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AI results complementing the 2021 Annual Report on surveillance for Avian Influenza in poultry and wild birds in Member States of the European Union - The Netherlands
<p>This dataset contains the results of the EU co-funded surveillance activities conducted in 2021, which consisted of:</p> <ul> <li>Serological surveys to monitor the circulation of AIV subtypes H5 and H7 in poultry (active surveillance). These surveys should preferentially target poultry species or production systems with increased risk for introduction of avian influenza (AI).</li> <li>Passive surveillance aiming at the virological detection of AI in wild birds found dead or moribund.</li> </ul>
AI results complementing the 2021 Annual Report on surveillance for Avian Influenza in poultry and wild birds in Member States of the European Union - Slovakia
<p>This dataset contains the results of the EU co-funded surveillance activities conducted in 2021, which consisted of:</p> <ul> <li>Serological surveys to monitor the circulation of AIV subtypes H5 and H7 in poultry (active surveillance). These surveys should preferentially target poultry species or production systems with increased risk for introduction of avian influenza (AI).</li> <li>Passive surveillance aiming at the virological detection of AI in wild birds found dead or moribund.</li> </ul>
AI results complementing the 2021 Annual Report on surveillance for Avian Influenza in poultry and wild birds in Member States of the European Union - Norway
<p>This dataset contains the results of the surveillance activities conducted in 2021, which consisted of:</p> <ul> <li>Serological surveys to monitor the circulation of AIV subtypes H5 and H7 in poultry (active surveillance). These surveys should preferentially target poultry species or production systems with increased risk for introduction of avian influenza (AI).</li> <li>Passive surveillance aiming at the virological detection of AI in wild birds found dead or moribund.</li> </ul>
AI results complementing the 2021 Annual Report on surveillance for Avian Influenza in poultry and wild birds in Member States of the European Union - Iceland
<p>This dataset contains the results of the EU co-funded surveillance activities conducted in 2021, which consisted of:</p> <ul> <li>Serological surveys to monitor the circulation of AIV subtypes H5 and H7 in poultry (active surveillance). These surveys should preferentially target poultry species or production systems with increased risk for introduction of avian influenza (AI).</li> <li>Passive surveillance aiming at the virological detection of AI in wild birds found dead or moribund.</li> </ul>
Annual report on surveillance for avian influenza in poultry and wild birds in Member States of the European Union in 2021 – monthly maps
<p>Here you can find the monthly maps referred to in the 'Annual report on surveillance for avian influenza in poultry and wild birds in Member States of the European Union in 2021' by EFSA. Figure legend for all figures: Monthly observations and samples from wild birds on the EFSA list of target species for 2021 by NUTS3 region. The green colour scale represents the number of wild bird observations from the target species, as per data provided by the EuroBirdPortal project. The black dots represent the number of wild bird samples from target species tested within the countries' avian influenza passive surveillance programmes. Wild bird samples reported at NUTS2 level are not shown on these maps.</p>
A consolidated database of police-reported motor vehicle traffic accidents in the United States for actuarial applications
<p>This database is related to "A CONSOLIDATED DATABASE OF POLICE-REPORTED MOTOR VEHICLE TRAFFIC ACCIDENTS IN THE UNITED STATES FOR ACTUARIAL APPLICATIONS" (Araiza Iturria C.A., Hardy M., Marriott P.).</p> <p>Author Information</p> <p> A. Author<br> Name: Carlos Andrés Araiza Iturria<br> Email: caraizai@uwaterloo.ca<br> <br> B. Co-author<br> Name: Mary Hardy<br> Email: mary.hardy@uwaterloo.ca</p> <p> C. Co-author<br> Name: Paul Marriott<br> Email: pmarriott@uwaterloo.ca<br> <br> Institution: University of Waterloo<br> Address: 200 University Ave W, Waterloo, ON N2L 3G1</p> <p><br> Funding granted by the Natural Sciences and Engineering Research Council of Canada. Hardy: RGPIN-2018-03754, Marriott: RGPIN-2020-04015.</p> <p>The Python scripts to create the database can be directly accessed through related identifiers in this page.</p> <p>Parameter estimates along with their 90% confidence intervals from the 20 multinomial logistic regressions can be seen through related identifiers in this page.</p> <p> </p>
Data: multimodal cell tracking from systemic administration to tumour growth by combining gold nanorods and reporter genes
<p>This data set includes multispectral optoacoustic tomography images supporting an article on cell tracking (preprint: bioRxiv 199836; https://doi.org/10.1101/199836). The corresponding bioluminescence results are included too, as well as the spectra used for the multispectral processing. </p>
Wind data (2007-2017) in florentine and chianti areas to support tree's damages reporting.
