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3,172 results for “Publications”
Praxis and language brain hemispheric activity data from Kroliczak, Buchwald, et al., 2021 - Cortex - publication
<p>Hemispheric activity fMRI data for praxis and language dataset from the Kroliczak, Buchwald, et al., article published in 2021 in the Cortex publication.</p> <p><strong>Cite as:</strong></p> <p>Kroliczak, G., Buchwald, M., Kleka, P., Klichowski, M., Potok, W., Nowik, A. M., ... & Piper, B. J. (2021). Manual praxis and language-production networks, and their links to handedness. <em>Cortex</em>, <em>140</em>, 110-127. <a href="https://doi.org/10.1016/j.cortex.2021.03.022">https://doi.org/10.1016/j.cortex.2021.03.022</a></p> <p>Link to the publication: <a href="https://www.sciencedirect.com/science/article/pii/S0010945221001337">https://www.sciencedirect.com/science/article/pii/S0010945221001337</a></p> <p>The complete dataset for this publication was published at OSF.io: <a href="https://osf.io/63hjt/">https://osf.io/63hjt/</a></p>
Data for Figure 8 of Publication "Additional global climate cooling by clouds due to ice crystal complexity"
<p>This repository contains the data to produce Figure 8 in the paper:</p> <p>"Järvinen, E., Jourdan, O., Neubauer, D., Yao, B., Liu, C., Andreae, M. O., Lohmann, U., Wendisch, M., McFarquhar, G. M., Leisner, T., and Schnaiter, M.: Additional global climate cooling by clouds due to ice crystal complexity, Atmos. Chem. Phys., 18, 15767–15781, https://doi.org/10.5194/acp-18-15767-2018, 2018."</p> <p>Note that the scripts are to be found in the accompanying package (http://dx.doi.org/10.5281/zenodo.8095469)</p>
Data for Figures 4, A-F and Table J of Publication "Blue skies over China: The effect of pollution-control on solar power generation and revenues"
<p>This repository contains the data to produce Figures 4, A-F and Table J and emission data in the paper:</p> <p>"Labordena M, Neubauer D, Folini D, Patt A, Lilliestam J (2018) Blue skies over China: The effect of pollution-control on solar power generation and revenues. PLoS ONE 13(11): e0207028. https://doi.org/10.1371/journal.pone.0207028"</p> <p>Note that the scripts are to be found in the accompanying package (https://doi.org/10.5281/zenodo.8130726)</p>
Data for figures in the Publication "The importance of mixed-phase and ice clouds for climate sensitivity in the global aerosol–climate model ECHAM6-HAM2"
<p>This repository contains the data to produce figures for the paper:</p> <p>"Lohmann, U. and Neubauer, D.: The importance of mixed-phase and ice clouds for climate sensitivity in the global aerosol–climate model ECHAM6-HAM2, Atmos. Chem. Phys., 18, 8807–8828, https://doi.org/10.5194/acp-18-8807-2018, 2018."</p> <p>Note that the scripts are to be found in the accompanying package (https://doi.org/10.5281/zenodo.8183412)</p>
Datasets of "Differences in the stool metabolome between vegans and omnivores: analyzing the NIST stool reference material" publication
<p>To gain confidence in results of omic-data acquisitions, methods must be benchmarked by validated quality control materials. We here report data combining both untargeted and targeted metabolomics assays for the analysis of four new human fecal reference materials developed by the U.S. National Institute of Standards and Technologies (NIST) for metagenomics and metabolomics measurements. These reference grade test materials (RGTM) were established by NIST based on two different diets and two different samples treatments: homogenized fecal matter from subjects eating vegan diets, stored and submitted in either lyophilized (RGTM 10162) or aqueous form (RGTM 10171); secondly, homogenized fecal matter from subjects eating omnivore diets, stored and submitted in either lyophilized (RGTM 10172) or aqueous form (RGTM 10173). We used four untargeted metabolomics assays (lipidomics, primary metabolites, biogenic amines and polyphenols) and one targeted assay on bile acids.</p>
Dataset for publication "Enhancing C≥2 product selectivity in electrochemical CO2 reduction by controlling the microstructure of gas diffusion electrodes"
<p>Data used for publication:</p> <p>Broad topic: electrochemical reduction of CO2 using gas diffusion electrodes and neutral electrolyte</p> <p>Data is devided in subfolders named after the figure of the paper.</p> <p>Raw data, processed data, and Origin/Power Point files are all contained in the subfolders </p> <p>A subfolder corresponding to a sample contains: data from a potentiostat, gas and liquid chromatograms, recording of flow, pressure and temperature, tables of calculated Faradaic efficiency (FE), png image of the FE vs t, zipped raw files.</p> <p>.json file was created using a yadg scheme (https://dgbowl.github.io/yadg/master/index.html), and data was processed by a dgpost scheme (<a href="https://pypi.org/project/dgpost/">https://dgbowl.github.io/dgpost/master/index.html</a>)</p>
