cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wt99brrp7f
title: Automated CX Detection through Social Networks - Scripts & Dataset

description: This dataset is comprised of the following: a. Data Extraction scripts (DataExtraction directory): Scripts to extract data from Twitter, Foursquare and Facebook using the respective platforms APIs. You must use Python 3.x to run the script called CX_EXTRACTOR.py to extract data for any of the three platforms. You must also provide your own API KEYS for each platform. b. Classified messages from Twitter and Facebook into one of our detected CX dimensions: Product Experience, Customer Service, Digital Experience, In-Store Customer Experience and Events Experience (Data directory). Each dataset is in a csv format and contains the following columns: unique identifier, our classifier predicted class, authored date, establishment brand, message text, sentiment score. c. Trained models binaries & scripts to test the models using a toy dataset (Classification directory). You must use Python 3.x to run the script called model_testing.py. You can input your own test data inside the test.csv. After executing the script, results will be written into prediction.csv file. Programming Language: Python 3.x
DOI: 10.6084/m9.figshare.2059500.v3
title: Modelski Modern Period Data

description: This dataset contains geolocated, city-level population data for the year AD 2000 for 293 cities in .csv form.<br>Version 2 removes blank spaces after some of the city names which could also be done programmatically after combining the datasets. Kiev's country name was also updated to Ukraine.<br><br>
DOI: 10.17632/2fsg9tjxwf
title: Hydrogen

description: Regulations and safeguards regarding Green Hydrogen Production
DOI: 10.17632/dcwpc2y7cy
title: Latin American bioethical principles

description: This data set is the construction of twenty-three bioethical principles selected from a Latin American perspective, based on a review carried out since 2018, in which it is desired to correlate twenty-three categories of analysis, applicable to legal sciences. In such a way that, different and different positions and bioethical theories have been reviewed, selecting only three currents of these, taken as theoretical categories, which were: principialist bioethics; Latin American bioethics; and, personal bioethics. All with the intention of building a description of each of the bioethical principles chosen.
DOI: 10.17632/jcrz5773dv
title: Data for: Anthropogenic Light Disrupts Natural Light Cycles in Critical Conservation Areas

description: These data sets are products from the manuscript by Seymoure et al, titled: Anthropogenic Light Disrupts Natural Light Cycles in Critical Conservation Areas. Supplemental Data 1 KBA contains the artificial light levels for each Key Biodiversity Area analyzed by our manuscript. Extended GPA data has the light levels for each Global Protected Area. Please note, this file was updated on April 10, 2025 as the previous data were not correctly formatted. Supplemental Data 3 contains the literature review results including the citations for each paper. The wa2 files are the layers of the global artificial illuminance. The tif file is a global layer. The two zip files are GRID files of the global layer.
DOI: 10.6084/m9.figshare.11708277.v7
title: Data and script for "Functional diversity metrics using kernel density n-dimensional hypervolumes"

description: Database and script to generate the example of functional diversity analysis based on n-dimensional hypervolumes with BAT. Cardoso, P., Mammola, S., Rigal, F., & Carvalho, J. C. (2020). BAT: Biodiversity Assessment Tools. Retrieved from https://cran.r-project.org/package=BAT<br>Full details and description in:<br>Mammola, S., Cardoso, P. (2020) Functional diversity metrics using kernel density n-dimensional hypervolumes. Methods in Ecology and Evolution https://doi.org/10.1111/2041-210X.13424<br>The dataset used in the example is based on the study:<br><br>Piano, E., Giuliano, D., & Isaia, M. (2020). Islands in cities: urbanization and fragmentation drive taxonomic and functional variation in ground arthropods. <i>Basic and Applied Ecology, </i>43:86-98. https://doi.org/10.1016/j.baae.2020.02.001<br>Note after the version 2.6 of BAT has been release, some functions syntax has been change: the script has been updated accordingly. For the previous version of the script see history log.<br>
DOI: 10.6084/m9.figshare.15171366.v3
title: Sea surface temperature prediction based on FIO-CPS v1.0

description: The prediction of sea surface temperature (monthly) based on FIO-CPS v1.0 from 1993 to 2019<b>Variable Description:</b><br>alon:longituealat:latitudepretime: lead timemonth:start monthyear: start yearmv1sst2(alon,alat,pretime,month,year): sea surface temperature (degC)
DOI: 10.6084/m9.figshare.27871563.v1
title: PBMC20K scRNAseq

