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AI results complementing the Annual Report on surveillance for Avian Influenza in poultry and wild birds in Member States of the European Union - The United Kingdom
<p>This dataset contains the results of the EU co-funded surveillance activities conducted in 2019, 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> <p>Disclaimer: Data collected by the UK at national level prior to 31/01/2020 has been used in EFSA data reports as is related to a period in which this country was still a European Union Member State.</p>
Single-unit and multi-unit peer-to-peer transactions in a microgrid (uGIM dataset)
<p>uGIM is a microgrid intelligent management platform that can represent individual end-users using a multi-agent approach. This dataset has data regarding two weeks (May 13<sup>th</sup> to May 18<sup>th</sup>, 2019, and September 30<sup>th</sup> to October 6<sup>th</sup>, 2019) where auction-based peer-to-peer transactions were performed in a real microgrid.</p> <p>The data was collected by uGIM agents and auctions were executed every hour. The hour-ahead auctions are performed by the sellers in a fully distributed approach. To create this dataset two NanoPi M1 Plus (with 1.2 GHz quad-core CPUs and 1 GB of RAM running the Ubuntu 16.04.6 LTS operating system), and three Raspberry Pi Model B+ (with 1.4 GHz 64-bit quad-core CPUs and GB of RAM running the Raspberry Pi OS operating system) were used.</p> <p>uGIM related publications:<br> - Gomes, L., Vale, Z., & Corchado, J. M. (2020). Microgrid management system based on a multi-agent approach: An office building pilot. Measurement: Journal of the International Measurement Confederation, 154. <a href="http://doi.org/10.1016/j.measurement.2019.107427">https://doi.org/10.1016/j.measurement.2019.107427</a><br> - Gomes, L., Vale, Z. A., & Corchado, J. M. (2020). Multi-Agent Microgrid Management System for Single-Board Computers: A Case Study on Peer-to-Peer Energy Trading. IEEE Access, 8, 64169–64183. <a href="http://doi.org/10.1109/ACCESS.2020.2985254">https://doi.org/10.1109/ACCESS.2020.2985254</a><br> - Gomes, L. (2020). μGIM - Microgrid intelligen management system based on a multi-agent approach and the active participation of end-users [Universidad de Salamanca]. <a href="http://doi.org/10.14201/gredos.144238">https://doi.org/10.14201/gredos.144238</a><br> - Gomes, L., Spínola, J., Vale, Z., & Corchado, J. M. (2019). Agent-based architecture for demand side management using real-time resources’ priorities and a deterministic optimization algorithm. Journal of Cleaner Production, 241, 118154. <a href="http://doi.org/10.1016/j.jclepro.2019.118154">https://doi.org/10.1016/j.jclepro.2019.118154</a></p> <p> </p> <p><em>(if you used this dataset in your publications, please send us your information so we can add your publication to the list above)</em></p> <p><br>We would be grateful if you could acknowledge the use of this dataset in your publications. Please use the Zenodo publication to cite this work.</p>
Fig.4 in A new species of the genus Phytocoris (Heteroptera: Miridae) from the United Arab Emirates
Fig.4. Phytocoris arwa Linnavuori & Al-Safadi, 1993: A – male head and pronotum in dorsal view; B – male head in lateral view; C – pygophore in dorsal view; D – right paramere; E-F – left paramere in different views; G – aedeagus. After LINNAVUORI & AL-SAFADI (1993).
Fig. 5. Phytocoris semicrux Wagner, 1969 in A new species of the genus Phytocoris (Heteroptera: Miridae) from the United Arab Emirates
Fig. 5. Phytocoris semicrux Wagner, 1969: A – male head and pronotum in dorsal view; B – male head in lateral view; C – male antennal segment 1; D – pygophore in dorsal view; E – right paramere; F – spiculum; G – left paramere. After WAGNER (1969).
Fig. 1 in A new species of the genus Phytocoris (Heteroptera: Miridae) from the United Arab Emirates
Fig. 1. Phytocoris sweihanus sp. nov., female holotype. A – habitus; B – dorsal view of head and pronotum.