Data publication supplementing "Novel nanoindentation strain rate sweep method for continuously investigating the strain rate sensitivity of materials at the nanoscale"
<p>This data publication contains the results of nanoindentation tests on Fused silica, nanocrystalline nickel, a nanocrystalline FeCr alloy, a bulk metallic glass, the superplastic alloy Zn-22%Al and single crystalline aluminum as well as the method files developed for the G200 nanoindenter. It supplements the publication "Novel nanoindentation strain rate sweep method for continuously investigating the strain rate sensitivity of materials at the nanoscale". The materials are described in more detail in the respective publication. The data publication takes over the sample naming convention from the related publication. </p><p>Nanoindentation measurement were performed by H. Holz at the Max-Planck Institut für Eisenforschung GmbH, Max-Planck-Straße 1, 40237 Düsseldorf, Germany using a G200 nanoindenter (KLA, Milpitas, CA, USA), equipped with a modified Berkovich diamond indenter tip of the type 171-561-500 with a serial number of C-0040446 from Synton MDP (Nidau, Switzerland). Constant strain rate tests, strain rate jump tests, strain rate sweep tests and strain rate sweep reversal tests were performed on each material in Continuous Stiffness Measurement (CSM) mode. The maximum indentation depth was 2200 nm, the CSM amplitude 2 nm and the CSM frequency 45 Hz. Strain rates were varied within the range 0.001 – 0.1 s-1. Further information on the test protocol can be found in the corresponding publication.</p><p>The subfolder "Nanoindentation data" contains the raw data for all valid indents as output by the NanoSuite © software v 7.1.7 and converted to the semicolon-separated format. The naming convention for the folder in which the CSV files are located in gives first the used material, then the method used with additional information to the parameters inputted for the method such as strain rate and indentation depth all separated by an underscore. An example can be "FS_CSR_01s-1" for a constant strain rate tests performed on fused silica with a strain rate target of 0.1 s-1 or "Nc-Ni_SweepReversal_005s-1_0005s-1" for a sweep reversal test performed on the nanocrystalline nickel sample with a targeted initial and ending strain rate of 0.05 s-1 and a strain rate target at which the strain rate direction gets reversed of 0.005 s-1. The CSV files are named either "Results" giving the average results of each test, "Required Inputs" giving information about the parameters used for the experiments, "Inputs Editable Post Test" giving information about the analysis parameters to obtain the results from, and "Test XXX" which include the Raw data of the corresponding test number. In each file the first row gives the data description e.g., "Time", the second row the physical unit e.g., "s" for seconds and from the third row the measured values.</p><p>The Nano Suite method files to perform the experiments on KLA G200 instruments is provided in the folder "G200 methods". The method for the strain rate sweep experiments is called "Strain Rate Sweep.msm" and the method for the strain rate sweep reversal experiments "Strain Rate Sweep Reversal.msm". This method is provided as is and shall be used at your own risk. The authors explicitly decline responsibility for any physical or immaterial damage resulting from the use of this method. Should minor issues occur, some feedback to the authors would be greatly appreciated.</p>
Noise exposure at ultrasound-related industrial workplaces and public sites
<p>The dataset contains single measurements at different public sites and workplaces in Europe. The data has been used or obtained in the context of the project 15HLT03 “EarsII” from the EMPIR-programme.</p> <p>For each measurement metadata is available. This includes the measurement circumstances and involved machinery, a description of the measurement location and noise reduction measures, the microphone position during measurement, and the measurement procedure used to obtain the measurement data.</p> <p>A detailed description of all the quantities contained in the dataset is documented in the accompanying pdf-file.</p>
