cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.18543167.v3
title: Data from: Spatiotemporal climate variability in the Andes of northern Peru: Evaluation of gridded datasets to describe cloud forest microclimate and local rainfall

description: Daily weather data for a network of eight cloud forest landscapes across a 1700-3100 m elevation and 1000-2500 mm rainfall gradient in northern Perú, 2015-2019. Seven landscapes are located in the department of Amazonas, with one in San Martin. Data summarized on a daily time-step by landscape for minimum and maximum temperature, relative humidity, and vapor pressure deficit. In situ weather data loggers located inside forest with nearby tipping-bucket rain gauges at each landscape. Weather data collection with Andean communities is ongoing. If you are interested in using the data please contact the authors. It is important that analysts understand field data and that all contributors are recognized appropriately in open science. We would be happy to speak with you.<br>
DOI: 10.6084/m9.figshare.26315620.v1
title: Genome assembly and annotation files of Antiaris toxicaria

description: Genome assembly and annotation files of Antiaris toxicaria
DOI: 10.6084/m9.figshare.27917592.v1
title: Source data and raw data (Tomohara <i>et al.</i>, 2024)

description: Source data.xlsx and a zip file containing raw image files.
DOI: 10.6084/m9.figshare.28873424.v1
title: <b>Understanding rates of genetic gain in sorghum (</b><b><i>Sorghum bicolor</i></b><b><i> </i></b><b>Moench) in the U.S.</b>

description: Random sample from ~751M simulations of GxExM of sorghum in USPlots for visualization
DOI: 10.6084/m9.figshare.28926743.v2
title: <b>Picture Perfect? The Unfiltered Truth Behind AI Beauty Filters | INM317 Design Justice Zine</b>

description: This zine was created as part of student coursework for the Design Justice module. It explores the hidden harms of AI beauty filters, from reinforcing narrow beauty standards to impacting mental health and data privacy. This file can be downloaded to print.
DOI: 10.6084/m9.figshare.4038336.v1
title: Mouse V1 vs model facilitation and suppression

description: Figure 5g from Muir et al. Accepted at Plos Comp Biol.
DOI: 10.6084/m9.figshare.89668.v1
title: Primary Energy Demand - PET Bottles

description: Life Cycle Assessment of beverages in single-use PET bottles using the NREL-maintained US LCI database for the core of the model (polymer production, energy and fuel cycle, combustion). The bar graph indicates the breakdown of energy usage associated with delivering beverages packaged in injection stretch blow molded polyethylene terephthalate (PET) to consumers in California. The functional unit of this analysis is 1 kg of PET resin used in beverage bottles. The model also includes 0.14 kg of polypropylene (PP) resin, required by the product system for caps and labels. The product system delivers 27.9 L of beverage to California consumers, and results in 0.56 kg of secondary (post-recycled) PET resin that can be used to make new bottles or for other purposes. One kg of PET resin is sufficient to contain 27.9 L of beverages, assuming a typical beverage market mix of 60% bottled water, 16% carbonated soft drinks, and 24% juice / sports and other drinks. In California in 2009, 73% of PET bottles in the state's deposit program ("CA CRV") were recycled and 27% were disposed in landfills. The graph depicts this mix (ie. energy requirements reported for materials recovery and reclamation are associated with recovering 0.73 kg of PET bottles). The model excludes production of capital equipment such as factories, vehicles, and machinery; infrastructure such as power plants, fossil fuel extraction equipment, pipelines, roads, and electric grids; land use and water use; and direct human activity. The analysis omits polymer resin additives, inks, dyes, and adhesives; building and administrative overhead; production of the beverage itself; and retail / marketing. The data are from a report to the California Department of Toxic Substances Control, presently under review. Publication in the literature is forthcoming.
DOI: 10.25405/data.ncl.21896628.v1
title: FTIR results

description: An Agilent Technologies Cary 630 FTIR spectrometer equipped with diamond attenuated total reflection (ATR) was used to obtain FTIR spectra for samples between 4000-650 cm-1 in transmittance mode. 32 background scans were taken before 64 sample scans.
DOI: 10.6084/m9.figshare.16735132.v1
title: Raw data (CRISPR vs. RNAi)

