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zenodo36/100

Dataset supporting publication: "The Problem of Geothermal Power Installation on Buildings: Structural Building Monitoring and Assessment During Drilling Activities"

<p>Dataset supporting publication: &ldquo;The Problem of Geothermal Power Installation on Buildings: Structural Building Monitoring and Assessment During Drilling Activities&rdquo; (publication available in&nbsp;<a href="https://zenodo.org/record/7266386#.Y1_e1XbMJPY">GEOFIT Zenodo</a>)</p> <p>Datasets resultant from structural health monitoring activities (accelerometer data).</p> <p>The current European Union (EU) policy aims to increase the use of &ldquo;green&rdquo; energies, and within this strategy the exploitation of the geothermal energy is a well promising approach. The European Horizon2020 project GEOFIT (Deployment of novel GEOthermal systems, technologies and tools for energy efficient building retroFITting) aims among the others to deploy and to integrate advanced methods of worksite inspection, ground research, and building structural monitoring, drilling and worksite characterization into advanced geothermal based retrofitting methods.</p> <p>When dealing with &ldquo;plants of power production&rdquo;, one needs to develop a Life Cycle Analysis and to apply a Life Cycle Assessment (LCA) for evaluating any environmental aspects and potential influences throughout the whole life cycle of a product or process or service. The paper first provides a preliminary discussion on this aspect. Then it focuses attention on a pilot site made available within the GEOFIT Consortium. The results from a structural monitoring campaign in this pilot site before and during the drilling operations associated to the implementation of the geothermal power system are presented discussed.</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Dataset supporting publication: "Geothermal Power: Monitoring the Building Response During Installation"

<p>Dataset supporting publication: &ldquo;Geothermal Power: Monitoring the Building Response During Installation&rdquo; (publication available for download:&nbsp;<a href="https://zenodo.org/record/4244246#.X6KWq1CCHIU">GEOFIT Zenodo</a>)</p> <p>The European project GEOFIT (Deployment of novel GEOthermal systems, technologies and tools for energy efficient building retrofitting) is gathering more than 20 partners from all around Europe. Its main objective is to deploy and to integrate advanced methods of worksite inspection, ground research, and building structural monitoring, drilling and worksite characterization into advanced geothermal based retrofitting methods. This contribution reports the experimental results to be achieved within GEOFIT at the location of specific case studies. In particular standard accelerometric measurements will be collected and compared with the information collected by the geo-radar system made available by one of the partners. This paper focuses on the structural monitoring of a two-story masonry building. The results of a preliminary data collection in the absence of drilling are also reported.</p>

opencc-by-4.0Dec 2022View details →
dryad36/100

NDVI-based monitoring of long-term vegetation dynamics and responses to multi-time scales droughts in Inner Mongolia

<p>The characteristics of vegetation and drought for different seasons between 1982 and 2015 in Inner Mongolia were studied based on the Normalized Difference Vegetation Index (NDVI) and the Standardized Precipitation Evapotranspiration Index (SPEI). The response of vegetation to drought over various time scales for different seasons and vegetation types was investigated using the maximum Pearson correlation, allowing a discussion about the possible causes of any changes. The results indicate that the vegetation NDVI in Inner Mongolia showed an increasing trend in different seasons, with spring vegetation NDVI (April to May) having the largest significant increasing rate, followed by the growing season (April to October), autumn (September to October), and summer (June to August). Accordingly, the proportion of stations with decreasing SPEI was, in descending order, summer, growing season, autumn, and spring. Additionally, the magnitude of the SPEI decrease was greater in eastern Inner Mongolia. NDVI and SPEI were positively correlated in most regions of Inner Mongolia, indicating that changes in vegetation in most parts of this region were affected by the spatial and temporal characteristics of drought, the correlation being them being strongest in the growing season, followed by summer, then spring and autumn. Considering the different types of vegetation, forests were less affected by drought, with broadleaf forests more affected than coniferous forests. The meadow steppes and typical steppes were more affected by 12-month droughts in the growing season and summer, 6-month droughts in spring, and 3-month droughts in autumn, with desert steppes mainly affected by 3-month droughts. The shrubs, sandy vegetation, and cropland were mostly affected by droughts in summer, and show a greater response to 3-month droughts in autumn. Finally, the water balance was found to be the most important factor affecting the response of vegetation to drought in Inner Mongolia.</p>

