cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.en2mgf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((54.1341 -16.2111,54.4917 -16.3924,54.8913 -16.2339,54.9312 -16.1504,54.1138 -16.1504,54.1341 -16.2111))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013198-250525065834625/datasets/export for details.
DOI: 10.25452/figshare.plus.20289759.v1
title: CERTS Microgrid Test Bed Demonstration Data

description: The objective of the CERTS Microgrid Test Bed Demonstration, which was hosted by American Electric Power, was to enhance the ease of integrating small energy sources into a microgrid. The project accomplished this objective by developing and demonstrating three advanced techniques, collectively referred to as the CERTS Microgrid concept, that significantly reduce the level of custom field engineering needed to operate microgrids consisting of small generating sources. The techniques comprising the CERTS Microgrid concept are: (1) a method for effecting automatic and seamless transitions between grid-connected and islanded modes of operation; (2) an approach to electrical protection within the microgrid that does not depend on high fault currents; and (3) a method for microgrid control that achieves voltage and frequency stability under islanded conditions without requiring high-speed communications. The test data is grouped by each phase of the project. Each phase of the project has an associated .xls file that contains a log of the test set-up, comments and the folder where the data is stored. The waveform data for each test is stored in a .parquet file. These files can be easily imported using many standard programming languages including MATLAB and using the pandas library in Python. The columns in each file are - Datetime_ns: The datetime stamp of the measurement in nanoseconds. - EventTime_s: The timestamp trigger of the recorded event in seconds. The meter typically records 0.25 seconds before the event and up to 5 seconds after the event trigger - Va: The instantaneous voltage measured on Phase A as a % of the nominal voltage - Vb: The instantaneous voltage measured on Phase B as a % of the nominal voltage - Vc: The instantaneous voltage measured on Phase C as a % of the nominal voltage - Ia: The instantaneous current though Phase A in amps - Ib: The instantaneous current though Phase B in amps - Ic: The instantaneous current though Phase C in amps The data 'Datetime_ns' is timezone agnostic and can be converted to human-readable format for cross-referencing with the test logs using the pandas function pandas.Timestamp.
DOI: 10.6084/m9.figshare.21834969.v1
title: Target discrimination strategies of echolocation bats deciphered from acoustic simulation and trajectories

description: All data used in the paper (Target discrimination strategies of echolocation bats deciphered from acoustic simulation and trajectories).
DOI: 10.6084/m9.figshare.23929014.v1
title: Social media, mental, and sleep health 2023

description: Data, collected in 2023 assess relationships between social media, mental health, and sleep health.
DOI: 10.6084/m9.figshare.24212241.v1
title: S020.zip

description: Data for S020
DOI: 10.6084/m9.figshare.8039915.v1
title: Raw Data.zip

description: To understand the essential feature of gut microbiome and better preserve Père David’s deer, stool samples from captive and wild deer were used to identify healthy core microbiome in the gut of this species and investigate how dietary factor influence the gut microbiome. 16S rRNA high-throughput sequencing and comparative analysis were adopted in the present study. The results showed that the core gut microbiome in healthy deer was consisted of the Firmicutes and Bacteroidetes. The core microbiome was stable that might not change drastically with dietary factor. The difference in diet between captive and wild deer might influence on the success of reintroduction into the wild, but the influence might be very little. These results could be informative for future applications of population management in Père David’s deer conservation.<b> </b>
DOI: 10.17632/d65dgmpwf3
title: 10-story 620-member regular space steel frame (Sap2000 files)

description: This is the Sap2000 files of the 10-story 620 member regular steel frame. You can directly use model for analysis. Two versions of models are available named Seismic isolated (SI) based model and fixed based (FB) model.
DOI: 10.17632/tn7ynzr3y3
title: Empathy and Compassion in Holistic Social Medicine Approach: Enhancing Treatment Outcomes for Tobacco Addiction

description: The article emphasises the importance of empathy and compassion in tobacco addiction treatment and their impact on patient outcomes and well-being. It highlights the significance of a patient-centred approach and a holistic approach to social medicine that recognises the complexity of addiction and addresses all of its aspects. Incorporating empathy and compassion into treatment protocols promotes long-term recovery. The need for future research to evaluate the effects of empathy and compassion on smoking cessation rates and devise innovative interventions is emphasised. It concludes by emphasising empathy and compassion in assisting individuals on their path to a life without nicotine
DOI: 10.6084/m9.figshare.12751439.v2
title: Raw data of survival analysis