description: Data used in analyses from Krill-Burger et al., “Partial inhibition improves identification of cancer vulnerabilities when CRISPR-Cas9 knockout is pan-lethal”. These raw data files include annotations from the Cancer Dependency Map (DepMap) and publicly available datasets that have been pre-processed to have consistent cell line and gene/compound identifiers. See ReadMe.pdf for a detailed description of each file. <b><br></b><br><br><br>
DOI: 10.6084/m9.figshare.22806494.v1
title: FateMap Paper datasets #3 (Goyal et al., 2021, Biorxiv)

description: Datasets from: https://www.biorxiv.org/content/10.1101/2021.12.08.471833v1.full <br> All gDNA barcode sequencing datasets, both raw fastq files and processed data. <br>
DOI: 10.6084/m9.figshare.23609646.v6
title: Dataset_Details.xlsx

description: This xlsx file serves as a repository of information regarding the patients and includes birth weight, gestation age, and gender.
DOI: 10.6084/m9.figshare.4758208.v4
title: Abies alba chorology

description: Distribution map of silver fir (<i>Abies alba</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn"). <br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). <br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007 <br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01<br>
DOI: 10.17632/mpwdrr6y3v
title: Open access dataset for Spelling Correction in Russian

description: Open access dataset for Spelling Correction in Russian. Each unit of the dataset consists of a word pair containing an incorrect spelling and its corresponding corrected form. The dataset comprises two parts for training and testing in scv format, containing 80,000 and 20,612 word pairs respectively. Each row accurately corresponds to a single word pair. Most of the pairs is obtained through word frequency analysis of the Wikipedia corpus, according to the method described in the paper [1]. [1] Whitelaw C. et al. Using the web for language independent spellchecking and autocorrection. – 2009.
DOI: 10.6084/m9.figshare.14736570.v1
title: Dataset of Singlet and Triplet Energies and Forces for Organic Molecules

description: This is the training and extensibility set associated with the publication “Predicting Phosphorescence Energies and Inferring Wavefunction Localization with Machine Learning.” As part of the review process, it is necessary to release this dataset so published results can be verified by the reviewers and the broader scientific community. The dataset consists of singlet and triplet molecular energies and energy gradients as computed with the Gaussian software suite for which Los Alamos National Laboratory has a license. The training dataset consists of 355,011 molecular structures optimized in the singlet electronic state and 346,745 molecules optimized the triplet electronic state. The extensibility test set consists of 827 molecules optimized in the singlet state and 912 molecules optimized in the triplet state. This dataset is useful for training neural networks, specifically HIPPYNN which has been released through the Feynman Center for Innovation. The trained neural network can make accurate predictions of single and triplet molecular geometries and energies in both the ground and triplet electronic states much faster than traditional quantum mechanical methods. These neural networks are of relevance to basic research into organic chromophores, where singlet-triplet energy gaps and geometry differences play an important role in optical properties.<br>Representative examples.
DOI: 10.6084/m9.figshare.21950624.v1
title: 1H NMR kinetics of DASA2 in toluene and w 15perc DMSO

description: Time-dependent NMR study of switching and recovery of DASA-2 in toluene and recovery of DASA-2 with 15 vol% DMSO added
DOI: 10.6084/m9.figshare.8798999.v2
title: CESM ocean pCO2 testbed

description: This dataset contains select variables from 25 randomly selected members from the CESM large ensemble (CESM-LENS). Each variable is interpolated from the native grid to a 1x1 degree lat/lon grid. The variables are monthly over the 1982-2017 time frame. Each variable has been sampled as the SOCATv5 data product. RCP8.5 is used after 2005. <br> The intent of this testbed is to evaluate ocean pCO2 gap-filling methods. <br> <strong>Extracting variables</strong> <em>&gt;&gt; unzip file.tar.gz</em> <br>
DOI: 10.17632/2j77n3ynnc
title: Data for: A rapid LC-MS/MS method for lutein quantification in spinach (Spinacia oleracea)

description: Supplementary material for the Microchemical Journal, title: A rapid LC-MS/MS method for lutein quantification in spinach (Spinacia oleracea) Masashi Miura, Miho Sakai, Mamiko Nogami, Miwa Sato, Takeshi Yatsushiro Appendix A, which includes Fig. A.1 and A.2 and Tables A.1 to A.5.
DOI: 10.6084/m9.figshare.21892808.v1
title: Shaping the field of lifelong education through three critical debates in the <i>International Journal of Lifelong Education</i>

