cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5523/bris.3ue314qgo62302p5ou36zyeckx
title: Data associated to 'Strain Reversal in Actuated Origami Structures'

description: The underlying data and MATLAB scripts to support the publication in Physical Review Letters: 'Strain Reversal in Actuated Origami Structures'
DOI: 10.5281/zenodo.3260450
title: Supporting data for: "Frequency-tagged visual evoked responses track syllable effects in visual word recognition"

description: The dataset consists of the original 17 .bdf files.
DOI: 10.5281/zenodo.3260451
title: Supporting data for: "Frequency-tagged visual evoked responses track syllable effects in visual word recognition"

description: The dataset consists of the original 17 .bdf files.
DOI: 10.5281/zenodo.3260698
title: United Kingdom results from the monitoring of pesticide residues in food

description: This dataset contains the analytical results of pesticide residues measured in the food products analysed by the national competent authorities. Pesticide residues resulting from the use of plant protection products on crops that are used for food or feed production may pose a risk factor for public health. For this reason, a comprehensive legislative framework has been established in the European Union (EU), which defines rules for the approval of active substances used in plant protection products, the use of plant protection products and for pesticide residues in food. In order to ensure a high level of consumer protection, legal limits, so called “maximum residue levels” or briefly “MRLs”, are established in Regulation (EC) No 396/2005. EU-harmonised MRLs are set for all pesticides covering all types of food products. A default MRL of 0.01 mg/kg is applicable for pesticides not explicitly mentioned in the MRL legislation. Regulation (EC) No 396/2005 imposes on Member States the obligation to carry out controls to ensure that food placed on the market is compliant with the legal limits. A sample is considered <strong>free of quantifiable residues</strong> if the analytes were not present in concentrations at or above the limit of quantification (LOQ). The LOQ is the smallest concentration of an analyte that can be quantified with the analytical method used to analyse the sample. It is commonly defined as the minimum concentration of the analyte in the test sample that can be determined with acceptable precision and accuracy. If a sample is <strong>contains quantifiable residues</strong> but within the legally permitted limit (maximum residue level, MRL), it is described as a sample with quantified residue levels within the legal limits (below or at the MRL) A sample is considered <strong>non-compliant</strong> with the legal limit (MRL), if the measured residue concentrations clearly exceed the legal limits, taking into account the measurement uncertainty. It is current practice that the uncertainty of the analytical measurement is taken into account before legal or administrative sanctions are imposed on food business operators for infringement of the MRL legislation. <strong>REPORTING AUTHORITIES CONTRIBUTING TO EACH DATA COLLECTION:</strong> MOPER_2016 – Chemicals Regulation Directorate, Health and Safety Executive MOPER_2017 – Chemicals Regulation Directorate, Health and Safety Executive <strong>We are seeking feedback on our open data please complete the survey at the link below:<br> https://ec.europa.eu/eusurvey/runner/9344dfa0-f384-cb72-65f6-6c187a6d0f14</strong>
description: GB; CSV; data.collection@efsa.europa.eu
DOI: 10.7910/dvn/fw1jzl
title: Raw data for the paper titled: ''Validation of a bilateral simultaneous computer-based tympanometer''

description: This study aimed to determine the accuracy of bilateral simultaneous tympanometric measurements using a tympanometer with two pneumatic systems inside circumaural earcups. A within-subject repeated measures design was utilized to compare tympanometric measurements yielded with the investigational device in unilateral and bilateral simultaneous condition compared with an industry standard tympanometer in 104 ears. The raw data include results from the KUDUwave TMP (investigation device) and the GSI TympStar Version 1 Middle Ear Analyzer (Reference device) - the ear measurements obtained for both devices includes: Ear canal volume, static acoustic admittance and tympanometric peak pressure.
DOI: 10.7910/dvn/fw1jzl/2bxknd
title: Bilateral Tympanometry Investigation - raw data .pdf

description: The raw data include results from the KUDUwave TMP (investigation device) and the GSI TympStar Version 1 Middle Ear Analyzer (Reference device) - the ear measurements obtained for both devices includes: Ear canal volume, static acoustic admittance and tympanometric peak pressure.
DOI: 10.5281/zenodo.3260712
title: Interpretable semi-supervised population prediction and disaggregation using ancillary data - Supplementary Material

description: Interpretable semi-supervised population prediction and disaggregation using ancillary data - Supplementary Material

