cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/c3cpcng32d
title: Data for measurement of shear moduli

description: This is the data that was used for the measurement of the shear moduli for PLA and ULTEM 9085. PLA produced more reliable data so required fewer samples.
DOI: 10.6084/m9.figshare.20116118.v1
title: Data_Laspinema

description: The vcf file with variable and invariable sites and multiple sequence alignments (for whole-genome and 16S rRNA phylogeny, and extracted from the vcf file) used for analyses.
DOI: 10.6084/m9.figshare.28575008.v1
title: Supplementary Tables

description: Supplementary Table 1 to Supplementary Table 11
DOI: 10.17632/rcw8mzyvsy
title: Actividad de aplicación docente por asignaturas 

description: Este dataset contiene los recursos para que el estudiante  explore  artículos de investigación y en ellos  trabaje competencias acorde al tema a tratar en el aula.  Al mismo tiempo que desarrolla la habilidades para analizar datos y elaborar  ensayos  investigación en pregrado. Cada asignatura tiene una carpeta con las actividades correspondientes según las competencias que le correspondan  para su análisis y discusión en aula.
DOI: 10.17632/xn8p7rxkyn
title: Cannibalism by Cariama cristata

description: The videos show the first case of possible parental infanticide followed by cannibalism by the adult and nestmates of Red-legged Seriema (Cariama cristata). They were recorded with a camera-trap (Minox) on 29 September 2018 at Arcos municipality, state of Minas Gerais, southeastern Brazil (20°20’679”S, 45°46’452”W). These videos are the Supplemental Material of the paper by Anita Studer, Luis Batista, Maria Clara B. Gomes and Miguel Ângelo Marini. 2021 'Parental infanticide and cannibalism by the Red-legged Seriema, Cariama cristata'. WIlson Journal of Ornithology.
DOI: 10.4225/03/5804798d2a2ec
title: Highly comparative time-series analysis of Drosophila melanogaster movement speed

description: Results of running hctsa analysis on movement speed data of fruit flies, <i>Drosophila melanogaster</i>, restricted to a one-dimensional tube and tracked continuously for between 3 and 6 days using video tracking.Data were measured and kindly provided by Quentin Geissmann and Giorgio Gilestro.Movement speed was estimated as the maximum speed in each non-overlapping 10s time window, from position measurements measured at approximately 2Hz, where displacements were measured as the euclidean distance between successive coordinates of the fly.<br>Data are labeled with keywords `M` (male), `F` (female), `day`, and `night`, as well as region numbers, and day numbers (for multi-day experiments).<br>Links to code repositories for analysing the dataset using <i>hctsa</i> is provided below.<br>
DOI: 10.6084/m9.figshare.2066718.v2
title: SNM - Example of Matlab code and data

description: Compacted file containing Matlab scripts and some data for Statokinesigram Normalization Method application.<br>
DOI: 10.17632/39sjhchwtx
title: Benchmark Frames for Structural Analysis

description: The data provided here were created as part of an extensive study conducted by the contributors. As described in detail in the article titled "Efficient geometric nonlinear elastic analysis for design of steel structures: Benchmark studies" (Journal of Constructional Steel Research, 186, doi: 10.1016/j.jcsr.2021.106870), a set of twenty-two planar benchmark frames was compiled in order to validate a proposed finite element-based approximate method of second-order elastic analysis. The frames offer a broad range of two-dimensional geometries and stability sensitivities, with critical buckling load ratios ranging from 1.2 - 7.9. 

These benchmark frames are useful for studying structural design and analysis methods. 

The data and supplementary information include:
  1.  Frame descriptions (PDF file): geometry, member sizes, and loading details for each of the 22 benchmark frames
  2.  Finite element models (MASTAN2 files) of benchmark frames: both perfect and imperfect geometries (with global sway)
  3.  Finite element model data (Excel file) for each frame – both perfect and imperfect geometries; This includes node coordinates and element conductivity etc. useful for creating frame models with any FEA program.
  4.  Simulation results: (a) Joint displacements and member design moments for each benchmark frame as determined by 3 different analyses; (b) Critical buckling load ratio of each frame.

