cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15131/shef.data.3581427.v1
title: Experiments results for IEEE/ACM Transaction on Audio, Speech and Language Processing Journal Paper: "Recurrent Neural Network Language Model Adaptation for Multi-Genre Broadcast Speech Recognition and Alignment"

description: The files in the dataset correspond to results that have been generated for the IEEE/ACM Transactions on Audio, Speech and Language Processing paper: "Recurrent Neural Network Language Model Adaptation for Multi-Genre Broadcast Speech Recognition and Alignment", DOI: 10.1109/TASLP.2018.2888814. The paper deals with language model adaptation for the MGB Challenge 2015 transcription and alignment tasks.<br> <br> The files in the zip file are of three types:<br> - .ctm, which correspond to the output of the automatic speech recognition system and the columns include segment information as well as transcripts of the recognition.<br> - .ctm.filt.sys, which correspond to scoring of the automatic speech recognition system and includes the overall word error rate as well as the number of insertions, deletions and substitutions of the overall system.<br> - .ctm.filt.lur, which provides a more detailed decomposition of the word error rate across multiple genres.<br> <br> The three file types are repeated for all the results described in Tables 4,5 and 6 of the paper (27 entries in total).<br> <br> The following is a description about the naming convention of the files:<br> <br> 4gram.amlm.baseline refers to the 4-gram LM baseline on LM1 and LM2 text<br> rnnlm refers to Recurrent Neural Network Language Model.<br> amrnnlm prefix refers to acoustic model text RNNLM.<br> amlmrnnlm prefix refers to acoustic model + language model text RNNLM.<br> .baseline.lattice.rescore suffix refers to baseline results generated with lattice rescoring.<br> .nbest.baseline.rescore suffix refers to baseline results generated with nbest rescoring.<br> .noadaptation refers to RNNLM results with no adaptation.<br> .genre.finetune refers to genre fine-tuning of the RNNLMs.<br> .genre.adaptationlayer refers to genre LHN adaptation layer fine-tuning of the RNNLMs.<br> .ldafeat.hiddenlayer refers to text-based Latent Dirichlet Allocation (LDA) features at the hidden layer.<br> .acousticldafeat.hiddenlayer refers to acoustic LDA features at the hidden layer<br> .acoustictextldafeat.hiddenlayer refers to acoustic and text LDA features at the hidden layer.<br> .genrefeat.hiddenlayer refers to Genre 1-hot auxiliary codes at the hidden layer.<br> .genrefeat.adaptationlayer refers to Genre 1-hot auxiliary codes at the adaptation layer.<br> .2layer.ldafeat.hiddenlayer refers to a 2-layer RNNLM with text LDA features at the hidden layer and no feat. at adaptation layer.<br> .2layer.ldafeat.hiddenlayer.genrefinetune refers to a 2-layer RNNLM with text LDA features at the hidden layer, no feat. at adaptation layer and genre fine-tuning.<br> .kcomponent refers to K-Component Adaptive Topic fine-tuning using LDA posteriors<br> <br> All three file types are standard outputs that are recognised by the automatic speech recognition community and can be opened using any text editor.
DOI: 10.15131/shef.data.6397304.v1
title: Differential Scanning Calorimetry of Native Silk Feedstock Dataset

description: Origin Project File containing all the data used for creation of main figures and supplementary figures in the publication "Differential Scanning Calorimetry of Native Silk Feedstock"https://doi.org/10.1002/mabi.201800228 <br>
DOI: 10.22008/fk2/b674ar/luwpyi
title: r_TOA_09.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/jy8jg4
title: r_TOA_10.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/itj2iy
title: r_TOA_11.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.5517/ccdc.csd.cc217c1q
title: CCDC 1883902: Experimental Crystal Structure Determination

description: Related Article: Huaibin Yu|2018|CSD Communication|||
description: Related Article: Yang Ni, Xiang Wan, Honghua Zuo, Muhammad Adnan Bashir, Yu Liu, Huaibin Yu, Rong-Zhen Liao, Guojiao Wu, Fangrui Zhong|2021|Org.Chem.Front.|8|1490|doi:10.1039/D0QO01651A
DOI: 10.5517/ccdc.csd.cc217c2r
title: CCDC 1883903: Experimental Crystal Structure Determination