description: The editors approached the 40th anniversary of the <i>International Journal of Lifelong Education</i> as an opportunity to consider the field by exploring how a corpus of 1462 articles (the first 40 volumes of the journal) questioned and shaped the field. A subset of advisory board members and the editors gathered in 2021 in groups to analyse major topics. The records of the reading, analyses and discussions of these groups offer a unique snapshot of the field and the journal’s place in it. In this paper, the editors draw three topics from that work which delineate fundamental debates of lifelong education and reveal how the journal’s authors have contributed to them. The topics are: citizenship and its learning; learning in, through and for work; and widening participation and higher education. Comparing the works contributing to these topical areas indicates how the field is evolving. It becomes clear that research and theory in lifelong education should remain vigilant, critical and robust if the field is to continue as a site of hope for future citizens, workers and students, rather than appropriated as an object for measurement, calculation and deployment for relatively narrow, less-than-human interests.
DOI: 10.6084/m9.figshare.28546793.v1
title: Supplementary File 3: 50p_AA_RAW

description: Supplementary File 3: 50p_AA_RAW
DOI: 10.6084/m9.figshare.4033746.v1
title: Stanford HARDI surfaces

description: These files are derivatives of the data set shared here: <br>https://purl.stanford.edu/ng782rw8378<br>The full processing pipeline of Freesurfer's recon-all was executed on SUB1's high resolution T1-weighted MRI image. The left pial and left white surfaces were then converted to VTK files using the mri_convert
DOI: 10.6084/m9.figshare.5640883.v1
title: Helios proton core parameter dataset

description: This is the Helios corefit data product. This is a new (as of 2017) data set which contains estimates of number density, velocity, and temperatures of the proton core population in the solar wind created from systematic fitting of all the original Helios 3D distribution functions.
DOI: 10.17632/cgf6wnyc5w
title: Data for: Identification of Common and Dissimilar Biomarkers for Different Cancer Types from Gene Expressions of RNA-sequencing Data.

description: Cancer data from The Cancer Genome Atlas. This data is available free at online website TGCA - Genomic Data Commons (2019), https://portal.gdc.cancer.gov/repository, Accessed 19 October, 2019 UCI Machine Learning Repository (2019), https://archive.ics.uci.edu/ml/datasets/gene+expression+cancer+RNA-Seq, Accessed 17 October, 2019.
DOI: 10.6084/m9.figshare.19260677.v3
title: Data Carpentry Image Processing Data

description: These files are intended for use with the Data Carpentry Image Processing with Python curriculum (https://datacarpentry.org/image-processing/). Files will be useful for instructors teaching this curriculum in a workshop setting, as well as individuals working through these materials on their own.
<br>
This curriculum uses a variety of example images, chosen to illustrate different concepts and techniques in image processing. Several of the images might be described as biological or scientific - e.g. bacterial colonies, plant seedlings and root clusters, well plates - but others are of common objects, e.g. remote controls, paper shapes, etc.<br>

---
<br>
beads.jpg: a photograph of twelve coloured glass beads on a white background.
<br>
board.jpg: a photograph of a whiteboard covered in writing in two different colours
<br>
centers.txt: pixel coordinates of the centre of each well in the 96-well plate captured in wellplate-01.jpg
<br>
chair.jpg: a photograph of an armchair
<br>
colonies-01.tif: a photograph of bacterial colonies growing on a circular plate of medium
<br>
colonies-02.tif: a photograph of bacterial colonies growing on a circular plate of medium
<br>
colonies-03.tif: a photograph of bacterial colonies growing on a circular plate of medium
<br>
eight.tif: a 5x3 pixel binary image with intensities in the shape of an "8"
<br>
gaussian-original.png: a drawn image combining text and simple shapes with the primary purpose to demonstrate the effects of blurring on the image
<br>
maize-root-cluster.jpg: a photograph of a the roots of a maize plant, alongside a hand-written label
<br>
maize-roots-grayscale.jpg: a grayscale photograph of five maize seedlings with roots growing in laboratory medium, accompanied by a hand-written label
<br>
maize-seedlings.tif: a photograph of five maize seedlings growing in laboratory medium, accompanied by a hand-written label
<br>
plant-seedling.jpg: a photograph of a young plant growing next to a hand-written label
<br>
remote-control.jpg: a photograph of a television remote control
<br>
shapes-01.jpg: a photograph of a variety of shapes cut out from paper of different colours
<br>
shapes-02.jpg: a photograph of a variety of shapes cut out from paper of different colours
<br>
sudoku.png: an image of a typical sudoku puzzle
<br>
tree.jpg: a photograph of a tree
<br>
trial-016.jpg: a photograph of a the roots of a maize plant, alongside a hand-written label
<br>
trial-020.jpg: a photograph of a the roots of a maize plant, alongside a hand-written label
<br>
trial-216.jpg: a photograph of a the roots of a maize plant, alongside a hand-written label
<br>
trial-293.jpg: a photograph of a the roots of a maize plant, alongside a hand-written label<br>

