cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.3552417.v1
title: Supplement 2. Extended analysis of the Great Barrier Reef data set. This document is provided as part of the documentation of the R package gradientForest.

description: File List 1. biodiversity-survey.pdf<br> 2. GZ.phys.site.Rdata<br> 3. GZ.sps.mat.Rdata<br> 4. GZ.phys.grid.Rdata Description1. This is a vignette from the R package gradientForest, which is available at http://gradientforest.r-forge.r-project.org. The vignette demonstrates the use of the gradient forest method for ecological analysis of biodiversity survey data from a region in the far north Great Barrier Reef. The 3 data files used in the vignette are provided as R data files in this supplement. Alternatively, in an R session once the package has been loaded, the data can be made available using the command data(GBRexample). 2. R data file for data frame Phys_site containing 28 environmental predictors at the 197 sample sites. -- TABLE: Please see in attached file. -- 3. R data file for matrix Sp_mat containing log(<i>y</i> + <i>c</i>)-transformed species abundance (where <i>c</i> is the minimum positive abundance <i>y</i>) at the 197 sample sites. 4. R data file for data frame Phys_grid containing the above 28 environmental variables extrapolated onto 8682 locations on a fine-scale 0.01° × 0.01° grid. The variables NORTH and EAST are included so that the predictions can be plotted geographically.
DOI: 10.60893/figshare.jcp.25705713.v1
title: Contents, text files, spreadsheets

description: Table of contents of all files; detailed results for isotopologues; fine-grained thermodynamic functions
DOI: 10.17632/7w4frwk7sb
title: Detailed description of the layout of the Basque Y HSR project in Spain

description: A life cycle assessment (LCA) of the Basque Y high speed rail (HSR) line was completed. Life cycle inventory (LCI) data related to the construction and maintenance phases of the infrastructure was collected using Google Earth tool, and complemented with data obtained from other LCA studies. This dataset presents a detailed description of the Basque Y HSR line, including the length of each item (bridges, tunnels, earthworks, railway tracks).Environmental impacts for transport modes were obtained from Ecoinvent v3.7 database and processed with openLCA software. Life cycle impact assessment (LCIA) results gathered in the dataset include Global Warming (GWP100a), Cumulative Energy Demand and total emissions for PM10, SO2, NOX and NMVOC.
DOI: 10.17632/g3k425zjsb
title: HybridHP-Retrofit-GermanGrid

description: This dataset contains simulation results for the publication "Impact of hybrid heat pump shares and building retrofit rates on load penetration in German low-voltage grids" submitted to Applied Energy. Along with the open-source git-repository https://github.com/RWTH-EBC/heat-pumps-grid-interaction, readers can recreate, analyze, or visualize the variety of scenarios considered in the contribution.
DOI: 10.17632/kdvbxrdtjs
title: Covid19 tubercolosis

description: dataset from kaggle https://www.kaggle.com/datasets/chirantanacharyya/normal-tuberculosis-covid?resource=download
DOI: 10.17632/n83w3bmk87
title: Adequabilidade de classes socioambientais para implantação de aterro sanitário no município de Almadina- Bahia/ Brasil

description: O estudo para identificação de áreas para a implantação de aterros sanitários compõe importante instrumento de planejamento ambiental, assim é necessário seguir critérios técnicos e restrições normativas. Os mapas temáticos expostos, são o resultado das informações do tratamento de dados raster, em ambiente SIG da rede hidrográfica, rodovias, núcleo urbano, declividade, geologia, pedologia e usos e cobertura da terra, no formato raster, com aplicação da análise de multicritério de sobreposição ponderada, assim estão identificadas a adequabilidade de cada classe em função dos sete critérios especificados. A adequabilidade foi entendida como restrita, para áreas com alto risco de prejuízos socioambientais, em moderada, sendo áreas com alguma potencialidade, e adequadas, áreas aptas para instalação de aterro sanitário. Essas informações são essenciais para a elaboração de um mapa final que pode indicar áreas com potenciais para instalação de um aterro.
DOI: 10.17632/sf9rmd4j3r
title: Culicoides Juodkrante