description: Related Article: Huaibin Yu|2018|CSD Communication|||
description: Related Article: Yang Ni, Xiang Wan, Honghua Zuo, Muhammad Adnan Bashir, Yu Liu, Huaibin Yu, Rong-Zhen Liao, Guojiao Wu, Fangrui Zhong|2021|Org.Chem.Front.|8|1490|doi:10.1039/D0QO01651A
DOI: 10.5517/ccdc.csd.cc217c0p
title: CCDC 1883901: Experimental Crystal Structure Determination

description: Related Article: Huaibin Yu|2018|CSD Communication|||
description: Related Article: Yang Ni, Xiang Wan, Honghua Zuo, Muhammad Adnan Bashir, Yu Liu, Huaibin Yu, Rong-Zhen Liao, Guojiao Wu, Fangrui Zhong|2021|Org.Chem.Front.|8|1490|doi:10.1039/D0QO01651A
DOI: 10.22008/fk2/b674ar/kyx9us
title: r_TOA_12.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/frpeft
title: r_TOA_13.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/fd90zh
title: r_TOA_14.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/lipcla
title: r_TOA_15.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/kekjmq
title: r_TOA_16.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.15131/shef.data.7477244.v1
title: PLOS comment data

description: This data set consists of all comments (and associated metadata) left on PLOS articles since the launch of the very first PLOS journal (PLOS Biology) in 2003. The data set provded by PLOS included article ID, comment ID, the title of the comment, the comment itself, and the date and time the comment was created. PLOS required that the ‘display name’ (the username created by the individual making the comment) associated with comments be anonymised, and each comment author’s ‘display name’ was therefore converted by them to a unique numeric ID. These data were supplemented in a number of ways. In some cases, additional data (e.g. article title and publication date) were collected using a web scraping tool, while in others, information could be extracted or inferred from the original PLOS data (e.g. publishing journal, and whether the comment was original or a reply to an existing comment). Full details of the data set and how it was derived can be found in the accompanying "Guide to data".
DOI: 10.22008/fk2/b674ar/m4ad3g
title: r_TOA_17.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.6084/m9.figshare.7569659
title: Additional file 1 of Diversity and evolution of the transposable element repertoire in arthropods with particular reference to insects

description: Statistics on the TE content of arthropod genomes. This tab-separated table lists the genome assembly size as well as the genome coverage of DNA, LINE, LTR, SINE, and Unknown transposons. (TXT 8 kB)
DOI: 10.6084/m9.figshare.7569659.v1
title: Additional file 1 of Diversity and evolution of the transposable element repertoire in arthropods with particular reference to insects

description: Statistics on the TE content of arthropod genomes. This tab-separated table lists the genome assembly size as well as the genome coverage of DNA, LINE, LTR, SINE, and Unknown transposons. (TXT 8 kB)
DOI: 10.6084/m9.figshare.7569683
title: Additional file 4 of Diversity and evolution of the transposable element repertoire in arthropods with particular reference to insects

description: Genomic datasets. This tab-separated table contains the download URLs for the genome assemblies used in this study. (TXT 10 kB)
DOI: 10.6084/m9.figshare.7569683.v1
title: Additional file 4 of Diversity and evolution of the transposable element repertoire in arthropods with particular reference to insects

description: Genomic datasets. This tab-separated table contains the download URLs for the genome assemblies used in this study. (TXT 10 kB)
DOI: 10.22008/fk2/b674ar/isjsrg
title: r_TOA_18.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/9k3wpi
title: r_TOA_19.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.15131/shef.data.6402095.v1
title: Dataset for: Extensional flow behaviour and spinnability of native silk

description: Raw data for the following publication: Extensional flow behaviour and spinnability of native silkDOI: 10.1039/C8SM01199K
DOI: 10.22008/fk2/b674ar/tlgkb3
title: r_TOA_20.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.15131/shef.data.7477244
title: Data for ‘No comment’? A study of commenting on PLOS articles

description: This data set consists of all comments (and associated metadata) left on PLOS articles since the launch of the very first PLOS journal (PLOS Biology) in 2003. The data set provded by PLOS included article ID, comment ID, the title of the comment, the comment itself, and the date and time the comment was created. PLOS required that the ‘display name’ (the username created by the individual making the comment) associated with comments be anonymised, and each comment author’s ‘display name’ was therefore converted by them to a unique numeric ID. These data were supplemented in a number of ways. In some cases, additional data (e.g. article title and publication date) were collected using a web scraping tool, while in others, information could be extracted or inferred from the original PLOS data (e.g. publishing journal, and whether the comment was original or a reply to an existing comment). Full details of the data set and how it was derived can be found in the accompanying "Guide to data".
DOI: 10.22008/fk2/b674ar/puf3es
title: r_TOA_21.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.15131/shef.data.7378046
title: Videos of p-Mode Oscillations in Highly Gravitationally Stratified Magnetic Solar Atmospheres