(details about the datasets + access to datasets + access to source code)
DOI: 10.5281/zenodo.3260713
title: Interpretable semi-supervised population prediction and disaggregation using ancillary data - Supplementary Material

description: Interpretable semi-supervised population prediction and disaggregation using ancillary data - Supplementary Material

(details about the datasets + access to datasets + access to source code)
DOI: 10.5061/dryad.b53cc6s/1
title: Dryad Item 10.5061/DRYAD.B53CC6S/1

description: (:tba)
DOI: 10.5281/zenodo.3260714
title: Gun Violence in USA

description: This repository contains data for all recorded gun violence incidents in the US between January 2013 and March 2018, inclusive.
DOI: 10.5281/zenodo.3260715
title: Gun Violence in USA

description: This repository contains data for all recorded gun violence incidents in the US between January 2013 and March 2018, inclusive.
DOI: 10.5061/dryad.r530142/1
title: Mallee emu-wren occurrence data with environmental co-variates

description: presence absence data for the mallee emu-wren at each study site. Each study site also has clearly labelled environmental co-variates associated with that site.
DOI: 10.5061/dryad.r530142/2
title: Triodia data for each site with environmental co-variates

description: Percent cover of Triodia (&gt;45 cm tall) at each study site. Clearly labelled environmental co-variates are also included for each study site.
DOI: 10.5281/zenodo.3260283
title: SpikeInterface tutorial and results datasets

description: Synthetic extracellular recording generated by MEArec for the SpikeInterface tutorials and results.

<strong>Dataset descriptions</strong>


	<strong>recordings_36cells_four-tetrodes_30.0_10.0uV_20-06-2019_14_48.h5 : </strong>extracellular recording on 4 tetrodes on a shank. Each tetrode is in a diamond configuration and the inter-tetrode distance is 300 um. There are 36 ground-truth neurons distributed over the 4 tetrodes. The duration is 30 seconds and the noise is uncorrelated Gaussian noise with 10 uV standard deviation. It is used in this notebook notebook.
	<strong>recordings_50cells_SqMEA-10-15um_60.0_10.0uV_27-03-2019_13-31.h5 : </strong>extracellular recordings on a square MEA in a 10x10 configuration with 15 um inter-electrode distance. There are 50 ground-truth neurons. The duration is 60 seconds and the noise is uncorrelated Gaussian noise with 10 uV standard deviation. It is used in this notebook.
DOI: 10.5281/zenodo.3259675
title: Webis Simulation Data Mining Bridge Models Corpus 2012 (Webis-SDMbridge-12)

description: This corpus provides the simulation data mining community with a collection of 14641 bridge models and simulated behavior.

<strong>1. Folder "1-designs"</strong>

The text files in this directory should contain all information for the<br>
independent variables any machine learning experiment. For reference, all 14641 IFC models are supplied in subfolders 001 to 147.

<strong>2. Folder "2-simulation"</strong>

This folder contains samples of the simulation output that may be viewed in Paraview (http://www.paraview.org). The original model contains the "Org" filename fragment, and the maximum and minimum behaviors are indicated with "Max" and "Min" filename fragments. Displacement, strain, and stress behaviors are all given. Only three of the 14641 models are given as the file sizes are<br>
around 1.4 to 2.2 megabytes each. The complete data (approximately 81 gigabytes) can be regenerated and provided if necessary on request (email webis@medien.uni-weimar.de).

<strong>3. Folder "3-aggregation"</strong>

Maximum displacement, strain, and stress measurements are given in the text files individually, and together in the files with the "vtk" filename fragment. This data should be sufficient for the dependent variables of any machine learning experiment.
description: {"references": ["Steven Burrows, Benno Stein, J\u00f6rg Frochte, David Wiesner, and Katja M\u00fcller. Simulation Data Mining for Supporting Bridge Design. In Peter Christen et al, editors, 9th Australasian Data Mining Conference (AusDM 2011) volume 121 of CRPIT, pages 163-170, New York, December 2011. ACM. ISBN 978-1-921770-02-9."]}
DOI: 10.5281/zenodo.3259676
title: Webis Simulation Data Mining Bridge Models Corpus 2012 (Webis-SDMbridge-12)

description: This corpus provides the simulation data mining community with a collection of 14641 bridge models and simulated behavior.