<p>Wind data of several weather station to support tree damages investigations.</p> <p><strong>Firenze Peretola</strong> Areoporto LIRQ ENAV LAT 43.809722 LON 11.203 ELEV 44</p> <p><strong>Sesto Polo Scientifico</strong> LAMMA-CNR LAT 43.8189 LON 11.2021 ELEV 40</p> <p><strong>Sesto Case Passerini</strong> Codice CFR TOS01001225 LAT 43.82 LON 11.17 ELEV 33</p> <p><strong>Scandicci San Giusto</strong> CFR TOS01001215 LAT 43.76 LON 11.19 ELEV 42</p> <p><strong>Tavarnelle</strong> CFR TOS11000021 LAT 43.57 LON 11.16 ELEV 374</p> <p><strong>Greve in Chianti</strong> CFR TOS11000073 LAT 43.61 LON 11.30 ELEV 254</p> <p>Data sets gives annual and seasonal windplot roses. Wind data summaries by sectors of wind provenience ( Mean, Max,Median and Quantile95). Futher the 500th maximum records of gust are also extracted. Data are provided to support tree damages reporting.</p>
IODP Expedition 379 Carbonates composite report
This composite report includes data from two analyses (total carbon from Elemental analysis [CHNS], and inorganic carbon from [Coulometer]). Each row combines the CHNS and Coulometer data from measurements made on the same sample at the same time for a particular section and section offset (depth). If data do not exist for a particular expedition, the column does not appear. To identify individual samples and tests, see each separate data type (Elemental analysis and Coulometer). If the same sample was measured multiple times by any of the methods, results in the report will be combined on one line where possible. Each additional replicate result will be shown in subsequent rows and will be combined where possible. Report includes results for carbon forms: total, inorganic, calcium carbonate, and organic by difference, along with total hydrogen, nitrogen, and sulfur.
IODP Expedition 379 Interstitial water composite report
This composite report includes data from numerous interstitial water (IW) analyses (e.g., ICP-LIQUIDS and IONCHROM) in a variable set of columns. Each row combines the data from several tests (groups of measurements made on the same sample at the same time) for a particular IW sample. If data do not exist for a particular expedition, the column does not appear. To identify individual samples and tests, see each separate analysis (ALKALINITY, ICP-LIQUIDS, IONCHROM, SALINITY, SPEC, TITRATOR, and potentially others). Major and minor elements were determined by inductively coupled plasma-atomic emission spectrocsopy (ICP-LIQUIDS). Cations and anions were measured by ion chromatography (IONCHROM). Complex ions were measured by colorimetric measurements using a UV-VIS spectrometer (SPEC). Alkalinity and chloride was measured by titration (ALKALINITY and TITRATOR). Dissolved carbon (DC), dissolved inorganic carbon (DIC), and dissolved organic carbon (DOC) were measured by combustion in a total organic carbon (TOC) analyzer. Salinity was measured by refractometer (SALINITY). pH was measured by ion-selective electrode as part of the alkalinity procedure and is reported in the ALKALINITY analysis.
IODP Expedition 379 Gas safety report
This composite report returns data from two different gas chromatograph configurations (GC3 and NGA). Each row combines data from several measurements made on the same sample at the same time for a particular headspace or vacutainer sample. If data do not exist for a particular expedition, the column does not appear. Gas samples were measured by gas chromatography and either flame ionization detection (GC-FID) or thermal conductivity detection (GC-TCD). Reported analytes may include methane, ethane, ethene, propane, propene, n-butane, i-butane, n-pentane, i-pentane, n-hexane, i-hexane, n-heptane, i-heptane, nitrogen, oxygen, carbon monoxide, carbon dioxide, and hydrogen sulfide. When data are available, methane to (ethane + ethene) ratio (C<sub>1</sub>/C<sub>2</sub>�ratio) is reported. To identify individual samples and tests, see each separate analysis (GC3, NGAFID, and/or NGATCD).