description: Data on Culicoides (Diptera, Ceratopogonidae) collected in Curonian spit (Juodkrante), Eastern Baltic region and their infection with Trypanosomidae.
DOI: 10.17632/vhbt22pr6r
title: Data for: Physically-based land surface temperature modeling in urban areas using a 3-D city model and multispectral satellite data

description: lst.stefan-boltzman.sh - GRASS GIS shellscript
DOI: 10.17632/xdm7bv4kpw
title: Polymer nanocomposite data set for prediction and modeling of transmitted light intensity via machine learning models 

description: Light transmission from polymers doped with carbon-based nanofillers such as multi-walled carbon nanotubes (MWCNTs) is one of the key challenges in optimal design of conductive nanocomposite materials. Incorporation of MWCNT nanofillers into polymers at high concentrations remarkably improves electrical conductivity of neat, insulating polymers, however; it also leads to lower transmission of photons from heterogeneous medium of resultant nanocomposite since MWCNT nanofillers act as light scatters. In this respect, it is experimentally important to determine the critical concentration of MWCNTs in preserving the optical transparency and electrical conductivity of the material, simultaneously. In our data set, we show transmitted light (photon) intensities of polystyrene (PS) latexes doped with MWCNT nanofillers at different concentrations (i.e mass fractions). Emulsion polymerization experiments were first conducted to align particle size and molecular weight values of latex particles based on initiator and surfactant concentrations used during polymerization reaction. Three different sets of PS latexes, each having different molecular weight and particle diameter, were then mixed with nanofillers at different mass fractions up to 20 wt%. Afterward, each prepared nanocomposite solution was deposited on transparent glass plates by the same amounts of solution droplets to be annealed in oven. Transmitted light intensity of the samples was recorded using UV-Vis spectrophotometer after each annealing step in a broad temperature range varying between 100 and 250 Celsius degree. Each measurement parameter was listed in a separate column and 512 different measurement data (where each row represents one measurement) were collected in total. The first four columns (initiator concentration, surfactant concentration, molecular weight of PS latex and mean particle diameter of PS latex particles) belong to PS latex polymers. The fifth column (MWCNT concentration) represents how much MWCNT nanofillers were added into PS latexes. The last two columns stand for annealing temperature and measured transmitted light intensity values. Our experimental data clearly show that transmitted light intensity of PS/MWCNT nanocomposite films is significantly low in the presence of high MWCNT content and at low annealing temperatures. Our optical data set collected from photon transmission measurements is suitable for studying polymer film physics applying percolation and other statistical theories, material characterization, mathematical modeling and machine learning. Our experimental data set can be of great interest for researchers and computational scientists in developing neural network topologies, support vector regression (SVR), adaptive neuro fuzzy interference system (ANFIS) and other machine learning models combined with many advanced optimization algorithms such as genetic algorithm (GA), particle swarm optimization (PSO) and artificial bee colony algorithm (ABC).
DOI: 10.17632/y8rpz4x694
title: Replication Program for "Competition, Differentiation and Crises: Evidence from 18 Million Securitized Loans"

description: This repository contains the code and the pseudo data needed to replicate "Competition, Differentiation and Crises: Evidence from 18 Million Securitized Loans" by Peter Haslag, Kandarp Srinivasan, and Anjan Thakor.
DOI: 10.26180/5c6253c0b3323
title: KMASH Data Repository for outlier detection

description: The zip files contains 12338 datasets for outlier detection investigated in the following papers:<br>(1)<b> Instance space analysis for unsupervised outlier detection</b> Authors : Sevvandi Kandanaarachchi, Mario A. Munoz, Kate Smith-Miles <br>(2) <b>On normalization and algorithm selection for unsupervised outlier detection</b> Authors : Sevvandi Kandanaarachchi, Mario A. Munoz, Rob J. Hyndman, Kate Smith-Miles<br><br>Some of these datasets were originally discussed in the paper: <br><br><b>On the evaluation of unsupervised outlier detection:measures, datasets and an empirical study</b><b>Authors : </b>G. O. Campos, A, Zimek, J. Sander, R. J.G.B. Campello, B. Micenkova, E. Schubert, I. Assent, M.E. Houle. <br><br><br><br>
DOI: 10.5517/ccdc.csd.cc2m4khv
title: CCDC 2417457: Experimental Crystal Structure Determination