description: Raw data of survival analysis
DOI: 10.6084/m9.figshare.13246790.v1
title: A Source Data fie for Supplementary Figure 6: Imputation of genotypes from 4.5 million SNPs from 481 Glycine max accessions into 8,844 samples genotyped with the SoySNP50K array

description: DR2 and MAF score data from Imputation results of genotypes from 4.5 million SNPs from 481 Glycine max accessions into 8,844 samples genotyped with the SoySNP50K array
DOI: 10.6084/m9.figshare.4564831.v1
title: RTPCR_ekdr_Ykro_Chouaibou.txt

description: The current table represents the crude results obtained from amplification of DNA field samples for east kdr mutation detection in Yamoussoukro population of malaria vectors.<br>The tables stand for susceptibility test results with deltamethrin, bendiocarb, malathion and DDT.
DOI: 10.17632/vfpxcbk5bx
title: Dataset of a Retrospective Multicenter Cohort Study on Characteristics of Immune Checkpoint Inhibitor-induced Encephalitis and Comparison with HSV-1 and Anti-LGI1 Encephalitis 

description: Until now, data on clinical features, diagnostic criteria and treatment of irEncephalitis have been limited to case reports and series with small sample sizes. Data to describe clinical differentiators from other types of encephalitis is largely missing. However, patients with extensive malignant disease are also at risk of infectious encephalitis, such as herpes simplex virus (HSV)-1 encephalitis. The objective of this dataset is to provide data on clinical, laboratory, and radiologic features of irencephalitis and allow for comparison with herpes simplex virus (hsv)-1 encephalitis and anti-leucine-rich glioma-inactivated (anti-lgi)-1 encephalitis.
DOI: 10.6084/m9.figshare.22179485.v1
title: The Community Service of Teaching English as a Foreign Language

description: This video shows the third day of providing English language study materials to two students at public high school 13, Ambon, Indonesia. Students attended school with two different types of curriculum, the 2013 curriculum and the "Merdeka Belajar" curriculum. Curriculum dualism has existed at one level of education in Indonesia for a long time.
DOI: 10.60893/figshare.pte.26376403.v1
title: Supplement Number 1

description: Aggregate results of temperature specific questions on the Thermal Concept Evaluation for 2017, 2018, 2021, and 2022
DOI: 10.6084/m9.figshare.23585232.v1
title: Supplementary Material for: Observed Emotional Availability (EA) in the Early Months and Adolescence and Self-Reported EA at Any Age: A Narrative Review

description: Emotional Availability (EA) is a relational construct that encompasses the ability of a dyad to share an emotionally connected, safe relationship. EA is operationalized by the multi-dimensional framework, which includes the observational EA Scales, the observational Emotional Attachment Zones (EA-Z), as well as the EA Self-Report (EA-SR). The observational EA Scales measure the mutual interactive influences a child and parent may have on one another, through observation of their affect and behavior, and consist of 4 adult dimensions (sensitivity, structuring, nonintrusiveness, and nonhostility) and 2 child dimensions (responsiveness and involvement of the adult). The EA-Z refers to “emotional attachment styles” and are based on the summary of the observational EA Scales, assigned separately to adult and child (Emotionally Available, Complicated, Detached, Problematic/Disturbed/Traumatized or Traumatizing), with the potential that the emotional attachment perspective of the adult and child may not be the same. The EA Self Report is about parental perceptions rather than observations, which should be taken into account in interpreting its findings. Collectively, these different measurements are referred to as the EA System. In this review, we focus on the EA-SR at any age, as well as EA observations, on the earliest months and adolescence.
DOI: 10.6084/m9.figshare.26065606.v2
title: <b>Disentangling the drivers of urban bird diversity in the non-breeding season: a general synthesis</b>

