI: 10.6084/m9.figshare.27284223.v1
title: Public Transport across Models and Scales: A Case Study of the Munich Network

description: This dataset contains the data supporting the findings of the paper "Public Transport across Models and Scales: A Case Study of the Munich Network" by the authors.Network dataFile: bus_network.gmlRepresentation of the Munich bus network. The network is directed and weighted. Each node carries as attributes its name as well as coordinates in the WGS 84 and EPSG:31468 reference system. The weight of each arc reflects the number of routes that use it.Simulation dataEach data file for every model exists for two different runs, `bus-25perc` (or `bus`) and `mvv-5perc` (or `mvv`). The former was used to compare the models with each other, and the latter to compare the model with the MVV data.MATSim & MCNFFiles: MATSim-trips_[run].csv, MCNF-trips_[run].csvList of trips. For each trip, it holds the ID of the entry and exit nodes (→ bus network) (`entry_node`, `exit_node`), the time spent in a vehicle in minutes (`in_vehicle_time`), the distance between entry and exit node in kilometers (`endpoint_distance`), and an ID for the trip (`trip_id`).Files: MATSim-nodes_[run].csv, MCNF-nodes_[run].csvList of nodes. For each node, it holds its ID (→ bus network) (`stop`) and the number of times among all the trips it was an access, egress, or passthrough node (`access`, `egress`, `passthrough`).Files: MATSim-arcs_[run].csv, MCNF-arcs_[run].csvList of arcs. For each arc, it holds its (directed) pair of the arc's nodes' IDs (→ bus network) (`arc`), the absolute number and relative proportion of times among all the trips it was passed (`utilization`, `frequency`).IRWFile: IRW-trips_[run].csvList of trips. For each trip, it holds the ID of the entry and exit nodes (→ bus network) (`entry_node`, `exit_node`), the number of steps a trip took (`trip_steps`), and the distance along the trips arcs as well as between entry and exit node in kilometers (`trip_length`, `trip_distance`). File: IRW-nodes_[run].csvList of nodes. For each node, it holds its ID (→ bus network) (`node_id`) and the proportion of times among all the trips it was an access, egress, or passthrough node (`access`, `egress`, `passthrough`).File: IRW-arcs_[run].csvList of arcs. For each arc, it holds its (directed) pair of the arc's nodes' IDs (→ bus network) (`arc`), the proportion of times among all the trips it was passed (`frequency`).Reference dataFile: MVV-nodes_bus.csvList of nodes. For each node, it holds its ID (→ bus network) (`stop_id`) and the (average) number of times among all the trips it was an access or egress node (`access`, `egress`).
DOI: 10.6084/m9.figshare.5554633.v1
title: Experiment HaLT-SubjectK-161108-6States

description: Experiment in which subject performed 6 imageries of left and right hand motion, left and right leg motion, tongue motion, and a passive state.
DOI: 10.17632/52cnzr43r3
title: RW3 Research data and results

description: This folder is associated with a Research paper in which the link to this folder is given, so that the code and results can be used/verified by the readers of the paper.
DOI: 10.17632/997pwzvhgj
title: Impact-Echo Dataset for Concrete Inspection with Ground Truth Schematics

description: This dataset contains 1824 Impact-Echo signals collected over concrete with artificial defects installed. Dataset is collected in two parts (1 and 2). For more information please check: 
"Robotic Inspection and Subsurface Defect Mapping Using Impact-echo and Ground Penetrating Radar" by Ejup Hoxha, Jinglun Feng et al. (10.1109/LRA.2023.3290386)

Note: Ground truth is shown in the schematics. Dataset does not have labels, but one can derive labels using schematics and other provided information. Moreover, due to the success of our learning-based Impact-Echo model, one can always consult our published model. 

Provided python script is a guide on how to load the `.npy` arrays, and plot them. Schematics and slab skeleton are included in a pdf file.

Please cite datasets if you use them for your research.
DOI: 10.17632/bj9fdrh5pp
title: The effects of managerial expectations/perceptions of healthcare workers on their job satisfaction

description: The effects of managerial expectations/perceptions of healthcare workers on their job satisfaction
DOI: 10.6084/m9.figshare.20472123.v1
title: surveytraitsarchive.xlsx

description: To evaluate how <em>Sedum</em> cover and water availability effect spontaneous plant biomass and both species and functional richness, we conducted a 10-month experiment in green roof microcosms sown with a mix of 14 plant species that commonly occur as spontaneous species on green roofs. We measured species abundance, biomass, and functional traits (specific leaf area, leaf dry matter content, and relative growth rate), and calculated species and functional richness.
DOI: 10.6084/m9.figshare.22787282.v1
title: This item include three datasets in vcf file.