Fig. 2 in A new species of the genus Phytocoris (Heteroptera: Miridae) from the United Arab Emirates
Fig. 2. Phytocoris sweihanus sp. nov.: A – male head in lateral view; B – pygophore in lateral view; C – triangular lobe on the left side of genital opening, interior view; D – right paramere; E-G – left paramere in different views.
Printing Unit Condition Monitoring
<p>This data set contains raw sensor signals of four analogue sensors and five features derived from them. These are used to monitor the condition of a printing unit in a demonstrator application and to detect a sensor defect, which is simulated in the data set.</p> <p>The demonstrator is used to simulate the <em>wiping </em>process of an <em>Intaglio printing</em> process. Intaglio is the major printing process to produce security prints like banknotes. Engraved structures in the printing plates, which are mounted on a rotating <em>plate cylinder</em>, are filled with ink, which is transferred onto the printing substrate under high pressure. A second cylinder denoted by <em>wiping cylinder</em>, which is working in the printing unit, is lubricated with a solvent to wipe off surplus ink from the printing plates by rotating in the direction opposite to the plate cylinder. This process is crucial as wiping errors immediately lead to print errors.</p> <p>The printing unit demonstrator contains models of the two cylinders, which are turned by electric drives. Pressure between the wiping cylinder having a rubber surface and the steel-surfaced plate cylinder is freely adjustable.<br /> A set of four analogue sensors (contact force, solid-bourne sound, electric current of wiping and plate cylinder drives) continuously acquire data during operation to monitor the process.<br /> The sensors each output a continuous voltage signal in the range of [-10,10] V, which is proportional to the respective quantity the sensor is observing. Thus, each signal's unit is irrelevant and abandoned as changes of the original quantity of interest are reflected also in the respective voltage signal.<br /> All output time-domain signals are synchronously and equidistantly sampled at a frequency of 20 kHz and quantised with a resolution of 16 bit.</p> <p>The acquired data is then split into non-overlapping batches of 50000 samples (corresponding to 2.5 sec of operation), respectively. The length of the time frame was chosen to ensure that 3 revolutions of the plate cylinder are captured in each signal data batch. The solid-bourne sound signal is treated by the FFT to determine its frequency spectrum per signal batch. Altogether, 5 features per plate cylinder revolution are extracted. This results in 15 feature values per signal data batch. The extracted features are:</p> <ul> <li>contact force mean: arithmetic mean of the contact force,</li> <li>solid-bourne sound intensity: root mean square of the solid-bourne sound,</li> <li>solid-bourne sound maxPowFreqInd: index of the frequency component with largest power,</li> <li>motor current wiping cylinder mean: arithmetic mean of the wiping cylinder motor current,</li> <li>motor current plate cylinder mean: arithmetic mean of the plate cylinder motor current.</li> </ul> <p>Each plate cylinder revolution is represented by one instance in the feature data sets. That is, every instance in the data set is described by a vector of 5 feature values.</p> <p>The raw data and feature data sets are divided into two parts, each containing data of one of the two experiments under different operation conditions:</p> <ul> <li><strong>Static printing unit demonstrator operation:</strong><br /> The static experiment observes the printing unit demonstrator during 20:13 min of operation. The printing unit demonstrator was started immediately before the data acquisition began. No additional manipulations or events occurred during the experiment. Therefore, only data representing the demonstrator's normal condition is contained in the data set. It contains 10,000,000 raw signal samples resulting in 600 instances (plate cylinder revolutions), which are in summary described by 3,000 feature values.