description: The solar atmosphere exhibits a diverse range of wave phenomena, one of the earliest to be discovered was the five minute oscillation, the p-mode. The analysis of wave propagation in the solar atmosphere may be used as a diagnostic tool to measure the physical characteristics of the solar atmosphere.The videos in this collection are the result of an investigation of the dynamics and propagation of waves which are generated by the solar global eigenmodes. We present the results of a series of MHD simulations of a realistic model of the solar atmosphere with a vertically uniform cylindrically symmetric magnetic field. With the objective of recreating atmospheric motions generated by global resonant oscillation the simulations use a driver which is spatially structured and extended in a sinusoidal profile across the computational model. The drivers perturb the region at 0.5Mm above the bottom boundary of the model and coincident with the temperature minimum. A combination of the VALIIIC and McWhirter solar atmospheres and coronal density profiles were used as the background equilibrium model in the simulations. We present the results of a study of synthetic photospheric oscillations for a quiet solar atmosphere with a vertically uniform cylindrically symmetric magnetic. To carry out the simulations, we employed the MHD code, SMAUG (Sheffield MHD Accelerated Using GPUs).<b><br></b>Each video shows the value of the vertical component of the plasma velocity (z-component) along different slices through the simulation box. The scale shows the velocity value in m/s. The simulation box is 4Mmx4Mm along the base and the height of the box is 5.7Mm. The driver for the simulations is located at a height of 0.5Mm.<b><br></b>The videos are for a (2,2) mode driver with a period of 300s each video is labelled with field strength at the centre of the box i.e. 0G, 50G, 75G and 100G. The magnetic field lines are shown in blue running vertically, contours illustrate the cylindrical magnetic field.<br>
DOI: 10.25720/veda-c09w
title: c-VEDA dataset
DOI: 10.25720/veda-c10e
title: c-VEDA dataset
DOI: 10.25720/veda-cmrh
title: c-VEDA dataset
DOI: 10.15131/shef.data.6736826.v2
title: The Middle Devonian palynology and biostratigraphy of northern Spain - Count data

description: Excel workbook including raw count data (frequencies) and the quantitative values adjusted to number per gram of rock processed.<br>Data were gathered by counting palynomorphs previously strew-mounted on glass slides and viewed using a microscope. 200 specimens were counted in each slide; additional taxa were recorded as rare and denoted '+'. The samples were spiked with modern <i>Lycopodium</i> spores for quantitative analysis. The number of <i>Lycopodium</i> encountered during the 200 count was recorded and used to calculate the quantitative value.
DOI: 10.15131/shef.data.7378046.v1
title: Videos of p-Mode Oscillations in Highly Gravitationally Stratified Magnetic Solar Atmospheres

description: The solar atmosphere exhibits a diverse range of wave phenomena, one of the earliest to be discovered was the five minute oscillation, the p-mode. The analysis of wave propagation in the solar atmosphere may be used as a diagnostic tool to measure the physical characteristics of the solar atmosphere.The videos in this collection are the result of an investigation of the dynamics and propagation of waves which are generated by the solar global eigenmodes. We present the results of a series of MHD simulations of a realistic model of the solar atmosphere with a vertically uniform cylindrically symmetric magnetic field. With the objective of recreating atmospheric motions generated by global resonant oscillation the simulations use a driver which is spatially structured and extended in a sinusoidal profile across the computational model. The drivers perturb the region at 0.5Mm above the bottom boundary of the model and coincident with the temperature minimum. A combination of the VALIIIC and McWhirter solar atmospheres and coronal density profiles were used as the background equilibrium model in the simulations. We present the results of a study of synthetic photospheric oscillations for a quiet solar atmosphere with a vertically uniform cylindrically symmetric magnetic. To carry out the simulations, we employed the MHD code, SMAUG (Sheffield MHD Accelerated Using GPUs).<b><br></b>Each video shows the value of the vertical component of the plasma velocity (z-component) along different slices through the simulation box. The scale shows the velocity value in m/s. The simulation box is 4Mmx4Mm along the base and the height of the box is 5.7Mm. The driver for the simulations is located at a height of 0.5Mm.<b><br></b>The videos are for a (2,2) mode driver with a period of 300s each video is labelled with field strength at the centre of the box i.e. 0G, 50G, 75G and 100G. The magnetic field lines are shown in blue running vertically, contours illustrate the cylindrical magnetic field.<br>
DOI: 10.22008/fk2/b674ar/mawnpa
title: O3.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/vixy7a
title: OAA.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/qr1x5y
title: OZA.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/8aiill
title: SAA.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/c6soks
title: SZA.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/ordxjq
title: WV.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/5zqwrq
title: r_TOA_01.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/ynmolu
title: r_TOA_02.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/zplgla
title: r_TOA_03.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/uipmn6
title: r_TOA_04.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.6084/m9.figshare.7636697
title: Single-shot 3D shape reconstruction datasets