Factual Report on XRF Analysis Conducted on Bulk Sedimentary Rock Samples from the Mesohellenic Trough
<p><strong><span>Factual Report on XRF Analysis Conducted on Bulk Sedimentary Rock Samples from the Mesohellenic Trough – Project: PilotStratergy</span></strong></p> <p><strong><span> </span></strong></p> <p><span>Analysis date: 30.04.2024 </span></p> <p><span>Report date: 02.05.2024, Revision date: -</span></p> <p><span>Written by: Christos L. Stergiou, Geologist, PhD</span></p> <p><span>Reviewed by: Pavlos Tyrologou, Geologist, PhD</span></p> <p><span>Advice also: Previous factual report files “Report_SEM_Round1_Bulk samples.docx” and “Report_XRD_PilotStrategy03.04.2024.docx” for additional information on the mineralogy of the samples included in this report. </span></p> <p><strong><span> </span></strong></p> <p><strong><span>1. Materials and Methods</span></strong></p> <p><span>Three (3) sedimentary rock samples originating from the Tsotyli (sample Tsot-1; marly SANDSTONE), Eptachori (sample Ept-2; fine GREYWACKE) and Pentalofos (sample Pent-3; greywacke) Formations of the Mesohellenic Trough were powdered and analyzed by X-ray fluorescence (XRF) to determine their mineralogical composition. The samples were field collected by hummer and obtained as rock chips. Pulps produced from the rock chip samples were formed into pressed pellets by mixing 2.4 g of the binder CEREOX® with 9.6 g of rock pulp (i.e. sample-to-wax binder ratio of 4:1). The mixed material was homogenized in a mechanical mixer working at 24 rpm for 15 minutes and then pressed at 5 kbr (Fig. 2). The XRF analysis was performed using Bruker S4-PIONEER with a wavelength-dispersive X-ray fluorescence (WDXRF) analytical system at the Department of Mineralogy-Petrology-Economic Geology, School of Geology, Aristotle University of Thessaloniki. The spectrometer uses an Rh lamp and a system of 5 crystals: LIF200, LIF220, LIF420, XS-55, and PET. It also has two detectors: a gas proportional counter and a scintillation counter. The X-ray beam was used at its maximum energy of 50-60 kV. The element lines that were measured were the Ka and La lines, depending on the element. The method includes corrections for overlaps and matrix effects. Analytical results are presented in Table 1, while major conclusions after XRF analysis are presented below by taking into consideration conclusions previously made after XRD and SEM-EDS analysis. Previous published investigations on these samples include geomechanical and petrophysical methods for the evaluation of the parent sedimentary formations to capture and store CO<sub>2</sub> (Tyrologou et al. 2023).</span></p> <p><strong><span> </span></strong></p> <p> </p> <p><strong><span>Table 1.</span></strong><span> Bulk geochemical analyses of major and minor elements for the analyzed samples Tsot-1, Ept-2 and Pent-3 from the Mesohellenic Trough.</span></p> <p><span> </span></p> <div> <table> <tbody> <tr> <td> <p><strong><span>Element</span></strong></p> </td> <td> <p><strong><span>Tsot-1</span></strong></p> </td> <td> <p><strong><span>Ept-2</span></strong></p> </td> <td> <p><strong><span>Pent-3</span></strong></p> </td> </tr> <tr> <td> <p><em><span>wt.