description: Preprocessed and annotated scRNA-seq Seurat object of PBMC20K dataset of human PBMCs from 10X genomics.<br>
DOI: 10.6084/m9.figshare.3394795.v2
title: Average men's height

description: This is a data set from the publication<br><br> Hatton, T. J., & Bray, B. E. (2010). Long run trends in the heights of European men, 19th–20th centuries. <i>Economics & Human Biology</i>, <i>8</i>(3), 405–413. http://doi.org/10.1016/j.ehb.2010.03.001<br>The data set represents average height of the men from several European countries born in the cohorts 1856-1980, 5-years averages.<br><br><br>
DOI: 10.6084/m9.figshare.3475463.v1
title: 250 Feasible Queries executed against 400M Triple DBpedia set with 16 querying and 16 update users

description: Benchmark Execution with<br>- 250 Feasible Queries<br>- 400M Triple DBpedia Dataset<br>- 16 querying user<br>- 16 update user<br>- 250 changesets <br>
DOI: 10.17632/8p4fr4vfsk
title: Additional data - Atopic dermatitis and systemic biologics: Patient narratives from social media platforms

description: This dataset supports a social media analysis of patient-reported experiences with biologics and Janus Kinase (JAK) inhibitors in the treatment of atopic dermatitis (AD). The files include: (1) a structured Excel file summarizing reported drug use, treatment efficacy, adverse events, and baseline characteristics; and (2) a document listing links to all publicly available posts included in the study. All posts were obtained from public accounts on TikTok, Instagram, and Facebook.
DOI: 10.17632/pv2vn2v6bd
title: Transcriptome profiling datasets of different developmental stage flowers of soybean (Glycine max)

description: The dynamic of flower development is a key agronomic characteristic affecting soybean yield. We present RNA-seq datasets of field-cultivated soybean flowers in four developmental stages such as flower buds, and early, mature, and overblown stage flowers. GEx library construction and Illumina NextSeq550 sequencing were carried out to produce 86 bp long forward reads. Reads were preprocessed and deposited in the NCBI SRA database. These SRA depositions are under the BioProject accession: PRJNA807844. A reference transcriptome dataset was de novo assembled using these SRA reads. Annotation, differential expression, and gene set enrichment analyses were performed and deposited in the Mendeley database: Glycine_max_flower_Trinity.fasta; Glycine_max_flower_AnnotationTable.txt (tsv); Glycine_max_flower_CountTable.txt (tsv); Glycine_max_flower_GSEA_Table.txt (tsv).
DOI: 10.6084/m9.figshare.14502213.v1
title: In Vitro 16S

description: Phyloseq object and .Rmd R notebook for analysis of 16S sequencing data from in vitro fermentation experiments
DOI: 10.6084/m9.figshare.6260069.v1
title: 4M crop simulation model

description: 4M crop simulation model: source code in Delphi language and executable
DOI: 10.17632/56jz42bkst
title: Data of : Multi-institutional study on image quality for a novel CBCT solution on O-ring linac.

description: Data of "Multi-institutional study on image quality for a novel CBCT solution on O-ring linac". 

This work presents a multi-institutional study on image quality provided by a novel cone beam computed tomography (CBCT). The main goal is to investigate the consistency of imaging performance across multiple institutions.

Methods: Phantoms for measuring relative electron density (RED) and image quality were sent to six institutions for imaging on Ethos and Halcyon units equipped with HyperSight CBCT. The imaging protocols included tube potential from 100 to 140 kVp and exposure from 80 to 800 mAs. Imaging performance was evaluated with regard to RED versus Hounsfield Units (HU), uniformity, contrast-to-noise ratio (CNR), slice thickness, circular symmetry, Modulation Transfer Function (MTF), and spatial resolution (among other parameters).
DOI: 10.6084/m9.figshare.28927373.v1
title: <b>Assessing Urban Resilience to Coal-Capacity Reduction with an Association-Corrected Entropy Index and Spatial Difference-in-Differences</b>

description: These datasets are used to study the resilience impact of coal overcapacity policies on 284 cities
DOI: 10.6084/m9.figshare.29072981.v1
title: Survey Data (Pre and Post)

description: These datasets include survey data from visitors before and after their visit at the Nederlands Institute of Sound and Vision.
DOI: 10.17632/hd96prn3nc
title: DTU - Drone inspection images of wind turbine

description: This dataset set has temporal inspection images for the years of 2017 and 2018 of the same 'Nordtank' wind turbine at DTU wind facilities in Roskilde, Denmark.
DOI: 10.17632/vpmnxw5nng
title: Ground Based SAR Data Obtained With Different Combinations of Bandwidth and Step Size

description: GBSAR parameters

The dataset consists of 10935 raw Ground Based SAR (GBSAR) measurements obtained with GBSAR-Pi [1]. The measurements were conducted using developed GBSAR-Pi with different combinations of parameters. The combinations included five different step sizes (0.5, 1, 1.5, 3, and 3.5 cm), and three bandwidth cases (300, 600, and 1300 MHz). 