City of Seattle, Seattle Public Utilities, Annual Bull Trout Redd Surveys in Tributaries to Chester Morse Lake 1996-current, Cedar River Municipal Watershed, King County, WA
These data were collected during weekly annual redd surveys conducted by Seattle Public Utilities (SPU) in the Cedar River Municipal Watershed (CRMW), 1996 - current. Annual weekly bull trout redd surveys funded through the CRMW Habitat Conservation Plan (HCP) began in 2000 and ended in 2011 spawning year. To reinstate a monitoring program for the population, redd surveys in the most heavily used habitats by bull trout (termed the Core Zone), were opportunistically conducted in 2018. Weekly annual surveys in most of the Core Zone were reinstated in 2019. Approximately 77% of all redds observed 2000 - 2011 would have been observed during those years using the 2019 - 2022 spatial survey extent (SPU data on file). In 2023, the spatial and temporal coverage of surveys were on par with historical coverage, i.e., approximately 100% of all redds observed 2000 - 2011 would have been observed using the 2023 spatial survey extent. Information on redd location is used primarily to enable derivation of redd elevations. Redd elevation is required to estimate potential impacts to the spawning population and incubating embryos caused by reservoir inundation of stream spawning habitat after the spawning period during fall through spring. Redd weekly timing information is critical to accurately represent whether embryos remain in the gravel and are vulnerable to impacts of reservoir inundation as the reservoir is refilled starting in early spring. It is also vitally important that SPU understand timing and abundance of redds beyond the inundation zone to enable understanding of the overall impact to the population.
Data from “A Mixed Method Approach to Understanding the Public Health Impact of a School-Based Citizen Science Program to Reduce Arsenic in Private Well Water”
Objectives We have approached the problem of low well water testing rates in Maine and New Hampshire communities by developing the All About Arsenic (AAA) project, which engages secondary school teachers and students as citizen scientists in collecting well water samples for analysis of arsenic and other toxic metals and supports their outreach efforts to their communities. Methods We assessed this project’s public health impact by analyzing student data relative to existing well water quality datasets in both states. In addition, we surveyed private well owners who contributed well water samples to the project to determine the actions taken to mitigate arsenic in well water. Data The data presented here are used in the analyses performed for the publication: "A Mixed Method Approach to Understanding the Public Health Impact of a School-Based Citizen Science Program to Reduce Arsenic in Private Well Water.” Additional data may be available at: The Anecdata Project Page: https://anecdata.org/projects/view/299 The project website: https://www.allaboutarsenic.org/
Public Transit Infrastructure and Heat Perceptions in Hot and Dry Climates (June-July, 2018; Phoenix, Arizona, USA)
Increasing the use of public transit is an important sustainability goal targeted by many cities worldwide. However, cities in hot and warming climates risk to compromise residents’ health and thermal comfort by incentivizing public transit use and, thus, subjecting them to prolonged heat exposure. This dataset contains data collected during a study on the relationships between public transit infrastructures, microclimate and heat perceptions in the hot and dry city of Phoenix, Arizona. A field campaign at six Phoenix bus stops was held between June 6 and July 27, 2018. Filed campaign consisted of surveying bus riders at bus stops and measuring microclimate variables at sun exposed and shaded locations at bus stops. Standard, advertising and art bus stop types along an arterial Phoenix road in South Mountain Village neighborhood were sampled. Standard and advertising bus stop shelters were metal with no landscaping, art stops had a larger polycarbonate canopy, integrated artwork, trees and landscaping features. Eighty-three participants filled out the survey, 241 microclimate measurements and 1003 surface temperatures at bus stops were taken. Data were collected at three intervals: 7:00-9:00am, 12:00-2:00pm, and 3:00-5:00pm. Differences between sun and shade, as well as heat perceptions were analyzed using statistical methods. The research team has found that certain infrastructure types are more effective in reducing particular microclimate variables, for instance, trees were most effective in reducing air temperature by as much as 1.3°C on average, and shade from vertical advertising sign was most effective in reducing mean radiant temperature by an average of 11°C. Many surface temperatures of sun exposed materials sampled at bus stops exceeded skin burn thresholds. Study participants perceived stops with improved infrastructure and landscaping as slightly cooler. Data collected in this study gives a glimpse of current microclimate conditions at Phoenix bus stops