description: Related Article: Benedito Donizeti Botan-Neto, David Santamaria-Perez, Lena Wedek, Lkhamsuren Bayarjargal, Ganesh Bera, Pablo Botella, Julio Pellicer-Porres, Alberto Otero-de-la-Roza, Catalin Popescu, Frederico G. Alabarse|2025|Inorg.Chem.|64|10067|doi:10.1021/acs.inorgchem.5c00642
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m4kjw
title: CCDC 2417458: Experimental Crystal Structure Determination

description: Related Article: Benedito Donizeti Botan-Neto, David Santamaria-Perez, Lena Wedek, Lkhamsuren Bayarjargal, Ganesh Bera, Pablo Botella, Julio Pellicer-Porres, Alberto Otero-de-la-Roza, Catalin Popescu, Frederico G. Alabarse|2025|Inorg.Chem.|64|10067|doi:10.1021/acs.inorgchem.5c00642
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.10216631.v1
title: Response and predictor variables used to study the species-level drivers of mammalian ectoparasite faunas

description: Response and predictor variables used to study the species-level drivers of mammalian ectoparasite faunas
DOI: 10.6084/m9.figshare.11370603.v1
title: GAMS code of 6h-phase resetting for mammalian circadian rhythms from Reconciling periodic rhythms of large-scale biological networks by optimal control

description: Periodic rhythms are ubiquitous phenomena that illuminate the underlying mechanism of cyclic activities in biological systems, which can be represented by cyclic attractors of the related biological network. Disorders of periodic rhythms are detrimental to the natural behaviours of living organisms. Previous studies have shown that the state transition from one to another attractor can be accomplished by regulating external signals. However, most of these studies until now have mainly focused on point attractors while ignoring cyclic ones. The aim of this study is to investigate an approach for reconciling abnormal periodic rhythms, such as diminished circadian amplitude and phase delay, to the regular rhythms of complex biological networks. For this purpose, we formulate and solve a mixed-integer nonlinear dynamic optimization problem simultaneously to identify regulation variables and to determine optimal control strategies for state transition and adjustment of periodic rhythms. Numerical experiments are implemented in three examples including a chaotic system, a mammalian circadian rhythm system and a gastric cancer gene regulatory network. The results show that regulating a small number of biochemical molecules in the network is sufficient to successfully drive the system to the target cyclic attractor by implementing an optimal control strategy.
DOI: 10.6084/m9.figshare.12320597.v2
title: Repression of translation by uORFs is not widespread but highly gene-specific

description: P { margin-bottom: 0.08in } Scer_CDS.gtf : annotation file coding sequences <i>S. cerevisiae</i> Scer_5UTR.gtf: annotation file 5'UTR sequences <i>S. cerevisiae</i> Spom_CDS.gtf: annotation file coding sequences <i>S. pombe</i> Spom_5UTR.gtf: annotation file 5'UTR sequences <i>S. pombe</i> Scer_uORFs.fa: upstream ORF (uORF) sequences <i>S. cerevisiae</i> Spom_uORF.fa: upstresm ORF (uORF) sequences <i>S. pombe</i> Scer.aa-_5UTR_counts.txt: table of counts 5'UTR <i>Scer.aa- </i> Scer.aa-_CDS_counts.txt: table of counts coding sequences <i>Scer.aa-</i> Scer.aa_uORF_counts.txt: table of counts uORFs <i>Scer.aa- </i> Scer.Oxi_5UTR_counts.txt: table of counts 5'UTR <i>Scer.Oxi</i> Scer.Oxi_CDS_counts.txt: table of counts CDS <i>Scer.Oxi</i> Scer.Oxi_uORF_counts.txt: table of counts uORFs <i>Scer.Oxi</i> Spom_N-_5UTR_counts.txt: table of counts 5'UTR <i>Spom.N-</i> Spom_N-_CDS_counts.txt: table of counts CDS <i>Spom.N-</i> Spom_N-_uORF_counts.txt: table of counts uORFs <i>Spom.N-</i> translated_uORF_Spom.N-.txt: modified RibORF output Spom.N- SUB_Scer.aa-_CDS_counts.xls: subsampled table of counts CDS <i>Scer.aa-</i> SUB_Scer.Oxi_CDS_counts.xls: subsampled table of counts CDS <i>Scer.Oxi</i> SUB_Spom.N-_CDS_counts.xls: subsampled table of counts CDS <i>Spom.N-</i> Scer.aa-_DE_genes.xlsx: differentially expressed genes based on CDS counts <i>Scer.aa-</i> Scer.Oxi_DE_genes.xlsx: differentially expressed genes based on CDS counts <i>Scer.Oxi</i> Spom.N-_DE_genes.xlsx: differentially expressed genes based on CDS counts <i>Spom.N-</i> Scer.aa-_TE_genes.xlsx: genes with significantly different TE in stress vs normal <i>Scer.aa-</i> Scer.Oxi_TE_genes.xlsx: genes with significantly different TE in stress vs normal <i>Scer.Oxi</i> Spom.N-_TE_genes.xlsx: genes with significantly different TE in stress vs normal <i>Spom.N-</i>S_5UTR.list: list of S.cerevisiae genes with 5'UTR sequences available<i><br></i>
DOI: 10.6084/m9.figshare.12554690.v2
title: Simulated Bearing Degradation Data