MASTAN2 software can be downloaded for free at http://mastan2.com/.
DOI: 10.17632/8fmmrnddzm
title: Network Pharmacology and Experimental Validation Reveal Ganodermanontriol Modulates Pneumonia via TNF/NF‑κB/MAPKs Signaling Pathway

description: Ganoderma lucidum (Leyss. ex Fr.) Karst has been traditionally used in Chinese medicine for its therapeutic effects, particularly in treating respiratory conditions such as cough and asthma. As a dual-purpose medicinal and edible substance, Lingzhi is widely recognized for promoting health. However, its potential in managing pneumonia remains largely unexplored, requiring further investigation. This study aimed to investigate the therapeutic effects of G. lucidum on pneumonia and to elucidate the underlying mechanisms of action, focusing on the role of its active compounds in modulating inflammatory pathways. Network pharmacology, bioinformatics, molecular docking, and in vivo validation were used. High-performance liquid chromatography and liquid chromatography–mass spectrometry identified eight triterpenoids in G. lucidum, with ganodermanontriol predominating. Molecular docking predicted interactions between compounds and target proteins, while in vivo studies on pneumonia model rats evaluated ganodermanontriol's efficacy. The HPLC and LC–MS analyses identified eight triterpenoids within the ethanol extract of G. lucidum, with ganodermanontriol being the predominant compound. Network pharmacology and molecular docking studies highlighted core genes, including TNF, EGFR, ESR1, HIF1A, HSP90AA1, and SRC, which were significantly involved in the regulation of inflammatory pathways. In vivo studies demonstrated that ganodermanontriol treatment alleviated pulmonary pathological changes in pneumonia model rats by suppressing the release of inflammatory mediators. Mechanistic studies revealed that ganodermanontriol downregulated TNF-α and inhibited the NF-κB/MAPKs signaling pathways. Ganodermanontriol shows promising potential as an anti-inflammatory agent for pneumonia by targeting the TNF/NF-κB/MAPKs signaling pathway, offering a novel therapeutic strategy.
DOI: 10.17632/d3scxmd28s
title: Data for "Space Weathering Characteristics of Lunar PSRs Soils: Evidence From Experimental Simulation"

description: Data for "Space Weathering Characteristics of Lunar PSRs Soils: Evidence From Experimental Simulation"
DOI: 10.6084/m9.figshare.19908193.v1
title: Pyrho Validation - Check re-gridded periodic data

description: # Validation data for "A representation-independent electronic charge density database for crystalline materials" <br> Each directory is named after the `task_id` field from the following query to the Materials Project database: <br> ```python from pymatgen.ext.matproj import MPRester <br> with MPRester() as m: q_res = m.query( criteria={ "nelements": 1, "e_above_hull": {"$lt": 0.1}, "nsites": {"$lt": 20}, "e_above_hull": {"$lt": 0.00001}, }, properties=["energy", "structure", "e_above_hull", "task_id", "exp"], ) ``` <br> There are 117 directories in all. Each directory contains the `POSCAR` file of the unit cell, the `CHGCAR`'s of the unit cell and two different supercells: <br> ```python sc1 = uc * [ [1, 1, 0], [1, -1, 0], [0, 0, 1], ] sc2 = uc * [ [2, 0, 0], [0, 2, 0], [0, 0, 2], ] ``` <br> and the output of the validation analysis `validate_sc.json` which should look like this: <br> ```json { "sc1": { "1": 0.0002730357775883091, "2": 6.913892646285771e-05, "4": 1.7710165019594026e-05 }, "sc2": { "1": 0.0002667279377434944, "2": 6.911585183768033e-05, "4": 2.6712034073784627e-05 }, "formula": "H2" } ``` <br> The output of the validation analysis is created using the `validate_sc.py` script, which calculates the average of the difference between the re-gridded and explicitly calculated charge densities. The differences are stored in units of electrons/Angstrom^3 for each supercell and up-sampling factors 1/2/4. Once the JSON files are in place, the plot from the paper can be generated using the `plot.py` script.
DOI: 10.6084/m9.figshare.9927986.v1
title: opt-SNE datasets

