cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/8q2t-9r27
title: The USyd Campus Dataset

description: Vision and lidar are complementary sensors that are incorporated into many applications of intelligent transportation systems. These sensors have been used to great effect in research related to perception, navigation and deep-learning applications. Despite this success, the validation of algorithm robustness has recently been recognised as a major challenge for the massive deployment of these new technologies. It is well known that algorithms and models trained or tested with a particular dataset tend not to generalise well for other scenarios. For certain applications, autonomous vehicles in particular, algorithm failures can lead to potentially catastrophic consequences. To minimise this risk, it is essential to evaluate the robustness and reliability of algorithms before deploying them in real life applications. This paper presents a long-term, large-scale dataset collected over the period of 1.5 years on a weekly basis over the University of Sydney campus and surrounds. The USyd Campus Dataset has been designed to aid in the development, validation and testing of algorithm robustness under a wide variety of conditions. It includes multiple sensor modalities and covers various environmental conditions as well as diverse changes to illumination, scene structure, and pedestrian/vehicle traffic volumes. The dataset also includes a semantic segmentation dataset with different illumination conditions and camera perspectives, and a ‘Road’ class image dataset which is automatically generated using lidar. To facilitate the dataset use by researchers and practitioners, we also provide a set of development tools for the analysis and visualisation of the dataset.
DOI: 10.5281/zenodo.3364114
title: Casting about in the Dark - Artifact Evaluation

description: Companion dataset artifact used in the paper "Casting about in the Dark". --- The main goal of a static type system is to prevent certain kind of errors from happening at run-time. A type system is formulated as a set of constraints that gives any expression or term in a program a well-defined type. Yet mainstream programming languages are endowed with type systems that provide the means to circumvent their constraints through casting. We want to understand how and when developers escape the static type system to use dynamic typing. We empirically study how casting is used by developers and devise cast usage patterns, recurrent programming idioms using casts to solve a specific issue. We believe that having usage patterns can help us to better categorize use cases and thus understand how casts are used in practice. This knowledge can be: (a) a recommendation for current and future language designers to make informed decisions (b) a reference for tool builders, e.g., by providing more precise or new refactoring analyses, (c) a guide for researchers to test new language features, or to carry out controlled programming experiments, and (d) a guide for developers for better practices.
DOI: 10.5281/zenodo.3364113
title: Casting about in the Dark - Artifact Evaluation

description: Companion dataset artifact used in the paper "Casting about in the Dark". This version incorporates some additional minor changes to the artifact, related to the additionally sampled cast instances. This version is the one used in the final version of the paper. --- Abstract: The main goal of a static type system is to prevent certain kinds of errors from happening at run time. A type system is formulated as a set of constraints that gives any expression or term in a program a well-defined type. Yet mainstream programming languages are endowed with type systems that provide the means to circumvent their constraints through <em>casting</em>. We want to understand how and when developers escape the static type system to use dynamic typing. We empirically study how casting is used by developers in more than seven thousand Java projects. We find that casts are widely used (8.7% of methods contain at least one cast) and that 50% of casts we inspected are not guarded locally to ensure against potential run-time errors. To help us better categorize use cases and thus understand how casts are used in practice, we identify 25 cast-usage patterns, recurrent programming idioms using casts to solve a specific issue. This knowledge can be: (a) a recommendation for current and future language designers to make informed decisions (b) a reference for tool builders, <em>e.g.</em>,<br> by providing more precise or new refactoring analyses, (c) a guide for researchers to test new language features, or to carry out controlled programming experiments, and (d) a guide for developers for better practices.
DOI: 10.7910/dvn/mjprlv/12ucaw
title: KCH_HMPV_Codebook.pdf

description: Codebook
DOI: 10.7910/dvn/mjprlv/4ux6u7
title: 2_hmpv_prevalence.do

description: This script is used to calculate HMPV prevalence and their 95% CI.
DOI: 10.7910/dvn/mjprlv/9wwyvv
title: KCH_HMPV_Readme.txt