GBSAR-Pi works in stop-and-go mode. GBSAR sensor is FMCW (Frequency Modulated Continuous Wave) radar with central frequency at 24 GHz. Total aperture remained the same throughout the measurement process (50 cm).  FMCW radar periodically transmits sawtooth signal every 155 ms. Wave polarization of FMCW radar is set to vertical.



Classes

The observed scenes included three ceramic cups with 8 cm diameter placed 0.5 m away from the radar while the distance between them was 6 cm. The cups were either empty or contained aluminium or rubber object inside. The position of the cups remained the same throughout all measurements. 
Hence, the scenes could not be distinguished by cups' visual properties nor change of their positions but only based on the different reflectance of the target object set inside of the cup which is why deep learning classification had to be trained on radar data rather than optical images.

In the dataset setting a single class represented a scene in which there is either nothing in the ceramic cups or an aluminium or rubber object set inside one of the three cups. Scenes in which multiple objects were set in multiple cups are not recorded. Hence, there is total of 7 classes:

ker0 - three empty cups,
ker1 - aluminium object in first cup (shown in Figure \ref{different_bandwidth}),
ker2 - aluminium object in second cup,
ker3 - aluminium object in third cup,
ker1g - rubber object in first cup,
ker2g - rubber object in second cup,
ker3g - rubber object in third cup.



Data format

GBSAR matrices are given in .npy format. The dimensions of the matrices depend on the number of steps used in that measurement. Hence, since the number of frequency points did not change throughout the measurements, size of one axis remains 1024 in all data points, while the size of other axis represents the number of steps. 

Naming
{class_name}_{bandwidth}_{step size}_{number of steps}_{id}.npy



This work was supported in part by Croatian Science Foundation (HRZZ) under the project number IP-2019-04-1064.

[1]  Kačan M, Turčinović F, Bojanjac D, Bosiljevac M. Deep Learning Approach for Object Classification on Raw and Reconstructed GBSAR Data. Remote Sensing. 2022; 14(22):5673. https://doi.org/10.3390/rs14225673
DOI: 10.6084/m9.figshare.1344765.v25
title: SamSrf v5.84 (pRF mapping toolbox) - OUT OF DATE!

description: This is an out-of-date version of our pRF mapping toolbox and no longer supported! While this version should be stable, USE IT AT YOUR OWN RISK! We instead recommend our new version SamSrf X, which will continue to be updated with bugfixes and new features. You can also use the new version for further analysis of maps from the old version.SamSrf X is available for download at:http://osf.io/2rgsm.--------------------------------------------------------------------------------Version: 5.84 (18-09-2017)Our Matlab toolbox for pRF mapping analysis. Uses SPM8 or SPM12 and FreeSurfer functionality for preprocessing. Also requires Statistics Toolbox, Optimization Toolbox, and Curve Fitting Toolbox (not strictly necessary) for Matlab.<br><br>An extensive documentation "cookbook" is included. Please contact Sam (sampendu.wordpress.com) for any questions but please be advised that we are not able to provide tech support for people we don't collaborate with.As of version 5.63, we included a new tutorial explaining how to delineate visual areas using the DelineationTool in MatLab and giving advice on what to do with tricky retinotopic maps.<br>
DOI: 10.6084/m9.figshare.25334509.v1
title: A new database of deep excavations

description: This is the database from the publication Sandene et al (2024). This publication presents an extensive Norwegian database with monitored ground movements and pore pressures from 48 deep excavations or case records in soft clays. The aim is to highlight the consequences and aid geotechnical engineers and hydrogeologists in predicting expected movements caused by deep excavations in urban areas, including effects of groundwater drawdown. The novelty of the database is the vast documentation of the effects of drainage to deep excavations on the pore pressures in the surrounding areas.
DOI: 10.17632/8jtjnpwrmr
title: Common Ownership and Innovation Efficiency -- Replication Package

description: This folder contains the code and data needed to replicate ``Common Ownership and Innovation Efficiency'' by Xuelin Li, Tong Liu, and Lucian A. Taylor.
DOI: 10.6084/m9.figshare.28928192.v1
title: H3K27ac signal in MDA-MB-231_2