description: Dataset 1: 938 all SNPs. Dataset 2: 860 neutral SNPs. Dataset 3: 801 SNPs of Taiwan. Details can be seen in Table 1 of the article.
DOI: 10.17632/bhndxnp8bf
title: The indirect effect of TikTok use on depressive symptoms through insomnia among university students

description: A cross-sectional study was conducted online in 2025 among 173 university students in Poland (mean age 23 years; M = 23.09, SD = 3.92), of whom 73.4% were women and 49% studied at the faculties of medicine and healthcare. The Google Forms questionnaire consisted of demographic questions, depression symptoms assessed by the Patient Health Questionnaire (PHQ-9), insomnia measured by the Athens Insomnia Scale (AIS-8) , and problematic use of TikTok (PTTU) assessed by the modified Bergen Facebook Addiction Scale (BFAS).
DOI: 10.6084/m9.figshare.29136710.v2
title: Biomolecules data

description: raw data
DOI: 10.6084/m9.figshare.5458342.v1
title: Tefé Bunyavirus S segment.fasta

description: FASTA file containing nine sequences of the S segment from Bunyavirus humans samples detected in Tefé, Amazonas, Brazil.
DOI: 10.6084/m9.figshare.11803995.v1
title: condensed_species_NCBI v1.1.0

description: The condensed_species.csv dataset is the second data product from the data merger workflow. The trait data are mapped and aggregated to NCBI species level.
DOI: 10.6084/m9.figshare.25680042.v1
title: The Original dataset from NHANES.

description: The Original dataset from NHANES.
DOI: 10.6084/m9.figshare.25846246.v1
title: EXCEL DATA FOR ENV TECH.xlsx

description: <b>The study has a bifold objectives, firstly to determine the concentration of lead (Pb) in the soil and ground water within the vicinity of a historical gold mine region located in the Kolar Gold fields (KGF), Karnataka. The study employed Thermo Scientific’s Inductively Coupled Plasma-Optical Emission Spectroscopy (ICP-OES) and ICP-AES using Iteva software to analyze the distribution of lead in soil and ground water. Four soil and ground water samples were collected from the selected study sites (A, B, C and D) proximity to residential area, were examined from January - December 2023.</b>
DOI: 10.6084/m9.figshare.4982663.v1
title: Velocity field data Trefftz-plane measurement in flapping flight from Multi-cored vortices support function of slotted wing tips of birds in gliding and flapping flight

description: Vector data of figure 1c in tab separated text format (y [mm], z [mm], v [m/s], w [m/s])
DOI: 10.17632/62cy95pj4p
title: Test-Retest Reliability and MDC for Myotonometric parameters in upper and lower limbs of health adults

description: Objective: To investigate between day reliability of the myotonPRO to assess different muscles in healthy adults, and the difference between male and female counterparts.

Methods: Eighty healthy male and female adults were assessed regarding each muscle. Participants were assessed twice within 48h with the MyotonPRO (muscle tone, stiffness, elasticity, mechanical stress relaxation time, creep) on the dominant middle deltoid (MD), rectus femoris (RF), anterior tibialis (TA) and soleus (SO). Test-Retest reliability was investigated with ICC, and minimal detectable change.
DOI: 10.17632/jfkfbw3gzh
title: Bangalabarta : A Spam / Smishing SMS Dataset Bangla

description: Description:

BangalaBarta is a robust and diverse dataset designed for the detection and classification of spam and smishing (phishing via SMS) messages in Bangla. It contains a total of 2772 SMS messages categorized into three distinct classes: Smishing, Promotional, and Normal SMS. The dataset represents a wide range of text types encountered in Bangla short message services (SMS) across various telecommunication networks, including prominent Bangladeshi telecom operators such as Grameenphone, Banglalink, and Robi, among others.

This dataset has been carefully curated to offer a representative sample of common SMS messages exchanged among users in Bangladesh, making it particularly useful for training and evaluating machine learning models aimed at spam and smishing detection. The Smishing class contains messages designed to deceive users into revealing sensitive information, while the Promotional class includes marketing messages from various businesses. The Normal SMS class represents everyday communication between users that are not intended to be malicious or promotional.

Key Features:
Total messages: 2772
Classes: Smishing, Promotional, Normal SMS
Languages: Bangla (Bengali)
Telecom Networks Covered: Grameenphone, Banglalink, Robi, and other major telecom services
Use Cases: Spam detection, smishing identification, language-based classification models
Format: The dataset is available in a structured format (e.g., CSV, JSON) with clear labeling for each message type.
Potential Applications:
Spam Detection: Identifying unwanted marketing messages from legitimate user communications.
Smishing Detection: Classifying fraudulent SMS attempting to steal personal or financial information.
Language Processing: Facilitating the development of Bangla language models for text classification.
Telecom Security: Enhancing telecom service providers' ability to identify and block malicious SMS traffic.
This dataset is ideal for researchers and practitioners working on Bangla language processing, telecom security, and natural language processing (NLP), particularly in contexts where identifying harmful SMS is crucial for ensuring user safety and maintaining secure mobile communication networks.