Throw trap and electrofishing data collected during 1996–2022 from the Everglades, Florida, United States for the publication "Hydrology-mediated ecological function of a large wetland threatened by an invasive predator"
Asian swamp eels (Monopterus albus/javanensis complex) were first reported from Florida in 1997 and the Everglades in 2007; swamp eels have been established in Taylor Slough of Everglades National Park since 2014. This dataset incorporates plot-level mean densities (# of individuals per square meter) of common aquatic animals collected during 1996–2022 from 24 sites across four regions of the Everglades: Taylor Slough, Shark River Slough, Water Conservation Area 3, and the C-111 Panhandle. Prey species included are the six most common small fishes prior to swamp eel invasion of Taylor Slough (1996–2009) and the three common decapod species (two crayfish species and grass shrimp). An annual index of mean wet season electrofishing catch-per-unit-effort of swamp eels, Mayan cichlids (Mayaheros uruphthalmus), and the three other large 'top predator' fishes (Amia calva, Lepisosteus platyrhincus, Micropterus salmoides) is included for plots where electrofishing was performed from 1997-2021. Hydrologic measures used in analyses are included.
Stomach contents (1977-1981) and stable isotopes (1994) from the Everglades, Florida, USA from the publication "Fishes in a seasonally pulsed wetland show spatiotemporal shifts in diet and trophic niche but not shifts in trophic position"
Stomach contents of fishes (1977-1981) and stable isotopes of fishes, invertebrates, and basal resources (1994) were collected from spikerush marsh, sawgrass ridge, and alligator pond habitats in Shark River Slough, Everglades National Park, Florida, USA. These data were used to quantify diet, trophic niche area, trophic position, basal resource use and how these metrics vary among size classes, seasons, and habitats. Data collection is complete. These data support Flood et al. (2023). Associated R code will be made available through Peter Flood's GitHub: https://github.com/pjflood/historic_everglades_aquatic_food_web. References: Flood, Peter J., William F. Loftus, and Joel C. Trexler. "Fishes in a seasonally pulsed wetland show spatiotemporal shifts in diet and trophic niche but not shifts in trophic position." Food Webs 34 (2023): e00265. https://doi.org/10.1016/j.fooweb.2022.e00265
DSLWP public data release v1.0
<p>This is a public data release of data captured by the DSLWP amateur radio payload. DSLWP was a Chinese satellite which was launched 21 May 2018, orbited the Moon, and impacted it on 31 July 2019.</p> <ul> <li><code>raw_frame.csv</code>: Raw frames containing telemetry and image data (transmitted using GMSK)</li> <li><code>images/*.ssdv</code>: Collected ssdv frames</li> <li><code>images/*.jpg</code>: Decoded ssdv images</li> <li><code>dslwp-image-database.tsv</code>: Collected metadata for images</li> <li><code>jt4g.csv</code>: JT4G messages</li> </ul> <p>This data is licensed under the CC-BY 4.0 license: Please attribute "DSLWP amateur radio team". When redistributing the raw data, please keep the file <code>CONTRIBUTORS.txt</code></p> <p>This data has been released from https://github.com/tammojan/dslwp-data</p>
Public Dataset for "Large Scale Crowdsourcing and Characterization of Twitter Abusive Behavior"