description: :unav
DOI: 10.7910/dvn/mjprlv/loewrh
title: KCH_HMPV_cases_analysis.tab

description: :unav
DOI: 10.7910/dvn/mjprlv/mrxbta
title: KCH_HMPV_subtypes.tab

description: :unav
DOI: 10.7910/dvn/mjprlv/wvcg45
title: KCH_HMPV_prev_data.tab

description: :unav
DOI: 10.7910/dvn/mjprlv/ylwzkx
title: 3_analysis.do

description: In this script, perform descriptive and inferential statistics on HMPV cases only
DOI: 10.7910/dvn/mjprlv/ymjxig
title: 1_hmpv_types_charts.do

description: This script generates charts of types observed by epidemic
DOI: 10.5281/zenodo.3363736
title: Data for 'The effect of δ-hydride on the micromechanical deformation of a Zr alloy studied by in situ high angular resolution electron backscatter diffraction'

description: This is the data bundle for <br> "The effect of delta-hydride on the micromechanical deformation of a Zr alloy studied by in situ high angular resolution electron backscatter diffraction" <br> published in Scripta Materialia in 2019 Siyang Wang 1, Szilvia Kalácska 2, Xavier Maeder 2, Johann Michler 2, Finn Giuliani 1, T. Ben Britton 1 1 Imperial College London, London, UK SW7 2AZ<br> 2 EMPA, Swiss Federal Laboratories for Materials Science and Technology, Laboratory for Mechanics of Materials and Nanostructures, Feuerwerkerstrasse 39, 3602, Thun, Switzerland Please refer to the newest version of this data bundle, if there are multiple versions. For more information email siyang.wang15@imperial.ac.uk (Mr. Siyang Wang).
DOI: 10.5281/zenodo.3363737
title: Data for 'The effect of δ-hydride on the micromechanical deformation of a Zr alloy studied by in situ high angular resolution electron backscatter diffraction'

description: This is the data bundle for <br> "The effect of delta-hydride on the micromechanical deformation of a Zr alloy studied by in situ high angular resolution electron backscatter diffraction" <br> published in Scripta Materialia in 2019 Siyang Wang 1, Szilvia Kalácska 2, Xavier Maeder 2, Johann Michler 2, Finn Giuliani 1, T. Ben Britton 1 1 Imperial College London, London, UK SW7 2AZ<br> 2 EMPA, Swiss Federal Laboratories for Materials Science and Technology, Laboratory for Mechanics of Materials and Nanostructures, Feuerwerkerstrasse 39, 3602, Thun, Switzerland Please refer to the newest version of this data bundle, if there are multiple versions. For more information email siyang.wang15@imperial.ac.uk (Mr. Siyang Wang).
DOI: 10.7910/dvn/vrio76/5b0sud
title: pollution_dataset.tab

description: Mineral prices and pollution in waterways near major Peruvian mines
DOI: 10.7910/dvn/vrio76/an5le1
title: china_imports.tab

description: China mineral imports and global prices
DOI: 10.7910/dvn/vrio76/jpua0d
title: Sexton_Externalities_Conflict_Replication.do

description: Stata .do file to replication Tables and Figures in "Unpacking the Local Resource Curse: How Externalities and Governance Shape Social Conflict" (Article and Appendix)
DOI: 10.7910/dvn/vrio76/jsfoxo
title: institutions.tab

description: Natural resources governance institutions information based on NRGI data.
DOI: 10.7910/dvn/vrio76/lpltnt
title: margins_multinational.tab

description: Regression marginal effects outputs
DOI: 10.7910/dvn/vrio76/n9gy9a
title: margins_domestic.tab

description: Regression marginal effects outputs
DOI: 10.7910/dvn/vrio76/xfxxu7
title: margins1.tab

description: Regression marginal effects outputs
DOI: 10.7910/dvn/vrio76/wmeisx
title: resource_curse_merged.tab