opencc-zeroDec 2022View details →
zenodo36/100

In-situ monitoring of the Seine River based on the MeSeine network

<p>In Europe, the management of freshwater ecosystem is governed by the Water Framework Directive (2000/60/CE) and its transposing legislation in France (2006-1772 of December 2006). The good ecological status of water are evaluated using a combination of several indicators such as biological and physico-chemical parameters. The Seine River crosses several important urbanized areas of France, including the Parisian conurbation (9 millions inhabitants). To ensure the good ecological status of the Seine River, the Greater Paris Conurbation Sanitation Authority (SIAAP), has constructed and operated the MeSeine network since 1990. MeSeine constitutes a tool for evaluating the quality of the Seine river and its tributaries (Marne, Oise) in terms of physico-chemistry, bacteriology, micro-contamination and faunal diversity.</p> <p>The MeSeine network extends along 125&nbsp;km of the Seine River (from Choisy to M&eacute;ricourt) and over 13&nbsp;km along the Marne River (frome Champigny to Alfortville). It is structured around tree pillars:</p> <ul> <li>Real time monitoring of the physico-chemical composition of the Seine river using in situ sensor, in particular dissolved oxygen and temperature sensors</li> <li>Sampling and laboratory analysis campaigns to monitor watercourses quality and comply with the quality standards as defined by the Water Framework Directive (good&nbsp;ecological&nbsp;and&nbsp;chemical parameters)</li> <li>Biota monitoring to appreciate the diversity of fish populations, macro-invertebrates and diatoms.</li> </ul> <p>The aim of this work is to provide dissolved oxygen and temperature data of the Seine, generated by the in-situ sensors of the MeSeine network, via the open platform Zenodo.</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Monitoring of the physico-chemical composition of the Seine River based on the MeSeine network

<p>In Europe, the management of freshwater ecosystem is governed by the Water Framework Directive (2000/60/CE) and its transposing legislation in France (2006-1772 of December 2006). The good ecological status of water are evaluated using a combination of several indicators such as biological and physico-chemical parameters. The Seine River crosses several important urbanized areas of France, including the Parisian conurbation (9 millions inhabitants). To ensure the good ecological status of the Seine River, the Greater Paris Conurbation Sanitation Authority (SIAAP), has constructed and operated the MeSeine network since 1990. MeSeine constitutes a tool for evaluating the quality of the Seine river and its tributaries (Marne, Oise) in terms of physico-chemistry, bacteriology, micro-contamination and faunal diversity.</p> <p>The MeSeine network extends along 125&nbsp;km of the Seine River (from Choisy to M&eacute;ricourt) and over 13&nbsp;km along the Marne River (frome Champigny to Alfortville). It is structured around tree pillars:</p> <ul> <li>Real time monitoring of the physico-chemical composition of the Seine river using in situ sensor, in particular dissolved oxygen and temperature sensors</li> <li>Sampling and laboratory analysis campaigns to monitor watercourses quality and comply with the quality standards as defined by the Water Framework Directive (good&nbsp;ecological&nbsp;and&nbsp;chemical parameters)</li> <li>Biota monitoring to appreciate the diversity of fish populations, macro-invertebrates and diatoms.</li> </ul> <p>The aim of this work is to provide data on the physico-chemical quality of the Seine generated by the MeSeine observatory via the open platform Zenodo.</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Blood pressure monitoring during anesthesia induction using PPG morphology features and machine learning

<p>PPG-BP dataset of forty patients undergoing general anesthesia, as described in the corresponding journal publication at PLOS ONE (10.1371/journal.pone.0279419).</p> <p>When using this data, please cite the corresponding journal publication.</p> <p>&nbsp;</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Supplementary Material to "Analysis of nationwide groundwater monitoring networks using lumped-parameter models and groundwater"