wellplate-01.jpg: a photograph of a 96-well pate, captured from above
<br>
wellplate-02.tif : a photograph of a 96-well pate, captured from above
<br>
DOI: 10.6084/m9.figshare.7033481.v2
title: Data.xlsx

description: Quanyin Hu et al. Dataset for [Conjugation of haematopoietic stem cells and platelets decorated with anti-PD-1 antibodies augments anti-leukaemia efficacy].
DOI: 10.6084/m9.figshare.17085497.v1
title: Example_data.csv

description: Example dataset<br>
DOI: 10.6084/m9.figshare.25053140.v1
title: Precipitation triple oxygen isotope data from cold surge related rain events in Singapore

description: Sample ID, collection time, precipitation 𝛿<sup>18</sup>O, 𝛿<sup>2</sup>H, 𝛿<sup>17</sup>O, d-excess, <sup>17</sup>O-excess, onsite temperature, relative humidity and rain rate for the six rain events investigated.
DOI: 10.6084/m9.figshare.25534711.v1
title: <i>Epimedium acuminatum </i>(Franch)

description: <i>Epimedium acuminatum</i> (Franch)
DOI: 10.6084/m9.figshare.5349886.v1
title: S1_File.xlsx

description: Ecological data on percentage coverage of main functional groups of organisms colonising Boscombe Artificial Surf reef on the south coast of England 2009-2013. The data is published in association with article in PlosOne
DOI: 10.6084/m9.figshare.7963688.v1
title: Supplementary Movie 1, 2, and 3.

description: Supplementary Movie 1: Shows assembly formation occurring live.<br>Supplementary Movie 2 and 3: Show snapshots of the assemblies under CryoEM.
DOI: 10.17632/f372yngp9f
title: Long chain polyunsaturated fatty acids (LC-PUFA) composition of fish sperm: nexus of dietary, evolutionary, and biomechanical drivers

description: In this study, we targeted the three most abundant model LCPUFAs in fish sperm for data exploration; namely, ARA, EPA, and DHA. Then we also considered the total omega-6 series PUFA (total n-6 PUFA) and total omega-3 series PUFA (total n-3 PUFA). We aimed at understanding the importance, plasticity, and their respective stoichiometry in fish sperm by a data-driven approach: how the diet may affect it, and/or, if there is some genomic (evolutionary) influence on it. Our scientific question was to understand if: (1) some LCPUFA (in its entirety or stoichiometrically) in sperm is labile to change due to perturbations in feed, or (2) if does not have much plasticity for change, even if dietary supply change. Further, we explored by a thought-experiment if the stoichiometry of certain non-plastic sperm LCPUFAs may have an evolutionary background. The focus of our current review is on these typical fatty acids composition, which is important for structural fluidity, inflammatory, and anti-inflammatory responses during swimming in an external environment (mostly). The present study helps us to understand this in greater detail across dietary treatments and phylogeny.