<strong>1. Folder "1-designs"</strong>

The text files in this directory should contain all information for the<br>
independent variables any machine learning experiment. For reference, all 14641 IFC models are supplied in subfolders 001 to 147.

<strong>2. Folder "2-simulation"</strong>

This folder contains samples of the simulation output that may be viewed in Paraview (http://www.paraview.org). The original model contains the "Org" filename fragment, and the maximum and minimum behaviors are indicated with "Max" and "Min" filename fragments. Displacement, strain, and stress behaviors are all given. Only three of the 14641 models are given as the file sizes are<br>
around 1.4 to 2.2 megabytes each. The complete data (approximately 81 gigabytes) can be regenerated and provided if necessary on request (email webis@medien.uni-weimar.de).

<strong>3. Folder "3-aggregation"</strong>

Maximum displacement, strain, and stress measurements are given in the text files individually, and together in the files with the "vtk" filename fragment. This data should be sufficient for the dependent variables of any machine learning experiment.
description: {"references": ["Steven Burrows, Benno Stein, J\u00f6rg Frochte, David Wiesner, and Katja M\u00fcller. Simulation Data Mining for Supporting Bridge Design. In Peter Christen et al, editors, 9th Australasian Data Mining Conference (AusDM 2011) volume 121 of CRPIT, pages 163-170, New York, December 2011. ACM. ISBN 978-1-921770-02-9."]}
DOI: 10.14457/tu.the.2017.1733
title: สภาองค์กรชุมชนกับการขับเคลื่อนประชาธิปไตย

description: งานวิจัยครั้งนี้มีวัตถุประสงค์ 3 ประการ คือ 1) เพื่อศึกษาการดำเนินงานของสภาองค์กรชุมชนในการส่งเสริมความเข้มแข็งให้ชุมชน 2) เพื่อศึกษาผลของชุมชนเข้มแข็งต่อการเสริมสร้างระบอบประชาธิปไตยในสังคมไทย และ 3) เพื่อศึกษาปัจจัยที่ส่งผลต่อการดำเนินงานของสภาองค์กรชุมชนทั้งกรณีที่มีความเข้มแข็งและไม่มีความเข้มแข็ง โดยการวิจัยครั้งนี้เป็นการศึกษาเชิงคุณภาพโดยการวิเคราะห์เนื้อหา ซึ่งใช้วิธีศึกษาค้นคว้าจากเอกสารและการเก็บข้อมูลจากการสังเกตการณ์และการสัมภาษณ์เชิงลึก ผลการศึกษาพบว่า 1) การดำเนินงานของสภาองค์กรชุมชนด้วยกระบวนการต่างๆ เป็นการส่งเสริมการมีส่วนร่วมของประชาชนในชุมชนและมีผลให้ชุมชนเกิดความเข็มแข็งได้ 2) กระบวนการต่างๆ ที่ส่งเสริมให้ชุมชนเข้มแข็งส่งผลต่อการเสริมสร้างระบอบประชาธิปไตย 3) ปัจจัยที่ส่งผลต่อประสิทธิภาพในการดำเนินงานของสภาองค์กรชุมชน ได้แก่     แกนนำและสมาชิกสภาองค์กรชุมชน, ผู้บริหารและสมาชิกสภาท้องถิ่น, กำนัน ผู้ใหญ่บ้าน, การมีกิจกรรมที่ดำเนินการอย่างต่อเนื่องและเป็นรูปธรรม, งบประมาณ และแกนนำสภาองค์กรชุมชนระดับจังหวัด
DOI: 10.17632/2dymp9dw67.1
title: Data for: Acoustic Doppler Profiler Measurements and CFD Validation for Tucurui Hydro Power Plant Tailrace Flow Investigation

description: Data collected using ADCP.
DOI: 10.3886/e110404v1
title: Efficiency of Dairy Genetic Traits

description: Dairy
bulls are evaluated using progeny data and genomic testing to determine the quantity
of specific traits that they will pass to their daughters. Some bulls excel in
some traits but not others. Specifying these various traits as outputs, with the
single input of insemination, technical, revenue, allocative, and profit
efficiency of bulls available for artificial insemination are estimated using
Free Disposal Hull. Although bulls generally are highly technically efficient,
since only high performing bull semen is offered for sale, bulls are less
revenue, allocative and profit efficient. These efficiencies are relative to
peer bulls, and can be updated as new bulls become available.