<p>This repository contains the&nbsp;Supplementary Material to &quot;Analysis of nationwide groundwater monitoring networks using lumped-parameter models and groundwater&quot;, submitted to Journal of Hydrology for review.</p> <p>&nbsp;</p>

opencc-by-4.0Dec 2022View details →
dryad36/100

Data for: Spatial monitoring of flying insects over a Swedish lake using a CW lidar system

<p>Data for a field experiment on remote sensing of flying insects are supplied. A bistatic CW lidar system of the Scheimpflug type was employed, and echoes from flying insects over and close to a Swedish lake were recorded as read-out files from an array detector making observations along the emitted laser beam. The activated pixels of the detector could be converted into range data by triangulation. With a high detector read-out frequency, data on numerous insects could be obtained. Special emphasis was put on distinguishing between large and small insects (from the intensities of the recorded echoes) and the insect positions with regard to the shores of the lake. </p>

opencc-zeroJan 2023View details →
zenodo36/100

Dataset associated with article: Self-sufficient seismic boxes for monitoring glacier seismology in Greenland

<p>Dataset associated with article: Self-sufficient seismic boxes for monitoring glacier3 seismology in Greenland</p> <p>Contains:<br> - Seismic data of both SG-boxes and regular geophones from Gornergletscher fieldtest, 2021( Seismic_Data_Gorner_Fieldtest.zip) &nbsp;&nbsp;<br> &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; --&gt; SG-box data naming: GO&quot;station_number&quot;SG &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<br> &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; --&gt; Geophone data naming: GO&quot;station_number&quot;GP<br> <br> - Weather data Gornergletscher fieldtest from Monte Rosa, Meteo Swiss Weather station ( Weather_data_Gorner_Fieldtest_2021.zip) &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<br> &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; --&gt; 1hr wind averages &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<br> &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; --&gt; 1hr temperature averages<br> <br> - MSR logger data from SG-boxes from Gornergletscher fieldtest, 2021. Every 5 min these log battery power, tilt (along three axes, temperature and humidity inside the box and light strength on two sides of the SG-box. ( MSR_logger_data_SGboxes_Gorner_Fieldtest.zip )<br> <br> - Seismic data of SG box (Sensor code BSM) next to weather station first acquisition Greenland 2021 ( Seismic_Data_SG_Box_first_acquisition_Greenland_2021.zip) &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<br> &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; --&gt; .pri0 is East component, .pri1 is North component, .pri2 is Vertical component.<br> <br> - Weather data from weather station next to SG-box (sensor code BSM) during first acquisition Greenland 2021 ( Weather_station_data_Greenland_2021.zip) &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<br> &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; --&gt; The weather station logs a value every two hours.</p> <p>&nbsp;</p>

opencc-by-4.0Sep 2022View details →
zenodo36/100

Datasets of the article "Femtosecond-to-nanosecond dynamics of flavin mononucleotide monitored by stimulated Raman spectroscopy and simulations"

<p>Experimental time-resolved femtosecond-stimulated Raman spectra (FSRS) and visible transient absorption (visTA) spectra of flavin mononucleotide (FMN) in water,&nbsp;MES pH=6, and TRIS pH=8&nbsp; buffers (DATA files). The dataset includes also the amplitudes and&nbsp;evolution-associated difference spectra (EADS)&nbsp;arising from global kinetic analysis using a sequential model.&nbsp;</p> <p>In the DATA files, the first column contains the Stokes shift&nbsp;(in cm<sup>-1</sup>) or wavelength (in nm), and the first row contains the time delays (in seconds).</p> <p>In the AMPLITUDES files, the first column contains the time delays (in seconds), and the first row contains the lifetimes (in seconds).</p> <p>In the EADS files,&nbsp;the first column contains the wavenumbers (in cm<sup>-1</sup>) or wavelength (in nm), and the first row contains the lifetimes&nbsp;(in seconds). Note that the FSRS spectra have been normalized to 1.</p> <p>If you use these datasets please cite:</p> <p>Andrikopoulos, P. C.; Liu, Y.; Picchiotti, A.; Lenngren, N.; Kloz, M.; Chaudhari, A. S.; Precek, M.; Rebarz, M.; Andreasson, J.; Hajdu, J.; Schneider, B.; Fuertes, G.* Femtosecond-to-Nanosecond Dynamics of Flavin Mononucleotide Monitored by Stimulated Raman Spectroscopy and Simulations. <em>Phys. Chem. Chem. Phys. PCCP</em> <strong>2020</strong>, <em>22</em>, 6538&ndash;6552.</p>