description: Data reported in the file represents sequences of data generated by a mathematical model representing the bearing vibratory signature within outer race and inner race fault. This model describes the impact produced by the outer or inner race defect at each passage of a rolling element according to time. The degradation is generated by increasing the amplitude of the vibratory signature exponentially. The ".mat" data file contain 2 type of fault outer race fault (BPFO_scenario) and inner race fault (BPFI_scenario), where each type of fault contains 20 generated sequences with different degradation speed. The degradation speed is generated by using different number of vibration signature window from high to low speed: 30, 50, 65, 80, 100 time cycles, while each degradation speed is generated 4 times by modifying the parameters that influence the signature randomly +/- 5%. Each window has 16348 number of samples with a sampling frequency of 51.2 kHz.
DOI: 10.6084/m9.figshare.14066456.v1
title: Public Keystroke Dynamics Integration Dataset

description: Integration of the following three datasets for keystroke dynamics:<br>1) Feit, A. M., Weir, D., and Oulasvirta, A. (2016). <b>How we type: Movement strategies and performance in everyday typing.</b> In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, CHI ’16, pages 4262–4273, New York, NY, USA. ACM<br><br>2) Banerjee, R., Feng, S., Kang, J. S., and Choi, Y. (2014). <b>Keystroke patterns as prosody in digital writings:<br>A case study with deceptive reviews and essays</b>. In<br>Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 1469–1473, Doha, Qatar. Association for Computational Linguistics.<br>3) Dhakal, V., Feit, A. M., Kristensson, P. O., and Oulasvirta, A. (2018). <b>Observations on typing from million keystrokes</b>. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, CHI ’18, pages 646:1–646:12, New York, NY, USA. ACM<br>The following feature model has been measured:- Inter Keys Interval (IKI)<br>- Inter Keys Interval (IKI_2)- Inter Keys Interval (IKI_3)- Words per minute (WPM)<br>- Error Corrections (EC)from which derive aggregated metrics (i.e., mean, variance and standard deviation).<br><br><b>Refer to the following paper for features definition:</b>M. L. Bernardi, M. Cimitile, F. Martinelli and F. Mercaldo, "Keystroke Analysis for User Identification using Deep Neural Networks," <em>2019 International Joint Conference on Neural Networks (IJCNN)</em>, Budapest, Hungary, 2019, pp. 1-8, doi: 10.1109/IJCNN.2019.8852068.<br><br>If you use it, cite the above paper.<br>
DOI: 10.6084/m9.figshare.17128469.v1
title: Storage and medicine disposal by households in Kathmandu Valley, Nepal.