description: H3K27ac signal in MDA-MB-231, repeat 2
DOI: 10.6084/m9.figshare.6797237.v1
title: Supplementary Material for: Golgi Phosphoprotein 3 Promotes Wls Recycling and Wnt Secretion in Glioma Progression

description: <b><i>Background/Aims:</i></b> Golgi phosphoprotein 3 (GOLPH3) plays pro-malignancy roles in several types of cancer. However, the molecular mechanism underlying GOLPH3 promoting tumor progression remains poorly understood. <b><i>Methods:</i></b> The expression of GOLPH3 and Wntless (Wls) in glioma tissues was examined by western blotting and immunohistochemistry. EdU incorporation assay and colony formation assay was used to examine the cell growth ability. The effect of GOLPH3 on Wls recycling, Wnt secretion and β-catenin activity was detected using western blotting, immunofluorescence, RT-PCR, ELISA or luciferase assay. <b><i>Results:</i></b> The protein levels of GOLPH3 and Wls were upregulated and positively correlated with each other in human glioma tissues. The promoting effect of GOLPH3 on glioma cell proliferation was partially mediated by Wls. In addition, GOLPH3 interacted with Wls and GOLPH3 down-regulation drove Wls into lysosome for degradation, inhibiting its recycling to golgi and the plasma membrane. Importantly, GOLPH3 down-regulation inhibited Wnt2b secretion and decreased β-catenin level and transcription activity. <b><i>Conclusions</i></b><i>:</i> This study provides a brand new evidence that GOLPH3 promotes glioma cell proliferation by facilitating Wls recycling and Wnt/β-catenin signaling. Our findings suggest a rationale for targeting the GOLPH3-Wls-Wnt axis as a promising therapeutic approach for glioblastoma.
DOI: 10.17632/nghph5sjrj
title: Healing patterns in dystrophic epidermolysis bullosa: A retrospective natural history case series

description: Supplemental material
DOI: 10.17632/9nx6ypbr5n
title: Geochemical Dataset of laterite soils in Koubou Gold District (Zone A) East Cameroon: Implication for Identification of Gold Pathfinder Elements.

description: The data set is the geochemistry of laterite soil gotten from 55 different pits. The chemistry of the soils shows the presence of gold and other pathfinder elements in ppm. This work aim to use multivariate statistical analyses such as Pearson's correlation, principal component analyses, factor analyses and cluster analyses to identify the relationship between gold and other pathfinder elements. this relationship will help determine if the sources of the gold and the pathfinder elements are of the same origin or not.
DOI: 10.6084/m9.figshare.11865474.v2
title: Table S2 from The mark of captivity: plastic responses in the ankle bone of a wild ungulate (<i>Sus scrofa</i>)

description: Summary of the factorial MANOVA with permutation test (999 iterations) testing for calcaneus shape difference among wild caught wild boars, traditionnal pig breeds and improved pig breeds taking into account their sex.
DOI: 10.6084/m9.figshare.24630948.v1
title: Hyperspectral core imaging derived kaolinite and smectite intensity in well 6206

description: Constraints on the continental weathering feedback on carbon-cycle perturbations on northern Pangea during the end Triassic extinction (ETE) are sparse. Here, we use hyperspectral core imaging (HSI) applied to conglomeratic beds offshore central Norway which shows that enhanced degassing of basalt flows from the Central Atlantic magmatic province (CAMP) was concurrent with intense continental transformation during the ETE. We use well-constrained mercury pulses emitted in gaseous form during volcanism, and subsequently deposited in near-coastal sediments, to identify the ETE. Parallel to mercury pulses, HSI derived smectite was immediately replaced by kaolinite at the extinction level corroborating increased radiogenic run-off from the hinterland as inferred from osmium isotopes. Our new results suggest that, parallel with CAMP activity and with atmospheric carbon dioxide (<i>p</i>CO<sub>2</sub>) up to four times the pre-extinction level, continental weathering instantaneously intensified, providing novel empirical knowledge that can be integrated in carbon-cycle models to underpin future warming assessments.
DOI: 10.6084/m9.figshare.27088156.v2
title: Effectiveness of environmental nutrition program on student dietary intake in boarding schools.xlsx

description: Environmental Nutrition Program (ENP) as an environmental intervention offered voluntary involvement with students but persists in exposure. This study aimed to investigate the effectiveness of ENP on students’ dietary intake and nutritional knowledge. With a quasi-experimental design, ENP comprised of four activities: the use of uniform food serving tools, nutrition fact displays, food and nutrition information display, and body weighing awareness. A multiple pass of 24-hour food recall and validated questionnaires were used in the assessments by nutritionist. Multiple linear regressions were performed analyzing the effectiveness of ENP. After 8-weeks, ENP activities are effective in increasing students’ daily carbohydrate intake as well as nutritional knowledge. ENP may be appropriate in enhancing nutrition literacy among female students.
DOI: 10.17632/kvzhkpb8yd
title: Breast tumor stiffness instructs bone metastasis via maintenance of mechanical conditioning. Watson et al.