</li> <li><strong>Manipulated printing unit demonstrator operation:</strong><br /> The printing unit demonstrator was started ca. 23:00 min before the data acquisition began. During this 10:31 min long experiment, the demonstrator application was intentionally manipulated. In addition, the solid-bourne sound sensor signal was manipulated through low-pass filtering in order to simulate a defect of this sensor. An unintended incident also occurred during this experiment. Therefore, data representing both the demonstrator's normal and abnormals conditions are contained in the data set. The sequence of events along with an objective classification of the demonstrator condition by the human experimenter is summarised in the file <em>PrintingUnit_manip_events.txt</em>. The data set contains 5,950,000 raw signal samples, which are in summary described by 1,785 feature values.</li> </ul> <p><em><strong>File name conventions and contents</strong></em></p> <p>The files in the <em>data set</em> are organised such that each row represents a data set instances, columns represent the respective sensor or feature:</p> <ul> <li><strong>PrintingUnitData*.csv:</strong> These files contain raw sensor signals.</li> <li><strong>PrintingUnitFeatures*.csv:</strong> These files contain the features extracted from the sensor signals.</li> </ul> <p><em>Additional files</em> contain information about</p> <ul> <li><strong>*_condition.csv:</strong> The condition if the printing unit is indicated by 'n' (normal condition) or 'a' (abnormal condition). These are the labels of the data set instances.</li> <li><strong>*_filter.csv:</strong> The solid-bourne sound filter status is indicated by '1' (filter activated) or '0' (filter deactivated).</li> <li><strong>*_time.csv:</strong> The relative time, at which the respective instance of the data set was determined. It is represented as the number of days from January 0, 0000 as is returned from MATLAB's datenum function (cf. http://www.mathworks.com/help/matlab/ref/datenum.html for details).</li> </ul> <p>The <em>operation conditions</em> (with respect to the experiment, cf. above) are distinguished by</p> <ul> <li><strong>*_static*.csv:</strong> Static printing unit demonstrator operation.</li> <li><strong>*_manip*.csv:</strong> Manipulated printing unit demonstrator operation.</li> </ul>
Figure 2 in Taxonomy and biology of Simulium clarkei Stone & Snoddy (Diptera: Simuliidae), a poorly known black fly of the southeastern United States
Figure 2. Variation in larval banding; dorsal view. a. Simulium clarkei from Salkehatchie River, South Carolina. b. Simulium clarkei from Meherrin River, North Carolina. c. Simulium emarginatum form Meherrin River, Virginia.
FIGURE 1 in Kootenaia burkei, a new genus and species of slug from northern Idaho, United States (Gastropoda: Pulmonata: Arionidae)
FIGURE 1: Relief map of Idaho showing the localities of Kootenaia burkei new species. 1) Little Bumblebee Creek, Shoshone County (type locality), 2) Trestle Creek, Bonner County, 3) Beauty Creek, Kootenai County, 4) Heyburn State Park, Benewah County, and 5) East side of Harrison, Kootenai County. For detailed locality information see the Appendix. The lower photograph shows paratype CM 66247.
FIGURE 3 in Kootenaia burkei, a new genus and species of slug from northern Idaho, United States (Gastropoda: Pulmonata: Arionidae)
FIGURE 3. Eggs of Kootenaia burkei photographed on 10 September 2003, 62 days after being laid in the laboratory.
New Zealand emission unit (NZU) monthly prices 2010 to date
<p>This data and R code repository provides a reproducible public domain data series of mean monthly spot prices of the New Zealand emission unit (or "NZU"), the domestic emission unit in the New Zealand emissions trading scheme (https://en.wikipedia.org/wiki/New_Zealand_Emissions_Trading_Scheme/). </p>
Figures 50, 51. from New species and records of ortholasmatine harvestmen from Mexico, Honduras, and the western United States (Opiliones, Nemastomatidae, Ortholasmatinae) - ZooKeys 52: 9-45 (30 July 2010) https://doi.org/10.3897/zookeys.52.471
Figures 50, 51. - Photographs of bodies, dorsal views. 50 female Trilasma chipinquensis sp. n. 51 male Trilasma hidalgo sp. n.
Figures 2, 3. from New species and records of ortholasmatine harvestmen from Mexico, Honduras, and the western United States (Opiliones, Nemastomatidae, Ortholasmatinae) - ZooKeys 52: 9-45 (30 July 2010) https://doi.org/10.3897/zookeys.52.471
Figures 2, 3. - Scanning electron micrographs of Ortholasma colossus sp. n., dorsal views. 2 male 3 female.