description: Data files referenced within the opt-SNE preprint (https://doi.org/10.1101/451690) are available for download belowFlow18parameter18 parameter fluorescent flow cytometry file from http://doi.wiley.com/10.1002/cyto.a.22983.flow18_annotated.fcs - an FCS file with all original channels. An extra channel is included that identifies cell types assigned by expert gating. The data are compensated and all fluorescent parameters scaled by the function asinh(x/150).flow18_for_optsne.csv - the data from above but converted to a CSV file that can be used as input to the open-source Multicore-opt-SNE package. Only channels used for opt-SNE analysis are included in the file. Note that the events are sorted by class ID, so if subsetting the file it is recommended to randomize the row order beforehand.tsne_results_flow18.csv - an example of opt-SNE results for the Flow18parameter dataset.Mass41parameter41 parameter mass cytometry dataset from https://doi.org/10.1126/science.1198704.mass41_annotated.fcs - an FCS file produced by concatenation of multiple files from the original dataset. An extra channel is included that identifies cell types assigned by expert gating. An additional extra channel identifies file of origin. All mass parameters are scaled by the function asinh(x/5).mass41_for_optsne.csv - the data from above but converted to a CSV file that can be used as input to the open-source Multicore-opt-SNE package. Only channels used for opt-SNE analysis are included in the file. Note that the events are sorted by class ID, so if subsetting the file it is recommended to randomize the row order beforehand.tsne_results_mass41.csv - an example of opt-SNE results for the Mass41parameter dataset.
DOI: 10.6084/m9.figshare.14777139.v1
title: Supplementary Material for: A Novel Frameshift Variant of the <b><i>MITF</i></b> Gene in a Chinese Family with Waardenburg Syndrome Type 2

description: Waardenburg syndrome (WS) is a rare genetic disorder characterized by varying combinations of sensorineural hearing loss and abnormal pigmentation involving the hair, skin and iris. WS is classified into 4 subtypes (WS1–WS4) based on additional symptoms. WS2 is characterized by the absence of additional symptoms and is mainly attributed to variants in the microphthalmia-associated transcription factor (<i>MITF</i>) gene. We detected a novel frameshift variant c.1025_1032delGGAACAAG (NM_198159) of <i>MITF</i> in 5 patients with WS2 from the same Chinese family by using targeted next-generation sequencing and Sanger sequencing. Phenotypic and genotypic analyses of the family members suggested that this novel variants was pathogenic. Our finding expands the spectrum of <i>MITF</i> variants.
DOI: 10.6084/m9.figshare.24321388.v1
title: ASCAT IB VOD and vegetation scattering paramete from 2008 to 2020

description: A new global C-band vegetation optical depth product from ASCAT: Description, evaluation, and inter-comparison https://doi.org/10.1016/j.rse.2023.113850<br>
DOI: 10.6084/m9.figshare.29154959.v1
title: masson

description: masson for 3m and 20m
DOI: 10.6084/m9.figshare.3464099.v2
title: Properties of the 48 building archetypes used to characterise the building stock of the City of Melbourne, Australia

description: This dataset presents the different assemblies used to characterise each of the 48 different building archetypes used to characterise the building stock of the City of Melbourne, Australia.<br>Note these archetypes are only an approximation of reality and the properties might significantly differ from a particular building that belongs to the same typology, age group and height category.
DOI: 10.60893/figshare.sss.28904783.v1
title: 02002-12

description: S KLM
DOI: 10.26188/27914085.v1
title: Shed 1 (week 1)

description: Data from Shed 1 (location 1).This shed includes data from the same shearer (Shearer 1), collected over three days (Tuesday, Wednesday, Thursday).
DOI: 10.6084/m9.figshare.20921419.v3
title: rawDataAndVideos from Power requirements for bat-inspired flapping flight with heavy, highly articulated and cambered wings

description: A set of matlab files to access the data, along with videos that show the recorded wing kinematics
DOI: 10.6084/m9.figshare.28497776.v1
title: Bi-objective GRLP datasets

description: Modified Set 2 and Set 4
DOI: 10.6084/m9.figshare.28558685.v1
title: statistics.sav

description: This study enrolled 120 children with MPP admitted to the First Affiliated Hospital of Anhui Medical University between April 2024 and December 2024.
DOI: 10.17632/39gmc4bg5n
title: VR CONTENT