description: The data describes respondents knowledge, attitude and practice regarding medicine storage and medicione disposal among households of the Kathmandu valley, Nepal
DOI: 10.6084/m9.figshare.26771536.v1
title: Riko Weidman Kelsey Persons Matthew Persons Visual Landmark Navigation

description: The wolf spider Tigrosa helluo uses visual associative and beacon landmarks during water maze navigation tasks
DOI: 10.6084/m9.figshare.26858158.v1
title: Diflubenzuron Quantification in Blood, Plasma, and Serum LC-MS/MS Method- Raw Data

description: Posted here is the raw data from a fit-for-purpose test of an analytical method designed to detect and quantify diflubenzuron (DFB) in blood matrices, in addition to optimization data used in the mass spectrometry analysis parameters. The instrument used was an Agilent 6460 LC-MS/MS. The method is sensitive, specific, accurate, and precise. This is the first published method to detect DFB in bovine whole blood, plasma, and serum, and the first to use labeled DFB (<sup>13</sup>C<sub>6</sub>-DFB) as an internal standard.
DOI: 10.6084/m9.figshare.28815548.v3
title: Table S3. Serotype prediction of <i>Salmonella</i> isolates

description: These are the results of serotype prediction for Salmonella isolates, and they were predicted with SeqSero v 1.3.
DOI: 10.6084/m9.figshare.7506926.v1
title: Effect of etching time and light sources on the shear bond strength of metal brackets to ceramic cylinders

description: OBJECTIVE: To evaluate the shear bond strength of brackets bonded to ceramic with Transbond XT resin, etching time intervals (1 and 2 minutes) and three Light sources (Xenon Plasma Arc, LED and Halogen Light ), with and without silane.METHODS: In total, 12 feldspathic ceramic cylinders (15 mm x 20 mm), etched with 10% hydrofluoric acid were used. For light activation, the brackets were divided according to the light source to be used (n-15): LED UltraLume 5 (L); Apollo 95E plasma arc (AP) and Halogen light XL 2500 (H). After 24 h the samples were submitted to shear bond strength testing at crosshead speed of 0.5 mm/minute.RESULTS: The data were submitted to the analysis of variance (ANOVA) and the Tukey test (5%). Bond Strength: UltraLume 5 (11.4 ± 3.56 MPa) was superior to XL 2500 (9.12 ± 2.83 MPa) and Plasma Arc (5.11 ± 2.93 MPa) (p&lt;0.05). No difference was found between ceramic with silane (8.31 ± 4.17 MPa) and without silane (8.68 ± 3.86 MPa). Etching time of 2 minutes (9.13 ± 3.98 MPa) was superior to time of 1 minute (7.86 ± 3.96 MPa).CONCLUSION: The results showed that LED was shown to be more efficient for polymerizing the material for Transbond XT bonding. The use of silane did not influence the bond strength values. The acid etching time of 2 minutes was more effective than that of 1 minute.
DOI: 10.5517/ccdc.csd.cc2m4y80
title: CCDC 2417822: Experimental Crystal Structure Determination

description: Related Article: Xiaoye Chen, Chi-Ming Au, Pengyuan Fang, Yunsheng Xue, Ken Cham-Fai Leung, Wai-Lun Chan|2025|Org.Lett.|27|5081|doi:10.1021/acs.orglett.5c01162
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m4yb2
title: CCDC 2417824: Experimental Crystal Structure Determination

description: Related Article: Xiaoye Chen, Chi-Ming Au, Pengyuan Fang, Yunsheng Xue, Ken Cham-Fai Leung, Wai-Lun Chan|2025|Org.Lett.|27|5081|doi:10.1021/acs.orglett.5c01162
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.22691149.v2
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.6084/m9.figshare.22759397.v2
title: Mytilus galloprovincialis presence/absence analysis, expression data and chromosomic assembly

description: MG3_CGAv1.fasta #Chromosome level assembly of Mytilus galloprovincialis obtained by scaffolding using Mytilus chilensis chromosomes (Gallardo-Escárate et al., 2022). <br> MG3_CGAv1.gff3 #Annotation of the chromosome level Mytilus galloprovincialis assembly. <br> mg3_PAV_core_list.txt #List of protein-coding genes from the chromosome level assembly (using longest transcript per gene) that were found to be core in the genomes of 14 mussel individuals (including the reference). <br> mg3_PAV_dispensable_list.txt #List of protein-coding genes from the chromosome level assembly (using longest transcript per gene) that were present in the reference individual but were found to be dispensable after being absent in at least one of 13 aditional individuals. <br> expresion_dataset_allSRA_mussel.txt #Expression dataset generated after mapping mussel SRA transcriptomic data to the longest transcripts per gene.