description: The data include supplementary information tables pertaining to our mechanical conditioning molecular analyses (SI Tables) and the uncropped western blots presented in the indicated figures (Data set 1).
DOI: 10.17632/spmww2myjs
title: Data in support of manuscript titled: "Partitioning of crystalline and amorphous phases during freezing of simulated Enceladus ocean fluids"

description: Saturn’s ice-covered moon Enceladus may contain the requisite conditions for life. Its potentially habitable subsurface ocean is vented into space as large ice-rich cryovolcanic plumes that can be sampled by spacecraft, acting as a window to the ocean below. However, little is known about how Enceladus’ ocean fluids evolve as they freeze. Using cryo-imaging techniques, we investigated solid phases produced by freezing simulated Enceladean ocean fluids at endmember cooling rates. Our results show that under flash-freezing conditions (&gt;10 K s-1), Enceladus-relevant fluids undergo segregation, whereby the precipitation of ice templates the formation of brine vein networks. The high solute concentrations and confined nature of these brine veins means that salt crystallizaiton is kinetically inhibited and glass formation (vitrification) can occur at lower cooling rates than typically required for vitrification of a bulk solution. Crystalline salts also form if flash-frozen fluids are re-warmed. The 10 µm-scale distribution of salt phases produced by this mechanism differs markedly from that of gradually cooled (~1 K min-1) fluids, showing that they inherit signatures of their constrasting formation conditions. The mineralogy of cryogenic carbonates can be used as a probe for cooling rate and parent fluid pH. Our findings reveal possible endmember routes for solid phase production from Enceladus’ ocean fluids and mechanisms for generating compositional heterogeneity within ice particles on a sub-10 µm scale. This has implications for understanding how Enceladus’ ocean constituents are incorporated into icy particles and delivered to space.
DOI: 10.17632/z968xw2j8g
title: Data

description: “Self-control” means the participants grouped by trait self-control
“Prime” means the priming of the future-oriented motivation
DOI: 10.6084/m9.figshare.14260823.v9
title: Norfish 22 Shetland Cod Fishery 1520–1796

description: Shetland is an archipelago situated off the north east coast of Scotland and comprises of several islands, formerly known in Old Norse as Hjaltland, later Hitland. It was referred to as Shetland by English fishers and the name endured. The Danish Sound Toll Tables of the 17th and 18th centuries record that cod and herring catches were exported to the Baltic. While little statistical information is known about the early Shetland fishery, from the 1740s customs records provide figures for exports of cod to Ireland, Scotland and England, and in the latter half of the 18th century increasingly to the Mediterranean.
DOI: 10.6084/m9.figshare.23739102.v1
title: Human hematopoiesis - DPT analysis

description: AnnData object of scRNA-seq dataset of human hematopoiesis taken from the NeurIPS 2021 <em>Multimodal single cell data integration challenge</em>. This file was used for the DPT-based analysis shown in the manuscript. <br> Please cite the original publication: https://proceedings.mlr.press/v176/lance22a.html
DOI: 10.6084/m9.figshare.28785077.v1
title: Accompanying data files (Melbourne, Washington DC, Singapore, and NYC-Manhattan)

description: Supporting files to implement GNN training for Melbourne, Singapore, Washington DC, and NYC-Manhattan. Each folder contains the training and validation data, graph adjacency information, compiled reported energy consumption data for each city, and generated predictions.Each zipped folder consists the following files:Graph data - City object nodes (.parquet) and COO format edges (.txt)predictions.txt (model predictions from GraphSAGE model)final_energy.parquet (Compiled training and validation building energy data)The provided files are supplementary to the code repository which provides Python notebooks stepping through the data preprocessing, GNN training, and satellite imagery download processes. The data should be used hand-in-hand with the complete code workflow provided in: https://doi.org/10.6084/m9.figshare.28188242.v1.For any questions or clarifications, please contact: winyap@mit.edu.