description: We collected a virtual reality video data set including different motion modes. In the past, only a few VR videos were used to evaluate the scenes, but we collected 21 360-degree videos for model training, including various scenes from VR video websites as benchmarks, and conducted extensive subjective experiments to evaluate the objectivity. The video includes various scenes such as beaches, driving, flying and roller coasters.And the score of an SSQ questionnaire including 4K360 VR video sets and related contents. ICVR DOI:10.1109/ICVR57957.2023.10169213
DOI: 10.6084/m9.figshare.26879437.v1
title: Replication material: 'Exit through the gift shop: The Estimated Size of Offshore Banking' (Binder, Miethe & Olk, 2025)

description: Offshore banking enables money creation outside of national regulation. How significant is this phenomenon? This article provides the first comprehensive estimate of Eurodollar banking, the unregulated creation of the United States’ currency under another jurisdiction’s law. Drawing on economic history and interviews with market participants, we conceptualize the Eurodollar system as comprising loans, bonds, and foreign exchange derivatives. Applying a novel measurement method to Bank for International Settlements (BIS) data, we estimate that in 2023, $11.4 trillion in loans and bonds and $75.8 trillion across all instruments constituted unregulated offshore dollars, exceeding the volume of regulated cross-border U.S. dollar instruments. Geographically, Europe – particularly the City of London – remain central to the system. Offshore banking allows privileged private actors to circumvent public rules. It underpins other offshore financial services such as tax planning or sanctions evasion. Yet the recent regulation of Eurodollar futures suggests a latent capacity for public control.
DOI: 10.6084/m9.figshare.29085290.v1
title: Dataset - simulation results.xlsx

description: Simulation results for difference set of blocklengths (L1, L2) in two-hop IoT networks.
DOI: 10.6084/m9.figshare.3556830.v1
title: Supplement 1. R code for fitting the N-mixture model.

description: File List BetaBnCountsTruncPoissonAbund.R (MD5: 8dbe29e76e78687fcb479dce7b3e2424)Description BetaBnCountsTruncPoissonAbund.R contains R code for simulating point counts under the assumptions of the <i>N</i>-mixture model and for computing maximum-likelihood estimates of the model's parameters.
DOI: 10.6084/m9.figshare.6877607.v1
title: LEfSe analyses data

description: Each of the files can be used in collaboration with the LEfSe algorithm (scripts available on GitHub) to create LEfSe figures.
DOI: 10.17632/2xm4vsv6w8
title: Raw western blot images for Chan et al.

description: Uncropped western blots for figures appearing in Chan et al. Full details of methods and interpretation are provided in the associated manuscript.
DOI: 10.6084/m9.figshare.7182851.v1
title: Analysis of Japan's LNG Import Spot Price: what are the implications to domestic gas pricing in Indonesia?

description: Gas export to Japan has become an important source of revenue for Indonesia since the 1970s. Traditionally, the gas was priced with linkage to the oil price. However, changes in the market during the early 2010s has put pressure to this traditional pricing mechanism. Using the Vector Auto-regression (VAR) approach, this research aims to understand whether the spot LNG import pricing in Japan is moving away from JCC linkage or not, and the extent of the change if there is any. <br>LNG price analyzed in this research is the Japanese spot cargo import price, published by the Japanese Ministry of Economy, Trade and Industry from March 2014 to November 2017. The Japanese LNG spot price was regressed against US Henry Hub (HH) and UK NBP gas hub prices, Japan Customs-Cleared (JCC) crude oil price, and Japan imported coal price in the same period.<br>The historical decomposition of the VAR model suggests that the spot LNG price in Japan were increasingly affected by US Henry Hub and UK NBP gas prices, while the effect of JCC crude oil price is weaker, and Japanese imported coal having no significant effect towards Japanese spot LNG price. The impact of mature gas hub prices is also dynamic: HH is showing stronger effect in the mid 2016, then it changed to the domination of NBP in mid 2017.<br>The result further indicates the increasing connectivity of gas price around the world, with US and UK price affecting Japanese gas price through spot LNG trade. Due to the demand condition in Japan and East Asian market in general, the continuation of US/European gas hub price effect is likely to happen until early 2020s, as the slight deficit in this region might be fulfilled by spot LNG import. Under the new domestic gas pricing regulation in Indonesia, the continuation of NBP impact towards gas pricing in Japan might reduce the price to the level at which fulfilling the increasing domestic gas demand is more efficient than exporting LNG.
DOI: 10.6084/m9.figshare.1228155.v1
title: Morphological matrix of phylogeny of Asilidae