%</span></em></p> </td> <td> <p><span> </span></p> </td> <td> <p><span> </span></p> </td> <td> <p><span> </span></p> </td> </tr> <tr> <td> <p><span>SiO<sub>2</sub></span></p> </td> <td> <p><span>34.85</span></p> </td> <td> <p><span>36.25</span></p> </td> <td> <p><span>15.49</span></p> </td> </tr> <tr> <td> <p><span>Al<sub>2</sub>O<sub>3</sub></span></p> </td> <td> <p><span>7.18</span></p> </td> <td> <p><span>6.61</span></p> </td> <td> <p><span>2.9</span></p> </td> </tr> <tr> <td> <p><span>Fe<sub>2</sub>O<sub>3</sub></span></p> </td> <td> <p><span>2.66</span></p> </td> <td> <p><span>3.32</span></p> </td> <td> <p><span>1.22</span></p> </td> </tr> <tr> <td> <p><span>CaO</span></p> </td> <td> <p><span>30.27</span></p> </td> <td> <p><span>25.61</span></p> </td> <td> <p><span>42.42</span></p> </td> </tr> <tr> <td> <p><span>MgO</span></p> </td> <td> <p><span>4.23</span></p> </td> <td> <p><span>7.23</span></p> </td> <td> <p><span>5.98</span></p> </td> </tr> <tr> <td> <p><span>Na<sub>2</sub>O</span></p> </td> <td> <p><span>1.04</span></p> </td> <td> <p><span>0.74</span></p> </td> <td> <p><span>0.39</span></p> </td> </tr> <tr> <td> <p><span>K<sub>2</sub>O</span></p> </td> <td> <p><span>2.22</span></p> </td> <td> <p><span>1.39</span></p> </td> <td> <p><span>0.94</span></p> </td> </tr> <tr> <td> <p><span>MnO</span></p> </td> <td> <p><span>0.11</span></p> </td> <td> <p><span>0.11</span></p> </td> <td> <p><span>0.03</span></p> </td> </tr> <tr> <td> <p><span>TiO<sub>2</sub></span></p> </td> <td> <p><span>0.32</span></p> </td> <td> <p><span>0.39</span></p> </td> <td> <p><span>0.13</span></p> </td> </tr> <tr> <td> <p><span>P<sub>2</sub>O<sub>5</sub></span></p> </td> <td> <p><span>0.08</span></p> </td> <td> <p><span>0.1</span></p> </td> <td> <p><span>0.06</span></p> </td> </tr> <tr> <td> <p><span>LOI</span></p> </td> <td> <p><span>16.79</span></p> </td> <td> <p><span>17.89</span></p> </td> <td> <p><span>30.3</span></p> </td> </tr> <tr> <td> <p><span>Total</span></p> </td> <td> <p><span>99.75</span></p> </td> <td> <p><span>99.64</span></p> </td> <td> <p><span>99.86</span></p> </td> </tr> <tr> <td> <p><em><span>ppm</span></em></p> </td> <td> <p><span> </span></p> </td> <td> <p><span> </span></p> </td> <td> <p><span> </span></p> </td> </tr> <tr> <td> <p><span>Ba</span></p> </td> <td> <p><span>189</span></p> </td> <td> <p><span>149</span></p> </td> <td> <p><span>66</span></p> </td> </tr> <tr> <td> <p><span>Co</span></p> </td> <td> <p><span>7</span><span>.0</span></p> </td> <td> <p><span>13</span></p> </td> <td> <p><span>4</span><span>.0</span></p> </td> </tr> <tr> <td> <p><span>Cr</span></p> </td> <td> <p><span>749</span></p> </td> <td> <p><span>1</span><span>,</span><span>680</span></p> </td> <td> <p><span>512</span></p> </td> </tr> <tr> <td> <p><span>Cu</span></p> </td> <td> <p><span>14</span></p> </td> <td> <p><span>23</span></p> </td> <td> <p><span>7</span><span>.0</span></p> </td> </tr> <tr> <td> <p><span>Ni</span></p> </td> <td> <p><span>112</span></p> </td> <td> <p><span>221</span></p> </td> <td> <p><span>78</span></p> </td> </tr> <tr> <td> <p><span>Rb</span></p> </td> <td> <p><span>192</span></p> </td> <td> <p><span>95</span></p> </td> <td> <p><span>82</span></p> </td> </tr> <tr> <td> <p><span>Sc</span></p> </td> <td> <p><em><span>bdl</span></em></p> </td> <td> <p><em><span>bdl</span></em></p> </td> <td> <p><em><span>bdl</span></em></p> </td> </tr> <tr> <td> <p><span>Sr</span></p> </td> <td> <p><span>298</span></p> </td> <td> <p><span>342</span></p> </td> <td> <p><span>242</span></p> </td> </tr> <tr> <td> <p><span>V</span></p> </td> <td> <p><span>650</span></p> </td> <td> <p><span>990</span></p> </td> <td> <p><span>306</span></p> </td> </tr> <tr> <td> <p><span>Zn</span></p> </td> <td> <p><span>31</span></p> </td> <td> <p><span>38</span></p> </td> <td> <p><span>15</span></p> </td> </tr> <tr> <td> <p><span>Zr</span></p> </td> <td> <p><span>100</span></p> </td> <td> <p><span>113</span></p> </td> <td> <p><span>54</span></p> </td> </tr> </tbody> </table> </div> <p><span>*LOI = Loss of ignition, bdl = below detection limit.</span></p> <p><strong><span> </span></strong></p> <p><strong><span>5. Conclusions</span></strong></p> <p><span>The XRF analysis confirms suggestions and conclusions made on previously acquired SEM-EDS and XRD analytical results focusing on bulk samples obtained by hammering from marly SANDSTONE (Tsot-1) and greywacke (Ept-2, Pent-3) originating from the Tsotyli, Eptachori and Pentalofos Formations of the Mesohellenic Trough (Fig. 1).