description: If you use the datasets for your research, please cite our papers below in your publication:<br><br>H. Nguyen, Y. Wang, and Z. Wang, “Single-Shot 3D Shape Reconstruction Using Structured Light and Deep Convolutional Neural Networks” <i><b>Sensors </b></i>20(13), 3718, 2020.<br>H. Nguyen, T. Tran, Y. Wang, and Z. Wang, "Three-dimensional Shape Reconstruction from Single-shot Speckle Image Using Deep Convolutional Neural Networks" <b><i>Optics and Lasers in Engineering</i> </b>143, 106639, 2021.<br><br>The datasets include the data and sample code, please email me (29nguyen@cua.edu) if you have any concerns.<br>
DOI: 10.22008/fk2/b674ar/pkwui7
title: r_TOA_05.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.22008/fk2/b674ar/nhtges
title: r_TOA_06.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.5067/measures/so2/data404
title: Multi-Satellite Volcanic Sulfur Dioxide L4 Long-Term Global Database V3
DOI: 10.22008/fk2/b674ar/gx1evw
title: r_TOA_07.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.6084/m9.figshare.7717784
title: Coupling of RNA polymerase III assembly to cell cycle progression in <i>Saccharomyces cerevisiae</i>

description: Assembly of the RNA polymerases in both yeast and humans is proposed to occur in the cytoplasm prior to their nuclear import. Our previous studies identified a <i>cold-sensitive</i> mutation, <i>rpc128-1007</i>, in the yeast gene encoding the second largest Pol III subunit, Rpc128. <i>rpc128-1007</i> is associated with defective assembly of Pol III complex and, in consequence, decreased level of tRNA synthesis. Here, we show that <i>rpc128-1007</i> mutant cells remain largely unbudded and larger than wild type cells. Flow cytometry revealed that most <i>rpc128-1007</i> mutant cells have G1 DNA content, suggesting that this mutation causes pronounced cell cycle delay in the G1 phase. Increased expression of gene encoding Rbs1, the Pol III assembly/import factor, could counteract G1 arrest observed in the <i>rpc128-1007</i> mutant and restore wild type morphology of mutant cells. Concomitantly, cells lacking Rbs1 show a mild delay in G1 phase exit, indicating that Rbs1 is required for timely cell cycle progression. Using the double <i>rpc128-1007 maf1</i>Δ mutant in which tRNA synthesis is recovered, we confirmed that the Pol III assembly defect associated with <i>rpc128-1007</i> is a primary cause of cell cycle arrest. Together our results indicate that impairment of Pol III complex assembly is coupled to cell cycle inhibition in the G1 phase.
DOI: 10.6084/m9.figshare.7717784.v1
title: Coupling of RNA polymerase III assembly to cell cycle progression in <i>Saccharomyces cerevisiae</i>

description: Assembly of the RNA polymerases in both yeast and humans is proposed to occur in the cytoplasm prior to their nuclear import. Our previous studies identified a <i>cold-sensitive</i> mutation, <i>rpc128-1007</i>, in the yeast gene encoding the second largest Pol III subunit, Rpc128. <i>rpc128-1007</i> is associated with defective assembly of Pol III complex and, in consequence, decreased level of tRNA synthesis. Here, we show that <i>rpc128-1007</i> mutant cells remain largely unbudded and larger than wild type cells. Flow cytometry revealed that most <i>rpc128-1007</i> mutant cells have G1 DNA content, suggesting that this mutation causes pronounced cell cycle delay in the G1 phase. Increased expression of gene encoding Rbs1, the Pol III assembly/import factor, could counteract G1 arrest observed in the <i>rpc128-1007</i> mutant and restore wild type morphology of mutant cells. Concomitantly, cells lacking Rbs1 show a mild delay in G1 phase exit, indicating that Rbs1 is required for timely cell cycle progression. Using the double <i>rpc128-1007 maf1</i>Δ mutant in which tRNA synthesis is recovered, we confirmed that the Pol III assembly defect associated with <i>rpc128-1007</i> is a primary cause of cell cycle arrest. Together our results indicate that impairment of Pol III complex assembly is coupled to cell cycle inhibition in the G1 phase.
DOI: 10.22008/fk2/b674ar/sfke2j
title: r_TOA_08.tif