description: Current knowledge about the impacts of urbanisation on bird assemblages is based on evidence from studies partly or wholly undertaken in the breeding season. In comparison, the non-breeding season remains little studied, despite the fact that winter conditions at higher latitudes are changing more rapidly than other seasons. During the non-breeding season, cities may attract or retain bird species because they offer milder conditions or better feeding opportunities than surrounding habitats. However, the range of climatic, ecological, and anthropogenic mechanisms shaping different facets of urban bird diversity in the non-breeding season are poorly understood. We explored these mechanisms using structural equation modelling to assess how urbanisation affects the taxonomic, phylogenetic, and functional diversity of avian assemblages sampled worldwide in the non-breeding season. We found that minimum temperature, elevation, urban area, and city age played a critical role in determining taxonomic diversity while a range of factors – including productivity, precipitation, elevation, distance to coasts and rivers, socio-economic (as a proxy of human facilitation), and road density – each contributed to patterns of phylogenetic and functional diversity. The structure and function of urban bird assemblages appear to be predominantly shaped by temperature, productivity, and city age, with effects of these factors differing across seasons. Our results underline the importance of considering multiple hypotheses, including seasonal effects, when evaluating the impacts of urbanisation on biodiversity.
DOI: 10.6084/m9.figshare.29132477.v1
title: PREDICTION OF INTERNAL EGG QUALITY TRAITS OF POTCHEFSTROOM KOEKOEK AND LOHMANN BROWN LAYERS USING CLASSIFICATION AND REGRESSION TREE METHOD

description: Dataset for prediction of internal egg quality traits of local and commercial chickens.
DOI: 10.6084/m9.figshare.14988051.v2
title: Modifications to the net knee moments lead to the greatest improvements in accelerative sprinting performance: a predictive simulation study

description: Data files, model and videos for article titled: Modifications to the net knee moments lead to the greatest improvements in accelerative sprinting performance: a predictive simulation study
DOI: 10.6084/m9.figshare.16858534.v3
title: Reference set of allele frequencies in 21 worldwide ancestry groups

description: This contains a reference set of allele frequencies for 5.8M genetic variants in 21 worldwide ancestry groups.<br><br>+ PC loadings (scaled to be used directly with frequencies) for the 5.8M variants across 16 PCs (the first one broadly corresponding to the centering).<br>
DOI: 10.17632/96hmzn6cvd
title: Activated Carbon/Zinc Oxide Composites Analysis Data

description: This sheet provides the raw data of XRD analysis and Cyclic Voltammetry for Activated Carbon doped Zinc Oxide prepared via facile ultrasonic assisted sol-gel method
DOI: 10.17632/z636ym23f6
title: MLP-based Learnable Window Size Dataset for Bitcoin Market Price

description: This dataset is collected based on Google, Blockchain, and the Bitcoin market. Generally, there is a total of 26 features, however, a feature whose correlation rate is lower than 0.3 between the variations of price and the variations of feature has been eliminated. Hence, a total of 21 practical features including Market capitalization, Trade-volume, Transaction-fees USD, Average confirmation time, Difficulty, High price, Low price, Total hash rate, Block-size, Miners-revenue, N-transactions-total, Google searches, Open price, N-payments-per Block, Total circulating Bitcoin, Cost-per-transaction percent, Fees-USD-per transaction, N-unique-addresses, N-transactions-per block, and Output-volume have been selected. In addition to the values of these features, for each feature, a new one is created that includes the difference between the previous day and the day before the previous day as a supportive feature. From the point of view of the number and history of the dataset used, a total of 1275 training data were used in the proposed model to extract patterns of Bitcoin price and they were collected from 12 Nov 2018 to 4 Jun 2021.
DOI: 10.6084/m9.figshare.12478571.v3
title: ProjecTILs murine reference atlas of tumor-infiltrating T cells, version 1

description: This is a reference single-cell map of mouse tumor-infiltrating T cells for reference-based scRNA-seq analysis using ProjecTILs (https://github.com/carmonalab/ProjecTILs). It consists of 16,803 single-cell transcriptomes from 25 samples (B16 melanoma and MC38 colon adenocarcinoma tumors) from six different studies, and can be explored interactively at: https://spica.unil.ch/refs/TIL
DOI: 10.6084/m9.figshare.12674579.v1
title: DESeq2 result file

description: DESeq2 result file from Galaxy.eu
DOI: 10.6084/m9.figshare.29087828.v1
title: <b>Enterocin from </b><b><i>Enterococcus hirae</i></b><b> </b><b>as a Natural Antimicrobial: Characterization and Effective against </b><b><i>Escherichia coli</i></b><b> </b><b>and </b><b><i>Staphylococcus aureus</i></b>