</span></p> <p><span>Bulk geochemical analysis reveals that calcium and silica are the most enriched elements (Table 1). Sample Tsot-1 (24.85 wt.% </span><span>SiO<sub>2</sub>)</span><span> is slightly siliceous in composition, sample Epth-2 (36.25 wt.% </span><span>SiO<sub>2</sub>)</span><span> is dominantly siliceous, while sample Pent-3 is dominantly calcareous in composition (42.42 wt.% CaO, Table 1). These results are complementary to the semi-quantitative estimates obtained by XRD analysis (cf. Report_XRD_PilotStrategy03.04.2024.docx). In sample Tsot-1, calcite content is 30 wt.%, while quartz (29 wt.%) and albite (19 wt.%) percentages sum to 50 wt.%, supporting the siliceous profile acquired by XRF. In sample Ept-2, quartz (37 wt.%) is the dominant mineral phase followed by calcite (29 wt.%), while in sample Pent-3, calcite (41 wt.%) is the more enriched mineral phase, supporting the obtained geochemical results where </span><span>SiO<sub>2</sub></span><span> is 36.25 wt.% in sample Ept-2 and </span><span>CaO is 45.42 wt.% for sample Pent-3. In addition, the geochemical results support the suggested level of maturity of the analyzed samples with Etp-2 showing the highest and Pent-3 the lowest maturity.</span></p> <p><span>Finally, sample Ept-2 shows the highest enrichment in minor elements, including 1,680 ppm of Cr and 990 ppm of V (Table 1). Relative enrichments in these trace elements, as well as in Co, Cu, Ni and Zn could be related to the highest incorporation of detrital material related to the ophiolitic basement rocks of the Mesohellenic Trough. Variations in trace elements may be associated with minor mineral phases not detected by the XRD analysis and the SEM-EDS examination of bulk samples. </span><span>The study of thin-polished sections under a plane polarized and an electron scanning microscope shall clarify the mineral composition of the samples and conclude the mineralogical and geochemical investigation.</span></p> <p><span> </span></p> <p><strong><span>6. References</span></strong></p> <p><span>Tyrologou, Pavlos, et al. (2023). Progress for carbon dioxide geological storage in West Macedonia: A field and laboratory-based survey." Open Research Europe 3. https://doi.org/10.12688/openreseurope.15847.2</span></p> <p><span> </span></p>
IODP Expedition 371 Interstitial water composite report
This composite report includes data from numerous interstitial water (IW) analyses (e.g., ICP-LIQUIDS and IONCHROM) in a variable set of columns. Each row combines the data from several tests (groups of measurements made on the same sample at the same time) for a particular IW sample. If data do not exist for a particular expedition, the column does not appear. To identify individual samples and tests, see each separate analysis (ALKALINITY, ICP-LIQUIDS, IONCHROM, SALINITY, SPEC, TITRATOR, and potentially others). Major and minor elements were determined by inductively coupled plasma-atomic emission spectrocsopy (ICP-LIQUIDS). Cations and anions were measured by ion chromatography (IONCHROM). Complex ions were measured by colorimetric measurements using a UV-VIS spectrometer (SPEC). Alkalinity and chloride was measured by titration (ALKALINITY and TITRATOR). Dissolved carbon (DC), dissolved inorganic carbon (DIC), and dissolved organic carbon (DOC) were measured by combustion in a total organic carbon (TOC) analyzer. Salinity was measured by refractometer (SALINITY). pH was measured by ion-selective electrode as part of the alkalinity procedure and is reported in the ALKALINITY analysis.