<p>Dataset for the "Large Scale Crowdsourcing and Characterization of Twitter Abusive Behavior" paper, published in ICWSM 2018. The full text of the paper can be found <a href="https://arxiv.org/pdf/1802.00393.pdf">here</a>. </p> <p>The dataset provided here includes an updated version of the original dataset, with ~100k tweets annotated using the CrowdFlower platform: </p> <ul> <li> <p>hatespeech_id_label_PUBLIC_100K.csv: contains ~100K rows, where every row consists of a unique Tweet ID. </p> </li> <li> <p>hatespeech_text_label_vote_RESTRICTED_100K.csv: contains ~100K rows, where every row consists of the tweet text, its label according to majority annotation and the number of majority annotators. Available only <a href="https://zenodo.org/record/3706866#.Xmkh6i97FQI">here</a>.</p> </li> <li> <p>retweets.csv: contains ~2K rows, where every row consists of the row number in the hatespeech_text_label_vote_RESTRICTED_100K.csv file which is the first occurrence of a Tweet text followed by comma-separated row numbers of all other occurrences of the same Tweet text in the same file. There are ~8K other occurrences due to retweets. Available only <a href="https://zenodo.org/record/3706866#.Xmkh6i97FQI">here</a>.</p> </li> </ul> <p> </p> <p>UPDATE: It has come to our understanding that a number of the tweets are not available anymore for download on Twitter. Therefore, we provide <a href="https://zenodo.org/record/3706866#.YYLG6S8RqjQ">here </a>the hatespeech_text_label_vote_RESTRICTED_100K file with the full ~100K tweet texts, their associated majority label, and the number of votes for the majority label. The tweets are shuffled so that there is no connection between tweet IDs and texts (in order to be in line with the T&C of Twitter). </p> <p>Please cite the paper in any published work that uses any of these resources. </p> <p>@inproceedings{founta2018large, <br> title={Large Scale Crowdsourcing and Characterization of Twitter Abusive Behavior}, <br> author={Founta, Antigoni-Maria and Djouvas, Constantinos and Chatzakou, Despoina and Leontiadis, Ilias and Blackburn, Jeremy and Stringhini, Gianluca and Vakali, Athena and Sirivianos, Michael and Kourtellis, Nicolas}, <br> booktitle={11th International Conference on Web and Social Media, ICWSM 2018}, <br> year={2018}, <br> organization={AAAI Press} <br> } </p> <p>For any further questions contact a.m.founta at gmail dot com AND markos.charalambous at eecei dot cut dot ac dot cy </p>
Hydrogen storage properties of Mn and Cu for Fe substitution in TiFe0.9 intermetallic compound - Dataset related to publication.
<p>Data type: Experimental measurements, correlations and Van't Hoff plot. Date format: .opj. Origin of the data: Experimental pressure composition isotherm measurements. Data generated by a home-made Sieverts’ type apparatus from CNRS, ICMPE, Thiais, France. Software needed to plot the data: Origin.</p>
telota/lebenswelten-lehndorff: Publication of XML/TEI-data of "Lebenswelten Lehndorff"
<p>XML/TEI-files (documents and indexes) from the digital edition "Lebenswelten, Erfahrungsräume und politische Horizonte der ostpreußischen Adelsfamilie Lehndorff vom 18. bis in das 20. Jahrhundert".</p>
VERTIGO - STARTS Residencies - Public dataset
<p>1 - Summary</p> <p>This archive contains a set of texts produced in the framework of the VERTIGO European project in charge of the STARTS Residencies program. More details about VERTIGO and STARTS Residencies are given in the following section. </p> <p>The STARTS Residencies program of art-science residencies was organised at an unprecedented scale and generated new knowledge which may be useful for further studies. This knowledge concerns the methodology it developed for art-science team building (the process of the call), for ensuring their proper execution through a formalised monitoring approach, and detailed information about each of the residencies and of the concerned stakeholders (Artists, Tech Projects, Producers).</p> <p>These texts are all extracted from the project’s website vertigo.starts.eu and the purpose of this archive is twofold :<br> • to give long-term access to a set of data which is expected to last beyond the life cycle of the vertigo.starts.eu website<br> • to provide additional rights of use beyond the website’s copyright terms which limit the use to access. The terms of the license are specified in an attached document.</p> <p><br> 2 - Introduction to VERTIGO – STARTS Residencies </p> <p>VERTIGO is a Coordination and Support Action (CSA) N°732112 under the European H2020 ICT S+T+ARTS initiative, innovation at the nexus of Science Technology, and the ARTS, supported by the European Commission - DG-CONNECT. STARTS promotes the arts as catalysts for efficient conversion of science and technology knowledge into products, services, and processes. </p> <p>The period of execution of VERTIGO was from December 2016 to May 2020 (42 months). It was managed by a European consortium including the following partners :<br> • IRCAM-Centre Pompidou (Institut de Recherche et Coordination Acoustique/Musique, France) – Project Coordinator : Hugues Vinet (IRCAM)<br> • Fhg-IUK (ICT Group of the Fraunhofer Institute, Germany)<br> • EPFL (Ecole