description: This study analyzes the effectiveness of Enterocin produced by <i>Enterococcus hirae</i> against <i>Escherichia coli</i> and <i>Staphylococcus aureus</i>. Enterocin production was carried out by culturing <i>E. hirae</i> in MRS Broth at 37°C for 24 hours under anaerobic conditions. SDS-PAGE analysis revealed that the enterocin had a molecular weight ranging from 6 to 8 kDa, consistent with Class II bacteriocins. FTIR spectroscopy confirmed the presence of amide functional groups, indicating the proteinaceous nature of the compound. Morphological damage in bacterial cells was visualized using FE-SEM, where treated cells exhibited disrupted membranes and structural disintegration. Subsequent EDX analysis supported ion leakage and cellular damage, while the minimum bactericidal concentration (MBC) assay demonstrated the potent bactericidal effect of the enterocin. These findings indicate that enterocin from <i>E. hirae</i> exhibits significant bactericidal activity through membrane disruption and holds potential as a novel antimicrobial agent against both Gram-positive and Gram-negative bacteria.
DOI: 10.6084/m9.figshare.7710686.v1
title: The Equivalence Principle

description: Abstract We review the conceptual basis on the Equivalence Principle, elucidating its crucial role in the formulation of gravitational theories. We analyze the direct consequences of the principle by reinterpreting in a relativistically coherent manner the way it should be considered in the derivation of gravitational redshift by using the relativistic Doppler effect. Einstein missed out this point. The most important experiments already carried out in the search for violations of the equivalence between gravitational mass and inertial mass are reviewed, their operational principles and results are analyzed.
DOI: 10.17605/osf.io/pmr7j
title: SISVAN

description: Raw data sourced from Brazil's Food and Nutrition Surveillance System (SISVAN).
DOI: 10.6084/m9.figshare.10290605.v1
title: Supplementary Material for: Assessment of the Corticospinal Tract Profile in Pure Lower Motor Neuron Disease: A Diffusion Tensor Imaging Study

description: <b><i>Aim:</i></b> The aim of this study was to evaluate the corticospinal tract (CST) diffusion profile in pure lower motor neuron disease (pLMND) patients who at baseline did not show any clinical or electrophysiological involvement of upper motor neurons (UMN), and in amyotrophic lateral sclerosis (ALS) patients. <b><i>Materials and Methods:</i></b> Fifteen ALS patients with delayed central motor conduction time (CMCT) and 14 pLMND patients with normal CMCT were enrolled together with 15 healthy controls. Fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD), and radial diffusivity (RD) maps were obtained. The tract profile of CST was reconstructed with the automated fiber quantification tool and its diffusion properties were quantified voxel-by-voxel and then compared pairwise between groups. Moreover, a random forest (RF) classifier was trained to evaluate the ability of CST diffusion metrics in distinguishing pairwise the groups from the controls. <b><i>Results:</i></b> ALS patients presented wide microstructural abnormalities in the entire CST as assessed by FA decrease and RD increase while pLMND patients showed focal FA decrease and a larger AD increase in the cerebral peduncle and posterior limb of the internal capsule in comparison with controls. RF revealed that diffusion tensor imaging (DTI) metrics accurately distinguished ALS patients and pLMND patients from controls (96.67 and 95.71% accuracy, respectively). <b><i>Conclusions:</i></b> Our study demonstrates that the CST was impaired in both ALS and pLMND patients, thus suggesting that DTI metrics are a reliable tool in detecting subtle changes of UMN in pLMND patients, also in the absence of clinical and CMCT abnormalities.
DOI: 10.6084/m9.figshare.24901884.v3
title: <b>Dataset of 569 metagenome-assembled genomes from the caeca of multiple chicken breeds from commercial and backyard farming setups of Pakistan</b>

description: This article presents metagenomic-assembled genomes (MAGs) of prokaryotic organisms recovered from 9 different groups of chicken raised in different farm setups in Pakistan. The groups comprise three different breeds (Broilers, White Layers, Black Australorp) of chicken raised in different farming setups that include antibiotic-free control sheds, commercial, and backyard farms. The binning of the samples identified 569 MAGs with50% completion, and10% contamination. The data for each MAG includes sequences in FASTA format, tables of functional annotation of genes, along with two different strategies for recovery of phylogenetic tree for these MAGs. Major geochemical cycles at community level including carbon, sulfur, and nitrogen cycles are also recovered.
DOI: 10.6084/m9.figshare.28160087.v1
title: RNA -seq of iPSC-MSC-EXOs and MSC-EXOs