opencc-by-4.0Jan 2020View details →
zenodo36/100

Genbank and BOLD accession numbers of sequences from "New insights into the diversity of cryptobenthic Cirripectes blennies in the Mascarene Archipelago sampled using Autonomous Reef Monitoring Structures (ARMS)"

<p><strong>Abstract:</strong></p> <p>Autonomous Reef Monitoring Structures (ARMS) are artificial mini-reefs designed for standardised sampling of sessile and small motile cryptobenthic organisms. ARMS are also effective for collecting small cryptobenthic fishes, such as the combtooth blennies of the genus <em>Cirripectes</em>. Recent studies discovered several <em>Cirripectes</em> species endemic to islands or archipelagos, in spite of the generally broad distributions of tropical and subtropical blennies. Thus, in order to evaluate the diversity and distribution of <em>Cirripectes</em> species in the Mascarene Archipelago, a little studied region but an important biodiversity hotspot, complete mitochondrial genomes and nuclear rhodopsin genes were sequenced for 39 specimens collected with ARMS deployed on outer reef slopes at Reunion and Rodrigues islands. Mitochondrial COI sequences were analysed to integrate these specimens within the largest dataset of publicly available sequences. Three species were found in the Mascarene Archipelago, <em>Cirripectes&nbsp;castaneus, C.&nbsp;randalli, </em>and <em>C.&nbsp;stigmaticus</em>. <em>C.&nbsp;castaneus</em> and <em>C.&nbsp;stigmaticus</em> both have an Indo-Pacific distribution with several haplotypes shared among distant localities. In agreement with the literature, <em>C.&nbsp;randalli </em>shows a small-range endemism restricted to the Mascarenes. We confirmed the presence of <em>C.&nbsp;castaneus, C.&nbsp;randalli </em>and <em>C.&nbsp;stigmaticus </em>in Rodrigues, and the presence of <em>C.&nbsp;stigmaticus</em> in Reunion. This study contributes to fill the gaps in taxonomic and molecular knowledge of the reef cryptobiome in the South-West Indian Ocean, and provides the first complete mitogenomes for the genus, a crucial step for future molecular-based inventories (e.g. eDNA).</p> <p><strong>Content of this repository:</strong></p> <p>Genbank and BOLD accession numbers of sequences from&nbsp;&quot;New insights into the diversity of cryptobenthic <em>Cirripectes</em> blennies in the Mascarene Archipelago sampled using Autonomous Reef Monitoring Structures (ARMS)&quot; published in<em> Ecology and Evolution</em>&nbsp;(2023)</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Figure 4 in Natural regeneration in Atlantic Forest Fragments: using ants (Hymenoptera: Formicidae) for monitoring a conservation unit

Figure 4. Camponotus cillae recorded for the RPPN Botujuru: (A) front view; (B) dorsal view; (C) side view. regeneration of the older areas provides resources to Another important factor is the potential of conservation those species with more specialized habits. units to discover new species, mainly invertebrates (Liu We underscore the presence of two species, a pos- et al., 2022), a group that lacks inventory data. sible new species of Octostruma Forel, 1912, recorded They also emphasize the need to advance in the idenin the areas with an understory, and Camponotus cillae tification of recorded morphospecies, increase sampling Forel, 1912 (Fig. 4) recorded in Brazil only by the type se- efforts, use other collection techniques to better underries in the state of São Paulo (Botucatu) by Forel in 1912 stand the diversity of ants and other faunal and floristic (Forel, 1912). Data on their biology is scarce in the liter- groups in the RPPN. Moreover, these results also underature. This new record highlights the importance of new score the need for the creation of measures aiming at studies on biodiversity to our comprehension of the dis- preserving the area, given that the urbanization process tribution of species (Janicki et al., 2016). has been intense in the vicinity of the conservation unit. In addition, our results show the potential of RPPN Botujuru; the occurrence of C. cillae and the possible species of Octostruma in the Botujuru RPPN emphasizes the CONCLUSION importance of conservation units for threatened biomes. Fragments of Atlantic Forest found in conservation units The diversity of ants evaluated in this first work, carare important for the preservation of biodiversity, acting ried out with only one collection campaign, indicates as refuge areas for species that suffer from anthropo- that the natural regeneration process is having positive genic pressures such as deforestation and urban growth effects in abandoned areas. The fragments that compose (Gardner et al., 2009; Pardini et al., 2009; Lima et al., 2020), the RPPN Botujuru may prove to be very representative providing resources, even for those rarely collected. of the Alto Tietê region regarding the conservation of the