<br><br><br><br><br>
DOI: 10.25919/5d15f7cd67d80
title: Parkes observations for project P958 semester 2019APRS_40

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: 10.5255/ukda-sn-853786
title: Fair and inclusive environmental/social transition alternatives 2016-2017
DOI: 10.5281/zenodo.3260232
title: Structural files of algorithmically generated molybdenum oxide clusters

description: Structural files of algorithmically generated molybdenum oxide clusters. The new clusters were generated to fit experimental pair distribution functions of molybdenum oxide surface layers supported on Al<sub>2</sub>O<sub>3 </sub>and zeolites. Results are published in article XXX
DOI: 10.5281/zenodo.3260233
title: Structural files of algorithmically generated molybdenum oxide clusters

description: Structural files of algorithmically generated molybdenum oxide clusters. The new clusters were generated to fit experimental pair distribution functions of molybdenum oxide surface layers supported on Al<sub>2</sub>O<sub>3 </sub>and zeolites. Results are published in article XXX
DOI: 10.5281/zenodo.3260758
title: Development, evaluation and application of NicheNet: datasets

description: Here you can find the datasets used for development, validation and application of NicheNet, a method that links ligands to target genes to model intercellular communictation. The software to use NicheNet (i.e. R package nichenetr) is available at: https://github.com/saeyslab/nichenetr Short description of individual files: * data for development of NicheNet: - lr_network.rds: network containing ligand-receptor interactions - signaling_network.rds: network containing signaling interactions - gr_network.rds: network containing gene regulatory interactions - weighted networks.rds: integrated weighted ligand-signaling and gene regulatory network * data for use of NicheNet: - ligand_tf_matrix.rds: matrix containing ligand-gene signaling scores - tf_target_matrix.rds: matrix containing gene-gene regulatory scores - ligand_target_matrix.rds: matrix containing ligand-target gene regulatory potential scores * datasets for validation of NicheNet: - expression_settings.rds: 111 expression datasets profiling the transcriptional response to a ligand * datasets to demonstrate application possibilities of NicheNet: - pemt_signature.txt: p-EMT geneset for which upstream regulators will be predicted - hnscc_expression.rds: single-cell expression data of malignant and non-malignant cells from head and neck squamous cell carcinoma tumors
DOI: 10.18716/nmrshiftdb2/2222
title: NMR data for Furanodiene
DOI: 10.5061/dryad.349sn3f/1
title: Matrix model data

description: Data used to perform the analyses and models described in the manuscript. On the first sheet, you will find the data and on the second sheet the description of the variables and their use in the models or for generating the data to analyze.
DOI: 10.21227/czwe-x340
title: Cilia Denoising Benchmark Dataset

description: A sample of synthetic noise-free reference image created by combining multiple instances of structurally preserved cilia cross-sections. The author has removed the dataset, the interested users can contact the author via email: amitsuveer@gmail.com
DOI: 10.5519/qd.3rbe1pap
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (359 records)
DOI: 10.5519/qd.4omfs86x
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (9 records)
DOI: 10.5519/qd.pcrnmxtf
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (31 records)
DOI: 10.7910/dvn/xnmcyi/bismw6
title: knee_V2_conventional.dat

description: :unav
DOI: 10.7910/dvn/xnmcyi/q39qam
title: abdomen_V9_6ptDixon.dat

description: :unav
DOI: 10.17632/yhb7c64shv.1
title: Data for: Analysis of the mediating role of social network embeddedness and low-carbon household behaviour: evidence from China