description: Main dataframe for the study.
DOI: 10.17632/kr4fdmgt67.1
title: Data for: Environmental photodegradation of emerging contaminants: A re-examination of the importance of triplet-sensitised processes, based on the use of 4-carboxybenzophenone as proxy for the chromophoric dissolved organic matter
DOI: 10.17632/xs3w4y7trc.1
title: Data for: Environmental photodegradation of emerging contaminants: A re-examination of the importance of triplet-sensitised processes, based on the use of 4-carboxybenzophenone as proxy for the chromophoric dissolved organic matter
DOI: 10.5281/zenodo.3364271
title: Instances and corresponding solutions for the U-shaped storage layout planning problem (USLPP)

description: The set of instances and corresponding solutions, which were used in the computational study of the paper “Ergonomic and economic optimization of layout and item assignment of a U-shaped order picking zone”.
DOI: 10.17632/4m3vgypnvx.1
title: Data for: Tectonic implications of U-Pb ages of of detrital zircon grains in metasedimentary rocks of the northwestern sector of the Passos Nappe, southern Brasília Belt, Brazil

description: Geochronological data for Nappe Passos units, Canastra Group and Metasiltite Unit. U-Pb analyses of detrital zircons by LA-SF-ICPMS and LA-Q-ICPMS.
DOI: 10.25919/5d4d37f59bf98
title: Parkes observations for project P958 semester 2019APRS_61

description: Fast radio bursts (FRBs) continue to raise more questions than they answer. Until a few months ago, only one burst – the only one known to repeat - had been localized to a bright radio nebula (either a young supernova remnant or pulsar wind nebulae) in a distant dwarf galaxy. Over the last year searches with the Australian Square Kilometre Array Pathfinder (ASKAP) have detected 28 bursts, two of which have been localised to host galaxies at redshifts &gt; 0.3. These bursts and their hosts are very unlike the repeater, suggesting there may be a dichotomy in the population. Over the next six months we expect to detect another 12 FRBs, which will also have sub-arcsecond localisations. Here we propose to search this population for repeats. Our comprehensive sample and a dense monitoring campaign of well localised bursts, at a fluence limit more than 60 times lower than that of their detections, will either confirm the presence of additional repeating FRBs or the uniqueness of FRB 121102 amongst the population.
DOI: 10.5281/zenodo.3364431
title: Sensor data set of 3 electromechanical cylinder at ZeMA testbed (2kHz)

description: <strong>General information on the data set</strong> The data set was generated at the ZeMA testbed. A working cycle lasts 2.8s and consists of a forward stroke, a waiting time and a return stroke. The data set does not consist of the entire working cycles. Only one second of the return stroke of each working cycle is used. <strong>Structure of the data</strong> data saved in three HDF5 file as a 3D-matrix, one file is for one axis one row represents one second of the return stroke of one working cycle<br> axis 3: 6292 cycles<br> axis 5: 6083 cycles<br> axis 7: 5732 cycles one column represents one datapoint of the cycle, that is resampled to 2 kHz (2000 columns) one page represent one sensor (11 pages: 11 sensors) <strong>Allocation of the pages to the sensors</strong> page 1: microphone<br> page 2: acceleration plain bearing<br> page 3: acceleration piston rod<br> page 4: acceleration ball bearing<br> page 5: axial force<br> page 6: pressure<br> page 7: velocity<br> page 8: active current<br> page 9: motor current phase 1<br> page 10: motor current phase 2<br> page 11: motor current phase 3 <strong>Remark</strong> The datasets are not in SI units. For conversion, you can use the PDF documentation. <strong>Further information</strong> For an introduction and tutorial to this data, a set of Jupyter notebooks is available here. These notebooks contain Python code and a documentation of example machine learning tasks and analysis of this data set. In the near future, these will be extended to also include uncertainties in the input data.
DOI: 10.17632/w97t6m6xzc.1
title: Images for Polyether Ionophores publication