Polytechnique Fédérale de Lausanne, Switzerland)<br> • Inova+ (SME, Portugal)<br> • Artshare (SME, Portugal)<br> • Libelium (SME, Spain)<br> • Association Culture Tech (France)</p> <p>VERTIGO was selected in the framework of the first H2020 ICT Call (ICT36-2016) supporting the STARTS initiative. To achieve its objectives, the STARTS Residencies program managed by VERTIGO has organised and funded artist residencies within Tech Projects - companies, research labs, universities and consortia located in Europe and managing research, development and innovation project, either internal or collaborative. </p> <p>The STARTS Residencies program was organised in 3 yearly open calls for proposals which were selected by an international jury. A total budget of 900.000 € has been allocated for funding the participation of artists in 45 residencies. The selected artists were expected to contribute to the innovative aspects of Tech Projects’ research by bringing original perspectives through artistic practices. Those practices would lead to the production of original artwork based on the project technology and featuring novel use-cases with a high potential for innovation. STARTS Residencies also acted as a platform to showcase produced works to the public and actors of innovation in the framework of various public events and communication actions and through the development of the STARTS starts.eu web site.</p> <p>The three yearly calls for the selection of the residencies stakeholders took place from 2017 to 2019, each of which included two steps: first a call for Tech Projects interested in hosting an artist which resulted in the selection and publication of a list of available Tech Projects, and then a call for artistic residencies based on one Tech project from the list and aiming at producing an artwork based on the Tech Project technology. Artists could apply alone or together with a Producer, an organisation willing to bring additional support (funding, production means) to the residency and the artwork production and dissemination. STARTS Residencies also therefore organised a call for Producers available for considering joint applications with artists. After review of the residencies application by the concerned Tech Projects representatives, an international jury then selected the best STARTS residencies matching the various defined criteria including the congruence with the Tech Project’s expectations, the artistic quality, the technical approach, the potential innovation impact and the relevance of the implementation plan. <br> Once residencies were selected, a process of collaboration was started and coordinated by one representative of VERTIGO-STARTS Residencies, following a monitoring methodology defined for all the residencies. This process, which started with the signature of a co-production agreement between all stakeholders (Tech project, artist(s), VERTIGO representative, optional Producer) included 3 formal meetings (inception, mid-term, completion) with defined deliveries for each of them. </p> <p>VERTIGO also developed the starts.eu web platform as the main matchmaking hub of the STARTS community. All information about VERTIGO and its STARTS Residencies program is presented in the subdomain vertigo.starts.eu. It contains all public information about the selected residencies, the selected Tech Projects and Producers, the presentation of events in which the residencies were presented, as well as all written public documentation (deliverables, brochure, event programs, etc.).</p> <p><br> 3 - Contents of the dataset</p> <p>The dataset contents can be summarised as follows :</p> <p>• a presentation of each of the 45 residencies with one directory per artist, made of the following elements :<br> o The residency portfolio: produced by the VERTIGO partners at the completion of the residency, it provides all factual information (involved stakeholders, the period of execution), abstracts, and a synthesis on the residency: its elements of specificity, its impact in terms of innovation and public information available (events, publications, etc.); <br> o 3 questions to the artist: asked the artist at the beginning of the residency<br> o The residency final public report produced by the artist at the end of the residency</p> <p>• a presentation of the selected Tech Projects, not only the ones involved in the implemented residencies, but also the ones that published their offer to host a residency without an actual implementation as part of STARTS Residencies. These texts were produced following the same template by all the Tech Projects to be included in the list of available Tech Projects for the artistic calls. They include an abstract, a summary of their main challenges, what they expect from the artists and which resources they foresee to bring them. It should be noted that their situation may have evolved from these initial statements and the moment when they hosted a residency. </p> <p>• a presentations of the available Producers: similarly to Tech Projects, texts of presentation of organisations that advertised their availability for co-applying with an artist for an artistic residency.<br> </p>