The dataset comprise of three main folders: (1) MasterFile Raw Data: detailed fatty acid data collected from literature and own sources; (2) Statistical datasets: extracted data from masterfile for conducting individual analysis; (3) Visualization dataset: extracted data from masterfile to produce 'summarizing' visualization of raw data.
DOI: 10.17632/znd5knbrjd
title: SAIS (Stress Analysis using IOT Sensor) Data Set

description: Predicting the stress level of humans is an enervating task as to determine stress level of humans requires an efficient scheme. For data collection, MySignals toolkit which consists he Arduino Uno board and different sensor ports is used. MySignals is a development platform for medical devices and e-Health applications. It is a multichannel physiological signal recorder which measures more than 15 different biometric parameters such as pulse, breath rate, oxygen in blood, electrocardiogram signals, blood pressure, muscle electromyography signals, glucose levels, galvanic skin response, lung capacity, snore waves, patient position, airflow and body scale parameters (weight, bone mass, body fat, muscle mass, body water, visceral fat, Basal Metabolic Rate and Body Mass Index). Galvanic Skin Response Sensor and Electrocardiogram Sensor were used to acquire data of participants of different age groups. After acquisition and pre-processing, the processed data can be utilized for classification and prediction purposes by applying machine learning and deep learning models to predict the mental state of the users and to understand their physiological characteristics under different circumstances.
DOI: 10.6084/m9.figshare.19424801.v1
title: Global annual lake ice phenological dataset 1861-2099

description: The global annual lake ice phenological dataset includes the freeze-up date, break-up date for 74,245 lakes in the northern hemisphere. The dataset is divided into three parts: 1) current data, obtained from MODIS productions through a DLRM model (with parameters provided), covering the period of 2001 to 2020; 2) historical and 3) future simulation data, obtained from the temperature-based lake-specific models, for the periods of 1861-2005 and 2006-2099, respectively. The historical and future simulations were only performed for 30,063 lakes that meet the model conditions and are presented in the dataset.
DOI: 10.6084/m9.figshare.19918954.v1
title: Gene functional annotation

description: These data contain gene functional annotations incluidng Gene Ontology and KEGG
DOI: 10.6084/m9.figshare.23256827.v1
title: An evaluation of the awareness of oral submucous fibrosis, willingness to quit quid chewing habit and the need for habit-related educational programs among South Asian expatriates in the UAE - A hospital-based study.

description: links to questionnaire and datasets
DOI: 10.6084/m9.figshare.28942241.v2
title: <b>Empirical Evaluation of GORA. Article: </b><b>Enhancing Sustainable IoT Systems through a Goal-Oriented Requirements Analysis Framework</b>

description: <b>This data sets contains an Empirical Evaluation of GORA, an approach for </b><b>Enhancing Sustainable IoT Systems through a Goal-Oriented Requirements Analysis Framework, Model-Driven Development and Model to Text Transformation for Python code generation. The files used for the configuration of the simulation enviroment are contained in this repository (Docker, Grafana, Influxbd, Node red Flows).</b><br><br><br>
DOI: 10.17632/tc9325fj4b
title: Data on Factors Affecting Library Loyalty using ISSM and PLS-SEM

description: The datafile contains seven (7) constructs with five (5) items per construct. All items were measured with five-point Likert scales with higher values denoting higher levels of agreement- from one (strongly disagree) to five (strongly agree). Table 1 shows the different constructs and the items, and Table 2 provides the validity of constructs and items using Cronbach and Average Variance (AVE).
DOI: 10.6084/m9.figshare.12095538.v1
title: Merged OTU/Taxonomy Table

description: Merged table containing OTU counts and taxonomical names, cleaned up for data exploration
DOI: 10.6084/m9.figshare.21514221.v1
title: Derived data for "Multidecadal pre- and post-collapse dynamics of the northern Larsen Ice Shelf"

description: This dataset was produced for the manuscript “Multidecadal pre- and post-collapse dynamics of the northern Larsen Ice Shelf” submitted to the journal “Earth and Planetary Science Letters” by Wang et al. 2022. It has three subfolders, including the derived ice front locations, flow velocities, and inversion modeling results for the northern Larsen Ice Shelf. The complete citation will be updated once the paper is formally published
DOI: 10.6084/m9.figshare.23256314.v1
title: Relative search volume data

description: Relative search volume data
DOI: 10.6084/m9.figshare.28615865.v1
title: Li et al-2025-data-zip

description: The data used in Li et al. 2025
DOI: 10.6084/m9.figshare.28765646.v1
title: Base de datos de Perfil de ácidos grasos de larvas de <i>Tenebrio molitor</i>

description: Se recolectó la data del perfil de ácidos grasos de larvas de<i> Tenebrio molitor</i> expresado en % de lípidos