description: RNA-seq difference between iPSC-MSC-EXOs and MSC-EXOs
DOI: 10.6084/m9.figshare.28250756.v2
title: <b>Inverse responses of above- and belowground trait dissimilarity reduced competition intensity in trees</b>

description: Competition drives plastic responses of multiple traits in plants, dynamically altering interspecific trait dissimilarity and subsequently reshaping competition intensity. Yet the directionality of trait dissimilarity changes and their effects on competition are unclear. Using a three-year greenhouse experiment with 5,818 tree seedlings of seven species grown with and without interspecific competition, we revealed opposing competition-induced responses between above- and belowground multidimensional trait spaces: species similar in aboveground traits while diverging markedly belowground. Although contrasting, both responses significantly reduced competition intensity. These findings demonstrate a dynamic feedback loop between competition and trait expression through coordinated shifts across multiple traits, and suggest complementary above- and belowground trait adjustments could facilitate plant coexistence by reducing interspecific competition.
DOI: 10.6084/m9.figshare.28728788.v2
title: Helixer annotation of Banglami genome with interpro functional annotation

description: Genome annotation of Banglami rice landrace with Helixer machine lerning method.
DOI: 10.17632/dhw9sz3tb5
title: Assessment of diagnostic delay, morbidity, and mortality outcomes in 302 calciphylaxis patients over a 17-year period: A retrospective cohort study

description: Supplemental figures (1-3) and tables (1-2) for manuscript entitled, "Assessment of diagnostic delay, morbidity, and mortality outcomes in 302 calciphylaxis patients over a 17-year period: A retrospective cohort study."
DOI: 10.6084/m9.figshare.19765978.v1
title: environmental data

description: environmental data
DOI: 10.6084/m9.figshare.29104448.v2
title: Evolution of the Passenger Volume Transported by the Metrorrey System Since the Fare Adjustment (June 2022 — March 2025)

description: Based on the Urban Passenger Transport report from INEGI, updated on May 15, 2025, I created this chart showing the number of registered users in the Metrorrey system since the fare increase in June 2022, when prices rose from 4.50 MXN to 5.50 MXN, up to the latest available data from March 2025, where the cost reached 8.80 MXN (As of May 2025, the current metro fare is 9.00 MXN).<b>Note</b>: This chart only includes data from the Monterrey, N. L. metro system and does not reflect ridership on bus routes like Transmetro routes or the García-Monterrey-Guadalupe Transmetro service (formerly Ecovía).<br><br><b>Source</b>: Transporte Urbano de Pasajeros INEGI, Last update at May 15, 2025<br>
DOI: 10.17632/2stvkyngj9
title: KVLCC2 roll decay

description: Roll decay tests for KVLCC2 Simulations with Fully non-linear potential flow (FNPF): fnpf_parameters.csv : contains meta data about the simulations. fnpf_kvlcc2_rolldecay_0kn.csv : invicid simulation at 0 knots fnpf_kvlcc2_rolldecay_15-5kn_const_large2.csv : invicid simualtion at 15.5 knots Hybrid method: fnpf_kvlcc2_rolldecay_15-5kn_ikeda_dev.csv : hybrid simulation at 15.5 knots Model tests: model_test_parameters.csv : meta data about the model tests model_test_units.csv : units in files Time series corresponding to the meta data. model_test_21337.csv model_test_21338.csv model_test_21340.csv
DOI: 10.17632/bm9r35sp53
title: Research Material For Predicting Working Poor and Total Employment in Kenya in-line with SDG Norms

description: The dataset contains the following features: Year, Industry Type, Contribution to GDP, Growth by GDP, Employment Types, and Total Employment of Kenya. This dataset was extracted from Statistical reports published by Kenya National Bureau of Statistics reports from 2011 to 2023. Researchers utilised advanced statistical techniques, machine and deep learning algorithms to predict the current extent of working poverty in Kenya, and assist policy makers in making informed decisions for future policy formulations.