CatMeows: A Publicly-Available Dataset of Cat Vocalizations
<p><strong>Abstract</strong></p> <p>This dataset, composed of 440 sounds, contains meows emitted by cats in different contexts. Specifically, 21 cats belonging to 2 breeds (Maine Coon and European Shorthair) have been repeatedly exposed to three different stimuli that were expected to induce the emission of meows:</p> <ol> <li><em>Brushing</em> - Cats were brushed by their owners in their home environment for a maximum of 5 minutes;</li> <li><em>Isolation in an unfamiliar environment</em> - Cats were transferred by their owners into an unfamiliar environment (e.g., a room in a different apartment or an office). Distance was minimized and the usual transportation routine was adopted so as to avoid discomfort to animals. The journey lasted less than 30 minutes and cats were allowed 30 minutes with their owners to recover from transportation, before being isolated in the unfamiliar environment, where they stayed alone for maximum 5 minutes;</li> <li><em>Waiting for food</em> - The owner started the routine operations that preceded food delivery in the usual environment the cat was familiar with. Food was given at most 5 minutes after the beginning of the experiment.</li> </ol> <p>The dataset has been produced and employed in the context of an interdepartmental project of the University of Milan (for further information, please refer to this <a href="https://doi.org/10.3390/ani9080543">doi</a>). The content of the dataset has been described in detail in a scientific work currently under review; the reference will be provided as soon as the paper is published.</p> <p><strong>File naming conventions </strong></p> <p>Files containing meows are in the <em>dataset.zip</em> archive. They are PCM streams (.wav).<br> Naming conventions follow the pattern C_NNNNN_BB_SS_OOOOO_RXX, which has to be exploded as follows:</p> <ul> <li>C = emission context (values: B = brushing; F = waiting for food; I: isolation in an unfamiliar environment);</li> <li>NNNNN = cat’s unique ID;</li> <li>BB = breed (values: MC = Maine Coon; EU: European Shorthair);</li> <li>SS = sex (values: FI = female, intact; FN: female, neutered; MI: male, intact; MN: male, neutered);</li> <li>OOOOO = cat owner’s unique ID;</li> <li>R = recording session (values: 1, 2 or 3)</li> <li>XX = vocalization counter (values: 01..99)</li> </ul> <p><strong>Extra content</strong></p> <p>The <em>extra.zip</em> archive contains excluded recordings (sounds other than meows emitted by cats) and uncut sequences of close vocalizations.</p> <p><strong>Terms of use</strong></p> <p>The dataset is open access for scientific research and non-commercial purposes.</p> <p>The authors require to acknowledge their work and, in case of scientific publication, to cite the most suitable reference among the following entries:</p> <p>Ntalampiras, S., Ludovico, L.A., Presti, G., Prato Previde, E., Battini, M., Cannas, S., Palestrini, C., Mattiello, S.: Automatic Classification of Cat Vocalizations Emitted in Different Contexts. Animals, vol. 9(8), pp. 543.1–543.14. MDPI (2019).<br> ISSN: 2076-2615</p> <p>Ludovico, L.A., Ntalampiras, S., Presti, G., Cannas, S., Battini, M., Mattiello, S.: CatMeows: A Publicly-Available Dataset of Cat Vocalizations. In: Li, X., Lokoč, J., Mezaris, V., Patras, I., Schoeffmann, K., Skopal, T., Vrochidis, S. (eds.) MultiMedia Modeling. 27th International Conference, MMM 2021, Prague, Czech Republic, June 22–24, 2021, Proceedings, Part II, LNCS, vol. 12573, pp. 230–243. Springer International Publishing, Cham (2021). <br> ISBN: 978-3-030-67834-0 (print), 978-3-030-67835-7 (online)<br> ISSN: 0302-9743 (print), 1611-3349 (online)</p>
LEOSS Public Use File
<p>Anonymized Public Use File of the Lean European Open Survey on SARS-CoV-2 (LEOSS), a European registry for studying the epidemiology and clinical course of COVID-19 (see: https://leoss.net/).</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.