description: Images used for morphological profiling of polyether ionophores. In total 10700 images: 4 plates (00071, 00072, 00073, 00074), 60 wells per plate, 9 sites per well, 5 channels per site. Images were cropped to correct for non-aligned beamsplitters followed by analysis in CellProfiler as described in Svenningsen et al, https://doi.org/10.1016/j.bmc.2019.03.052
DOI: 10.17632/zzvyyb5hj4.1
title: Data for: An Amplification-free Detection Method of Nucleic Acids by a Molecular Beacon Probe Based on Endonuclease Activity

description: Results of the Fluorescence DEMBA. Sensitivity of DNA， Sensitivity of the RNA， Specificity of DNA，Specificity of RNA，DNA DEMBA standard curve， RNA DEMBA standard curve.
DOI: 10.5281/zenodo.3364432
title: Sensor data set, electromechanical cylinder at ZeMA testbed (2kHz)

description: <strong>General information on the data set</strong> The data set was generated at the ZeMA testbed. A working cycle lasts 2.8s and consists of a forward stroke, a waiting time and a return stroke. The data set does not consist of the entire working cycles. Only one second of the return stroke of each working cycle is used. <strong>Structure of the data</strong> data saved in HDF5 file as a 3D-matrix one row represents one second of the return stroke of one working cycle (6292 rows: 6292 cycles) one column represents one datapoint of the cycle, that is resampled to 2 kHz (2000 columns) one page represent one sensor (11 pages: 11 sensors) <strong>Allocation of the pages to the sensors</strong> page 1: microphone<br> page 2: acceleration plain bearing<br> page 3: acceleration piston rod<br> page 4: acceleration ball bearing<br> page 5: axial force<br> page 6: pressure<br> page 7: velocity<br> page 8: active current<br> page 9: motor current phase 1<br> page 10: motor current phase 2<br> page 11: motor current phase 3 <strong>Remark</strong> The datasets are not in SI units. For conversion, you can use the PDF documentation. <strong>Further information</strong> For an introduction and tutorial to this data, a set of Jupyter notebooks is available here. These notebooks contain Python code and a documentation of example machine learning tasks and analysis of this data set. In the near future, these will be extended to also include uncertainties in the input data.
DOI: 10.5284/1055108
title: Moorgate Shaft, 91-109 Moorgate (Crossrail XSP10)

description: Several watching briefs and evaluations took place at Moorgate Shaft under the sitecode XSP10. The work was commissioned by Crossrail and carried out by MOLA.
DOI: 10.17036/researchdata.aston.ac.uk.00000433
title: Data molecular dynamic simulations of CTR in "Calcitonin receptor N-glycosylation enhances peptide hormone affinity by controlling receptor dynamics"
DOI: 10.7910/dvn/98lmd0/2zif1f
title: HH.Geovariables_Y2.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/eezsme
title: HH_SEC_B.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/ejaj9j
title: y2commlink.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/6xoz4n
title: ea_from_dbase.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/9kxmng
title: SEC_A.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/9y7uef
title: HH_SEC_H3.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/cd9nvj
title: TZY2.HH.Consumption.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/fvmvnz
title: HH_SEC_C.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/gldagp
title: SEC_A_T.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/l2x8th
title: HH_SEC_H1.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/ojabx0
title: TZY1.HH.Consumption.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/pazlcj
title: SEC_H1_J_K2_O2_P1_Q1_S1.tab

description: :unav
DOI: 10.25345/c59q1x
title: MassIVE MSV000084187 - Metabolomic and lipidomic analysis of mindfulness treatment
title: Mindfulness is a subtype of meditation. Increasing evidence suggests that exerciser benefit mental and physical health improvement from mindfulness exercise. But the mechanism and molecular changes of mindfulness have not been elucidated.
DOI: 10.7910/dvn/98lmd0/01u4oo
title: SEC_H.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/4pwktf
title: SEC_B_C_D_E1_F_G1_U.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/e7yzkf
title: HH_SEC_H2.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/pgn0xu
title: TZY2.HH.Geovariables.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/pm3myj
title: HH_SEC_FILTERS.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/qmic5y
title: COMSEC_CI.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/udpvx1
title: HH_SEC_A.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/vk0lz1
title: HH_SEC_D.tab