Figure 1 from New species and records of ortholasmatine harvestmen from Mexico, Honduras, and the western United States (Opiliones, Nemastomatidae, Ortholasmatinae) - ZooKeys 52: 9-45 (30 July 2010) https://doi.org/10.3897/zookeys.52.471
Figure 1 - Ortholasma colossus sp. n., live female specimen in habitat. Photo courtesy of Marshal Hedin.
Figures 10–19. from New species and records of ortholasmatine harvestmen from Mexico, Honduras, and the western United States (Opiliones, Nemastomatidae, Ortholasmatinae) - ZooKeys 52: 9-45 (30 July 2010) https://doi.org/10.3897/zookeys.52.471
Figures 10–19. - Right chelicerae, mesal views. 10 Ortholasma colossus sp. n., male 11 Trilasma ranchonuevo sp. n., male 12 Trilasma trispinosum sp. n., female 13 Trilasma trispinosum sp. n., male 14 Trilasma tempestado sp. n., female 15 Trilasma tempestado sp. n., male 16 Trilasma petersprousei sp. n., female 17 Trilasma chipinquensis sp. n., female 18 Trilasma hidalgo sp. n., male 19 Trilasma tropicum sp. n., male. All drawings to the same scale.
Figures 44, 45. from New species and records of ortholasmatine harvestmen from Mexico, Honduras, and the western United States (Opiliones, Nemastomatidae, Ortholasmatinae) - ZooKeys 52: 9-45 (30 July 2010) https://doi.org/10.3897/zookeys.52.471
Figures 44, 45. - Scanning electron micrographs of female Trilasma tempestado sp. n. 44 hood, dorsal view 45 body, dorsal view.
Figures 42, 43. from New species and records of ortholasmatine harvestmen from Mexico, Honduras, and the western United States (Opiliones, Nemastomatidae, Ortholasmatinae) - ZooKeys 52: 9-45 (30 July 2010) https://doi.org/10.3897/zookeys.52.471
Figures 42, 43. - Scanning electron micrographs of female Trilasma trispinosum sp. n. 42 body, dorsal view 43 hood, dorsal view.
Figures 4–9. from New species and records of ortholasmatine harvestmen from Mexico, Honduras, and the western United States (Opiliones, Nemastomatidae, Ortholasmatinae) - ZooKeys 52: 9-45 (30 July 2010) https://doi.org/10.3897/zookeys.52.471
Figures 4–9. - Scanning electron micrographs. 4–8 Ortholasma colossus sp. n. 4 right chelicerae of male, mesal view 5 glandular area of basal cheliceral article of male, mesal view 6 right palpus of male, mesal view 7 sculpture of second femur of female 8 kugelhaare of female palpus 9 Trilasma trispinosum sp. n., branched tubercles forming small keel cells of scute.
Figures 1–8. from A new species of Schinia Hubner from the southeastern United States (Lepidoptera, Noctuidae, Heliothinae) - ZooKeys 52: 57-64 (30 July 2010) https://doi.org/10.3897/zookeys.52.476
Figures 1–8. - Adults of Schinia species. 1 Schinia psamathea, male holotype 2 Schinia psamathea, male paratype 3 Schinia psamathea, male paratype 4 Schinia psamathea, male paratype 5 Schinia saturata, male 6 Schinia saturata, male 7 Schinia saturata, female 8 Schinia saturata, male.
Figures 54, 55. from New species and records of ortholasmatine harvestmen from Mexico, Honduras, and the western United States (Opiliones, Nemastomatidae, Ortholasmatinae) - ZooKeys 52: 9-45 (30 July 2010) https://doi.org/10.3897/zookeys.52.471
Figures 54, 55. - Scanning electron micrographs of female Trilasma tropicum sp. n. 54 body, dorsal view 55 eye tubercle, dorsal view.
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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.
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.