description: SICE version: Cloud removed, PPGC, SNAP7
DOI: 10.6084/m9.figshare.7654391.v1
title: Sedimentary and drainage evolution of the Condamine Valley Transition Zone (eastern Australia)

description: The basal succession of the Condamine Valley, which overlays the boundary between the Surat and Clarence-Moreton basins (eastern Australia), contains a clay-rich horizon ‘the Transition Zone’ that marks a pronounced unconformity between the Jurassic Walloon Coal Measures and the Quaternary Condamine Alluvium. This paper provides insights into the tectonic and drainage evolution of the Condamine Valley through integrated analysis of U–Pb ages of detrital zircon from three samples (494 concordant analyses), stable oxygen isotope analysis on eight authigenic clay samples, X-ray fluorescence of primary and trace elements, and hyperspectral mineral analysis from two drill cores (Lone Pine 17 and Daandine 164). The Transition Zone is interpreted to consist of both weathered Jurassic sediments and Cenozoic clay deposits. Two sequential cycles of erosion, deposition and pedogenesis, related to geomorphological and climatic conditions are recognised. Distinctive oxygen isotope signatures of the two weathering fronts demonstrated an initial Early Cretaceous phase (δ<sup>18</sup>O = 11.9–15.7‰ VSMOW) associated with laterisation and possible uplift, followed by Paleogene (δ<sup>18</sup>O = 16.4–17.3‰ VSMOW) silcretisation of reworked Jurassic sediments. Detrital zircon geochronology yielded Jurassic maximum constraints for the age of deposition of three samples that are indistinguishable within error, the oldest of which (163 ± 8 Ma from the lateritic profile) corresponds to the age of the underlying Walloon Coal Measures. The two overlaying samples from a silcrete profile and granular alluvium yielded overlapping yet younger ages of 150 ± 6 Ma and 156 ± 9 Ma, respectively. Vitrinite reflectance used as a proxy for the thermal condition of the coal strata enabled an estimated 2–3 km of burial and subsequent (likely Early Cretaceous) uplift. Geochemical insights from the Condamine Valley correspond to broad-scale climatic and tectonic conditions, suggesting that ‘transition zone equivalents’ and corresponding groundwater dynamics may occur in similar sedimentary settings throughout eastern Australia.
DOI: 10.25921/m0az-0k44
title: Fall 2015 Survey (PTS01, Reson7125)
DOI: 10.25921/q4yv-3j75
title: Fall 2015 Survey (PTS03, Reson7125)
DOI: 10.25921/q98p-8p85
title: Fall 2015 Survey (PTS02, Reson7125)
DOI: 10.6084/m9.figshare.5900335.v1
title: Supplementary Data for "Future scenarios of global plastic waste generation and disposal"

description: Here we provide a per-country results summary spreadsheet and high resolution global maps of total and mismanaged plastic waste generation as presented in Lebreton and Andrady (2019, https://www.nature.com/articles/s41599-018-0212-7). <br><b>LebretonAndrady2019_SummaryDatasheet.xlsx</b>Summary results for the 188 countries investigated in the study. The file contains three tabs for lower, midpoint and higher estimate for plastic waste generation as well as an additional tab for per-country waste statistics and population + GDP forecast used by the predictive model. The highlighted cells in the Country Statistics tab are model predicted values where data was not available.<br><b>LebretonAndrady2019_TotalPlasticWaste.tif</b>Total municipal plastic waste generation in kg.y<sup>-1</sup> in 2015, computed on a global 30 by 30 arc seconds resolution grid.<br><b>LebretonAndrady2019_MismanagedPlasticWaste.tif</b>Mismanaged Plastic Waste (MPW) generation in kg.y<sup>-1</sup> in 2015, computed on a global 30 by 30 arc seconds resolution grid.<br>