description: :unav
DOI: 10.7910/dvn/98lmd0/xgoeem
title: SEC_H2.tab

description: :unav
DOI: 10.5281/zenodo.3360675
title: The Acoustic Sounds for Wellbeing Dataset

description: The field of sound healing includes ancient practices coming from a broad range of cultures. Across such practices there is a variety of instrumentation utilised. Practitioners suggest the ability of sound to target both mental and even physical health issues, e.g., chronic-stress, or joint-pain. Instruments including the Tibetan singing bowl and vocal chanting, are methods which are still widely encouraged today. With the noise-floor of modern urban soundscapes continually increasing and known to impact wellbeing, methods to approve daily soundscapes are needed. With this in mind, this study presents the Acoustic Sounds for Wellbeing (ASW) dataset. The ASW dataset is a dataset gathered from YouTube including 88+ hrs of audio from 5-classes of acoustic instrumentation (Chimes, Chanting, Drumming, Gongs, and Singing Bowl). We additionally present initial baseline classification results on the dataset, finding that conventional Mel-Frequency Cepstra coefficient features achieve at best an unweighted average recalled of 57.4 % for a 5-class support vector machine classification task. All research papers, presentations, or documents that report the use of the ASW Dataset will cite the following paper: @misc{baird2019acoustic,<br> title={Acoustic Sounds for Wellbeing: A Novel Dataset and Baseline Results},<br> author={Alice Baird and Bjoern Schuller},<br> year={2019},<br> eprint={1908.01671},<br> archivePrefix={arXiv},<br> primaryClass={cs.SD}<br> } For further information please contact:<br> alice.baird@ieee.org
description: This work is funded by the Bavarian State Ministry of Education, Science and the Arts in the framework of the Centre Digitisation.Bavaria (ZD.B).
DOI: 10.5281/zenodo.3360676
title: The Acoustic Sounds for Wellbeing Dataset

description: The field of sound healing includes ancient practices coming from a broad range of cultures. Across such practices there is a variety of instrumentation utilised. Practitioners suggest the ability of sound to target both mental and even physical health issues, e.g., chronic-stress, or joint-pain. Instruments including the Tibetan singing bowl and vocal chanting, are methods which are still widely encouraged today. With the noise-floor of modern urban soundscapes continually increasing and known to impact wellbeing, methods to approve daily soundscapes are needed. With this in mind, this study presents the Acoustic Sounds for Wellbeing (ASW) dataset. The ASW dataset is a dataset gathered from YouTube including 88+ hrs of audio from 5-classes of acoustic instrumentation (Chimes, Chanting, Drumming, Gongs, and Singing Bowl). We additionally present initial baseline classification results on the dataset, finding that conventional Mel-Frequency Cepstra coefficient features achieve at best an unweighted average recalled of 57.4 % for a 5-class support vector machine classification task. All research papers, presentations, or documents that report the use of the ASW Dataset will cite the following paper: @misc{baird2019acoustic,<br> title={Acoustic Sounds for Wellbeing: A Novel Dataset and Baseline Results},<br> author={Alice Baird and Bjoern Schuller},<br> year={2019},<br> eprint={1908.01671},<br> archivePrefix={arXiv},<br> primaryClass={cs.SD}<br> } For further information please contact:<br> alice.baird@ieee.org
description: This work is funded by the Bavarian State Ministry of Education, Science and the Arts in the framework of the Centre Digitisation.Bavaria (ZD.B).
DOI: 10.7910/dvn/98lmd0/0hlj2v
title: Appendix Figure 3.do