opencc-by-nc-4.0Nov 2022View details →
zenodo36/100

Figure 3 in Natural regeneration in Atlantic Forest Fragments: using ants (Hymenoptera: Formicidae) for monitoring a conservation unit

Figure 3. Non-metric multidimensional scaling (NMDS) Bray-Curtis type for the areas with 1-4 years (grey), 7-12 years (light green), and 14 years (dark green). (Anosim = 0,0001).

opencc-by-nc-4.0Nov 2022View details →
zenodo36/100

Figure 2 in Natural regeneration in Atlantic Forest Fragments: using ants (Hymenoptera: Formicidae) for monitoring a conservation unit

Figure 2. The number of occurrences of trophic guilds along the regeneration gradient in areas of Eucalyptus sp.: 1-4 years (no understory), located in the buffer zone of RPPN Botujuru – Serra do Itapety; 7-12 years (with an understory composed of shrubby vegetation), and 14 years (with an understory displaying both shrubby and arboreal vegetation).

opencc-by-nc-4.0Nov 2022View details →
zenodo36/100

Advancing Forest Monitoring and Assessment Through Immersive Virtual Reality

<p>The materials that enable the development of the Forest VR Application&nbsp;and the datasets along with the analysis code that support the findings of this study are openly available. The dataset include a Digital Terrain Model, Pano Images, Pano Videos, Sounds, LAS-format data, as well as R Scripts for analysis of the included questionnaire, respectively raw excel sheets. The Application is not standalone (Unity bound)&nbsp;and a prototype.</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Audio files and dataset: Guess who? Evaluating individual acoustic monitoring for males and females of the Tawny Pipit, a migratory passerine bird with a simple song

<p>We have uploaded the audio files (song files + recording files) and the dataset of the analysis conducted in our manuscript entitled &#39;&#39;Guess who? Evaluating individual acoustic monitoring for males and females of the<br> Tawny Pipit, a migratory passerine bird with a simple song&#39;&#39;. This study is published in the scientific journal &#39;&#39;Journal of Ornithology&#39;&#39;. We have also provided a txt. file, called &#39;Read me&#39; explaining the uploaded data in more detail.</p>

opencc-by-4.0Feb 2023View details →
dryad36/100

Using standardized fish-specific autonomous reef monitoring structures (FARMS) to quantify cryptobenthic fish communities