description: The questionnaire includes four parts: SNE, LBI, LHB, and demographic variables. SNE can be described from three dimensions:size (si), heterogeneity (he), and strength (st). We use low-carbon behavioural ability (ab), behavioural knowledge (kn), and behavioural attitude (at) to represent residents’ LBI and divide LHB into two dimensions: household usage (hu) and household customs (hc). The demographic variable scale mainly includes four characteristics of residents: gender, age, education, and marital status, as well as five family characteristics: family size, monthly income, monthly consumption, housing size, and living area.
DOI: 10.7910/dvn/xnmcyi/yehvv5
title: abdomen_V9_SMURF.dat

description: :unav
DOI: 10.7910/dvn/xnmcyi/v3dxsp
title: breasts_V5_fatSat.dat

description: :unav
DOI: 10.7910/dvn/xnmcyi/ffsoc3
title: knee_V3_fatSat.dat

description: :unav
DOI: 10.7910/dvn/xnmcyi/050pc2
title: abdomen_V5_SMURF.dat

description: :unav
DOI: 10.7910/dvn/xnmcyi/hnl24v
title: breasts_V1_prescan.dat

description: :unav
DOI: 10.17632/jvgmj2b2yt.1
title: Data for: An Empirical Analysis of Litigation with Discovery: The Role of Fairness

description: These files both contain the same data. One is a text file and one is a PDF. They are the data used in the paper. "An Empirical Analysis of Litigation with Discovery: The Role of Fairness", by Paul Pecorino and Mark Van Boening.
DOI: 10.26300/jfn8-3456
title: Data from "Decreasing HIV transmissions to African American women through interventions for men living with HIV post-incarceration: An agent-based modeling study"
DOI: 10.7910/dvn/xnmcyi/nhqxxs
title: abdomen_V9_prescan.dat

description: :unav
DOI: 10.5061/dryad.18f9q5d/1
title: Juvenile Data

description: Contains data for each juvenile colony, including local x and y pixel coordinates within each site-specific image, diameter (cm), taxonomic identification, site location, and underlying habitat type.
DOI: 10.5525/gla.researchdata.834
title: The antimicrobial peptide Defensin cooperates with Tumour Necrosis Factor to drive tumour cell death in Drosophila

description: Raw and processed data used in Parvy et al, 2019 submitted/published in Elife.

Dataset is too big to download (approx 170GB).  Please request the data using the 'request data' button above.
DOI: 10.7910/dvn/xnmcyi/2vbchv
title: knee_V3_waterSat.dat

description: :unav
DOI: 10.7910/dvn/xnmcyi/tofqel
title: abdomen_V7_SMURF.dat

description: :unav
DOI: 10.7910/dvn/xnmcyi/bhelns
title: abdomen_V4_SMURF.dat

description: :unav
DOI: 10.5284/1053677
title: Land at Crisps Farm, Church Lane, Austrey, Warwickshire: Magnetometer Survey (OASIS ID: archaeol20-331904)

description: A geophysical survey, comprising detailed magnetometry, was carried out by Archaeological Surveys Ltd at Crisps Farm, to the south of Church Lane in Austrey, North Warwickshire. The results indicate a positive rectilinear anomaly that appears to relate to a former ditch-like feature, possibly an enclosure. It is located immediately west of an extant linear depression within the field, which is likely to relate to a former field boundary ditch. The possible enclosure may extend further west; however, its orientation becomes parallel with former ridge and furrow cultivation and, as a consequence, its continuation cannot be confidently determined. Several other positive linear, curvilinear and discrete anomalies have been located within the site and although they may relate to cut features, they are generally weak, poorly defined or lack a coherent morphology.
DOI: 10.7910/dvn/xnmcyi/jgmavu
title: breasts_V8_prescan.dat

description: :unav
DOI: 10.25345/c5q64m
title: MassIVE MSV000084022 - Smells like home: Proteome characterization of used nesting material from group housed male mice, Mus musculus
title: In summary, we present the first proteome characterization of used nesting material from group housed male mice. It is commonly suggested to preserve used nesting material throughout cage changes to preserve the cage level olfactory environment and this study provides quantitative evidence to support this practice. Used material contains a large assortment of proteins, many of which contain identification information. Maintaining these important cues as mice are placed into new environments gives them a sense of familiarity and may promote positive social interactions throughout the life of the cage.