description: :unav
DOI: 10.7910/dvn/98lmd0/6vmz9w
title: Appendix Figure 2.do

description: :unav
DOI: 10.7910/dvn/98lmd0/7eiuck
title: Figure 3.do

description: :unav
DOI: 10.7910/dvn/98lmd0/9vphyj
title: Figure 1.do

description: :unav
DOI: 10.7910/dvn/98lmd0/ckof1v
title: Figure 4.do

description: :unav
DOI: 10.7910/dvn/98lmd0/trajte
title: Appendix Figure 1.do

description: :unav
DOI: 10.7910/dvn/98lmd0/trc700
title: appendix tables A1-A13.do

description: :unav
DOI: 10.7910/dvn/98lmd0/ty6lys
title: Figure 2.do

description: :unav
DOI: 10.7910/dvn/98lmd0/zvommu
title: Figure 5.do

description: :unav
DOI: 10.7910/dvn/98lmd0/a61mdf
title: dataset creation master do file.do

description: :unav
DOI: 10.7910/dvn/98lmd0/dxfq16
title: Appendix Figure 4.do

description: :unav
DOI: 10.7910/dvn/98lmd0/f6w3vu
title: create 2008 data for merge.do

description: :unav
DOI: 10.7910/dvn/98lmd0/qffzce
title: README for Dataverse replication file.pdf

description: :unav
DOI: 10.7910/dvn/98lmd0/scfbj9
title: district malaria data prep.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/0enhqd
title: figureA9b.eps

description: :unav
DOI: 10.7910/dvn/sxfb9e/mfzjei
title: figure 4 - comparing indicators of interparty polarization.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/tecnv3
title: figure A10 - figure 3 without leaners.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/vjtswr
title: figureA4.eps

description: :unav
DOI: 10.7910/dvn/sxfb9e/xmdjgi
title: figureA8.eps

description: :unav
DOI: 10.7910/dvn/sxfb9e/9f9r47
title: figure A7 - cross-lagged 1994 1996.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/atqatx
title: figure A12 - comparing indicators of interparty polarization.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/fvpax5
title: figureA12.eps

description: :unav
DOI: 10.7910/dvn/sxfb9e/gcig2k
title: figureA9a.eps

description: :unav
DOI: 10.7910/dvn/sxfb9e/goi841
title: dataset_9296.tab

description: :unav
DOI: 10.7910/dvn/sxfb9e/usekrj
title: figureA10.eps

description: :unav
DOI: 10.7910/dvn/sxfb9e/vnfhod
title: tableA3_d.txt

description: :unav
DOI: 10.7910/dvn/sxfb9e/yuk83p
title: figure3a.png

description: :unav
DOI: 10.5255/ukda-sn-853644
title: Biased cognition in East Asian and Western Cultures: Behavioural data 2016-2018
DOI: 10.7910/dvn/sxfb9e/3bc63e
title: dataset_without_leaners.tab

description: :unav
DOI: 10.7910/dvn/sxfb9e/bpztmp
title: figureA11.eps

description: :unav
DOI: 10.7910/dvn/sxfb9e/cewep3
title: tableA3_p.txt

description: :unav
DOI: 10.7910/dvn/sxfb9e/dzl1rr
title: figure A2 - distribution of affect toward other party by year.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/edvvz5
title: table A2 - estimates of inter and intra party polarization.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/hisrdw
title: table A1 - change in effect of moderation over time.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/uznikc
title: figure A9 a - figure 3 using guaranteed jobs question.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/x6yvg6
title: figure4.eps

description: :unav
DOI: 10.7910/dvn/sxfb9e/xht7j4
title: figure A9 b - figure 3 using constraint.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/zc2j0i
title: figure A8 - figure 3 with controls.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/3qsruf
title: table A3 - ks tests.do

description: :unav
DOI: 10.7910/dvn/sxfb9e/5qc0pa
title: figure A11 - figure 4 without leaners.do

description: :unav