<p>1. Biodiversity inventories and monitoring techniques for marine fishes often overlook small (&lt;5cm), bottom-associated ('cryptobenthic') fishes, and few standardized, comparative assessments of cryptobenthic fish communities exist. We sought to develop a standardized, quantitative survey method for cryptobenthic fishes that permits their sampling across a variety of habitats and conditions.</p> <p>2. Fish-specific autonomous reef monitoring structures (FARMS) are designed to sample cryptobenthic fishes using a suite of accessible and affordable materials. To generate a variety of microhabitats, FARMS consist of three layers of stacked PVC pipes in three different sizes, as well as a bottom and top level of loose PVC-pipe fragments in a mesh basket. We deployed FARMS across a variety of habitats, including coral reefs, seagrass beds, oyster reefs, mangroves, and soft-bottom habitats across six locations (Hawai'i, Texas, Panama, Saudi Arabia, Brazil, and Curaçao).</p> <p>3. From shallow estuaries to coral reefs beyond 100 m depth, FARMS attracted distinct communities of native cryptobenthic fishes with strong site or habitat specificity. Comparing the FARMS to communities sampled with alternative methods (enclosed clove-oil stations on coral reefs in Panama and oyster sampling units on oyster reefs in Texas) suggests that FARMS yield a subset of cryptobenthic species representative of those present on local coral and oyster reefs. While FARMS yield fewer individuals per sample and are restricted to cryptobenthic species, they are efficient sampling devices relative to the sampled area.</p> <p>4. We demonstrate that FARMS represent a useful tool for standardized collections of cryptobenthic fishes. While natural substrata are bound to yield more mature communities with a larger number of individuals and wider range of specialist species, the potential to deploy and retrieve FARMS in turbid environments, beyond regular SCUBA depth, and where fish collections using anesthetics or ichthyocides are forbidden suggests that they are a valuable complementary technique to survey fishes in aquatic ecosystems. Deploying FARMS in locations and habitats where cryptobenthic fish communities have not been studied in detail may yield many valuable specimens of unknown or poorly known species.</p>

opencc-zeroFeb 2023View details →
dryad36/100

Trinity College Botanic Garden long-term monitoring program

<p><span>Botanic gardens hold large, documented, and accessible collections of living plants. These represent </span><span>unique subsets of taxa from different biogeographical regions growing under common environmental conditions, connecting people to global plant research and conservation efforts while offering a place beneficial for human health and wellbeing. Despite Botanic Gardens being an ideal setting for climate change research, their potential for comparative, long-term studies and outreach in the field is still underutilised. As part of its ten-year strategy, Trinity College Botanic Garden (TCBG) aims to tap this potential and establish a programme for long-term (&gt;30 years) monitoring of key physiological performances in its living woody plant collection. The programme will also assess particulate pollution (PM10 and PM2.5) interception by the same trees, pairing climate change and urban green research. Importantly, the project will include the design of a transferable protocol, produce vouchered herbarium specimens as a future historical archive and as a pedagogical tool, and support the garden outreach strategy, so as to nurture its link with both Trinity College Dublin and local communities, ensuring the garden's legacy into the future.</span></p>

opencc-zeroDec 2022View details →
zenodo36/100

Antimicrobial resistance monitoring results complementing the European Union Summary Report on Antimicrobial Resistance in zoonotic and indicator bacteria from humans, animals and food in 2020/2021 – Portugal

<p>This dataset contains AMR monitoring results in animals and food at the isolate level pursuant to Article 9 of Directive 2003/99/EC and to Annex, part B, of Commission implementing Decision (EU) 2020/1729. In addition, the dataset includes any other results from isolates than the ones mentioned in the Commission implementing Decision (EU) 2020/172. The quantitative minimum inhibitory concentration (MIC) data from dilution methods are included.</p> <p>Reporting authorities contributing to 2021 AMR data collection:&nbsp;Instituto Nacional de Investiga&ccedil;&atilde;o Agr&aacute;ria e Veterin&aacute;ria</p>

opencc-by-4.0Mar 2023View details →
zenodo36/100

Antimicrobial resistance monitoring results complementing the European Union Summary Report on Antimicrobial Resistance in zoonotic and indicator bacteria from humans, animals and food in 2020/2021 – Sweden

<p>This dataset contains AMR monitoring results in animals and food at the isolate level pursuant to Article 9 of Directive 2003/99/EC and to Annex, part B, of Commission implementing Decision (EU) 2020/1729. In addition, the dataset includes any other results from isolates than the ones mentioned in the Commission implementing Decision (EU) 2020/172. The quantitative minimum inhibitory concentration (MIC) data from dilution methods, as well as the voluntary reporting of and Whole Genome Sequencing (WGS) data&nbsp;are included.</p> <p>Reporting authorities contributing to 2021 AMR data collection:&nbsp;National Veterinary Institute, Swedish Zoonosis Centre</p>

opencc-by-4.0Mar 2023View details →

ScienceDex guides

Understand access before you commit

These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.