IODP Expedition 371 Carbonates composite report
This composite report includes data from two analyses (total carbon from Elemental analysis [CHNS], and inorganic carbon from [Coulometer]). Each row combines the CHNS and Coulometer data from measurements made on the same sample at the same time for a particular section and section offset (depth). If data do not exist for a particular expedition, the column does not appear. To identify individual samples and tests, see each separate data type (Elemental analysis and Coulometer). If the same sample was measured multiple times by any of the methods, results in the report will be combined on one line where possible. Each additional replicate result will be shown in subsequent rows and will be combined where possible. Report includes results for carbon forms: total, inorganic, calcium carbonate, and organic by difference, along with total hydrogen, nitrogen, and sulfur.
IODP Expedition 371 Gas safety report
This composite report returns data from two different gas chromatograph configurations (GC3 and NGA). Each row combines data from several measurements made on the same sample at the same time for a particular headspace or vacutainer sample. If data do not exist for a particular expedition, the column does not appear. Gas samples were measured by gas chromatography and either flame ionization detection (GC-FID) or thermal conductivity detection (GC-TCD). Reported analytes may include methane, ethane, ethene, propane, propene, n-butane, i-butane, n-pentane, i-pentane, n-hexane, i-hexane, n-heptane, i-heptane, nitrogen, oxygen, carbon monoxide, carbon dioxide, and hydrogen sulfide. When data are available, methane to (ethane + ethene) ratio (C<sub>1</sub>/C<sub>2</sub>�ratio) is reported. To identify individual samples and tests, see each separate analysis (GC3, NGAFID, and/or NGATCD).
IODP Expedition 371 Sample report
Report includes detailed information about samples taken for testing: location/depth, type/form factor, test, request number, and database identifier.
Data for: The State of Open Infrastructure Grant Funding, 2024 State of Open Infrastructure Report
<p>The purpose of the analysis based on these data was to better understand the amount, distribution, impact, and limitations of grant funding to open infrastructures that support research and scholarship.</p> <p>The data were summarized and reported in the “2024 State of Open Infrastructure Report” section “The state of open infrastructure grant funding.” The full report is available at https://doi.org/10.5281/zenodo.10934089.</p> <p>A readme, data dictionary, and additional metadata definition file are provided with the dataset with additional detail.</p>
Data for: Open Infrastructure Governance: Current structures, nomenclature, composition, and service trends, 2024 State of Open Infrastructure Report
<p>The purpose of the analysis based on these data was to<span> record information about community governance groups for open infrastructures, focused primarily on the individuals and institutions that serve in these groups. The data were summarized and reported in the “2024 State of Open Infrastructure Report” section “Open infrastructure governance: Current structures, nomenclature, composition, and trends.” The full report is available at <a href="The%20data%20were%20summarized%20and%20reported%20in%20the%20&ldquo;2024%20State%20of%20Open%20Infrastructure%20Report&rdquo;%20section%20&ldquo;Open%20infrastructure%20governance:%20Current%20structures,%20nomenclature,%20composition,%20and%20trends,&rdquo;%20available%20at%20https:/doi.org/10.5281/zenodo.10934089.">https://doi.org/10.5281/zenodo.10934089</a>.</span></p> <p><span>A readme is provided with the dataset with additional detail.</span></p>
IODP Expedition 360 Sample report
Report includes detailed information about samples taken for testing: location/depth, type/form factor, test, request number, and database identifier.
IODP Expedition 360 Carbonates composite report
This composite report includes data from two analyses (total carbon from Elemental analysis [CHNS], and inorganic carbon from [Coulometer]). Each row combines the CHNS and Coulometer data from measurements made on the same sample at the same time for a particular section and section offset (depth). If data do not exist for a particular expedition, the column does not appear. To identify individual samples and tests, see each separate data type (Elemental analysis and Coulometer). If the same sample was measured multiple times by any of the methods, results in the report will be combined on one line where possible. Each additional replicate result will be shown in subsequent rows and will be combined where possible. Report includes results for carbon forms: total, inorganic, calcium carbonate, and organic by difference, along with total hydrogen, nitrogen, and sulfur.
ScienceDex guides
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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.