description: Morphological matrix of phylogeny of Asilidae from Dikow 2009 in Nexus format (saved in Mesquite).
DOI: 10.6084/m9.figshare.13056035.v2
title: AG VaLex (Ancient Greek valency lexicon)

description: Corpus-driven valency (subcategorization) lexicon automatically extracted from the Ancient Greek Treebank.
DOI: 10.6084/m9.figshare.16529574.v2
title: An updated checklist of quill mites of the family Syringophilidae (Acariformes: Prostigmata)

description: <b>Objectives:</b>This work aims to create and maintain an updated checklist of the family Syringophilidae quill mites. This checklist provides information on their taxonomy, avian host species, geographical distribution, and literature references. The main drive for the continuation of this project is to provide a centralised data hub for researchers, academicians, and amateur and professional enthusiasts, enabling informed scientific discourse and collaborative investigation. Easily accessible information may assist in framing study results and writing research paper manuscripts.<b>Methods:</b>The checklist is curated and successively compiled through a review of newly published literature trying to reach the primary references. The data is presented in structured, related spreadsheets combined into one file and periodically updated to reflect the latest discoveries and taxonomic revisions and add new functionality features.<b>Data repository:</b>The checklist is published on figshare.com as its current official source, an open-access digital repository, ensuring unrestricted access to the scientific community and the broader public. The data is available for download as a Microsoft Excel Spreadsheet Workbook file (.xlsx), with an additional option, an Open Document Spreadsheet (.ods) file to promote Free and Open Source Software.<b>Accessibility:</b>The checklist will undergo annual updates to encapsulate new findings and taxonomic adjustments. Although previous versions of this checklist were hosted at https://sites.google.com/site/syringophilidae/, this website has been deprecated, and no further updates will be published there. The move to figshare.com heralds a commitment to enhance accessibility and ensure the data remains long-standing and up-to-date, fostering broader knowledge regarding the Syringophilidae family.<b>Recent changes:</b>The latest edition of the checklist incorporates new taxa, applies over a dozen corrections, and updates the Latin names of bird host species and their systematic classification in line with recent updates (October 2022) to the Clements Checklists of birds. Additionally, a novel spreadsheet delineating the classification of syringophilids has been introduced, enriching the breadth and depth of information available within this repository.<b>Future challenges:</b>Future enhancements will include integrating references linked to each record, expanding file type availability (for example, an HTML file(s) as an additional backup of gathered information), and better formatting for various analytic tools.
DOI: 10.6084/m9.figshare.25979185.v1
title: EMG skolyoz 21.08.2023.xlsx

description: The study aimed to analyze thoracic and lumbar erector spinae muscle activations during 3D elongation exercises in individuals with adolescent idiopathic scoliosis (AIS).
DOI: 10.6084/m9.figshare.28766660.v1
title: Turbidity profiles in the South China Sea

description: There are four sections at 6°N, 10°N, 18°N, and 113°E in South China Sea, encompassing a total of 75 CTD (serial number: 0660, SBE 911 plus, Seabird, America) stations each year.
DOI: 10.6084/m9.figshare.28841054.v3
title: Muscle peripheral circadian clock drives nocturnal protein degradation via raised Ror/Rev-erb balance and prevents premature sarcopenia

description: Processed numerical data (<i>see </i><i>kelu_hughes_pnas_2025_data.xlsx</i>) underpinning the paper Kelu and Hughes (2025) PNAS 10.1073/pnas.2422446122 and Supplementary Information file are included.For raw numerical data and detailed information on individual lays and replicates, please refer to the respective experimental files. Additional raw data will be gradually released in upcoming updates as part of our ongoing data curation process.Please feel free to contact us (jeffrey.kelu@kcl.ac.uk; s.hughes@kcl.ac.uk) with any questions regarding the dataset.
DOI: 10.6084/m9.figshare.9121901.v5
title: pik3ca data.csv

description: this hospital based cross-sectional study conducted among Sudanese women with ovarian cancer <br><br>