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Data Sets for: Trace elements in aerosol from Northwest Pacific marginal sea, Indian Ocean and South Pacific to Antarctica: Spatial variability and source identification
<p>This dataset includes the concentrations of trace elements in aerosols, along with location and time information, collected during a cruise from November 2021 to April 2022. The cruise covered the Pacific, the Indian Ocean, the Southern Ocean.</p>
data for "Observations of significant ion energy outflows associated with cusp ion outflows and the role of Poynting flux as an energy source"
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Data for Advances in Quantum Metrology with Dielectrically Structured Single Photon Sources Based on Molecules
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Data source-Nuclear penetration-Energy loss and optimization-Resilience
<p>The dataset contains seven sub-files and an Introduction file. The Introduction file details the contents of the seven sub-files and the data sources of each image shown in this work.</p>
Source data sets_Figure 1, 2, 6_Salmonella cancer therapy metabolically disrupts tumours at the collateral cost of T cell immunity
<p>Flow cytometry data files associated with Copland <em>et al., </em><strong><em><span>Salmonella </span></em></strong><strong><span>cancer therapy metabolically disrupts tumours at the collateral cost of T cell immunity.</span></strong></p> <p><span>Data associated to Figures 1, 2 and 6. <br></span></p>
Figure 3 in Breeding biology of mimetic species based on secondary data sources should address misidentifications: the case of the lesser kiskadee Philohydor lictor (Aves: Tyrannidae)
Figure 3. Eggs of eight kiskadee-like mimetic species from egg collections. Egg collection reference (institution acronym–catalogue number): (a) NBCN–181942; (b) NBCN–181153; (c) COMB-E165; (d) WFVZ–118541-2; (e) USNM–48256; (f) MHNG–735096; (g) NBCN–181945; (h) ZMB–SN; (i) DMNH– 10519; (j) WFVZ–184215; (k) MNHN–489-490; (l) NBCN–180866; (m) WFVZ–118522.
Figure 2 in Breeding biology of mimetic species based on secondary data sources should address misidentifications: the case of the lesser kiskadee Philohydor lictor (Aves: Tyrannidae)
Figure 2. Egg-laying records of lesser kiskadee (Philohydor lictor) based on citizen science, literature, and museum egg collections in relation to monthly total precipitation.
Figure 1 in Breeding biology of mimetic species based on secondary data sources should address misidentifications: the case of the lesser kiskadee Philohydor lictor (Aves: Tyrannidae)
Figure 1. Reproductive records (nest construction, eggs, nestlings, and fledglings) of lesser kiskadee (Philohydor lictor) from citizen science, literature, and museum egg collections. Ecoregion abbreviations: Temp = Temperate, Trop = Tropical and Subtropical. Asterisks indicate the country's centroid.
Figure 4 in Breeding biology of mimetic species based on secondary data sources should address misidentifications: the case of the lesser kiskadee Philohydor lictor (Aves: Tyrannidae)
Figure 4. Linear discriminant analysis (LDA) based on egg length, width, volume, and pointedness of eight kiskadee-like mimetic species.
Numerical source data for the manuscript Stimulus duration encoding occurs early in the moth olfactory pathway
<p>Numerical source data for the manuscript Stimulus duration encoding occurs early in the<br>moth olfactory pathway published in Communications Biology</p>
Dataset accompanying "Integrated nowcasting of convective precipitation with Transformer-based models using multi-source data"
<p>Dataset accompanying the article <a href="https://arxiv.org/abs/2409.10367" target="_blank" rel="noopener">Integrated nowcasting of convective precipitation with Transformer-based models using multi-source data</a>. </p> <p>Contains almost 8000 events that are sampled from the summer months (where convective precipitation events are most likely to occur) of 2019-2023, centred over Austria.</p> <p>Each sample has a temporal span of 4 hours with a spatial extent of 400 x 700 km, with following data streams:</p> <ul> <li>4 MSG infrared channels with central wavelengths of 6.2, 7.3, 8.7, and 10.8 μm</li> <li>Rain rates mosaicked from ground-based radar observations</li> <li>Lightning data from ground-based observations</li> <li>INCA precipitation analysis</li> <li>INCA convective available potential energy (CAPE) estimates</li> </ul> <p>The dataset is accompanied by elevation and coordinate information. </p> <p>Please refer to the manuscript and the <a href="https://github.com/caglarkucuk/earthformer-multisource-to-inca">GitHub repository</a> for further information and helper code for reading the data files.</p>
Table 2 in Breeding biology of mimetic species based on secondary data sources should address misidentifications: the case of the lesser kiskadee Philohydor lictor (Aves: Tyrannidae)
<p><b>Table 2.</b> Comparison of traits among eight kiskadee-like mimetic species. Body mass from Dunning (2007) and Tobias <i>et al</i>. (2022), bill length from (Tobias <i>et al</i>. 2022), nest type, clutch size, and range from Billerman <i>et al</i>. (2020).</p><table><tbody><tr><th></th><th>Body mass Bill length (g) (mm)</th><th>Egg length (mm)</th><th>Egg width (mm)</th><th>Egg volume (mm3)</th><th>Egg pointedness</th><th>Clutch size</th><th>Nest type</th><th>Range</th></tr></tbody><tbody><tr><th><b>Smaller body size mimetic species</b></th><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><th><i>Philohydor lictor</i></th><td>25.5</td><td>23.4</td><td>20.89 ± 1.41</td><td>16.06 ± 0.66</td><td>2734.66 ± 334.87</td><td>0.0002 ± 0.0001</td><td>1–4</td><td>Open cup</td><td>E Panama to E Brazil</td></tr><tr><th><i>Myiozetetes cayanensis</i></th><td>25.9</td><td>14.4</td><td>22.17 ± 0.99</td><td>15.99 ± 0.67</td><td>2894.08 ± 317.26</td><td>0.0003 ± 0.0001</td><td>2–3</td><td>Domed</td><td>SW Costa Rica to SE Brazil</td></tr><tr><th><i>Myiozetetes similis</i></th><td>28</td><td>16.64</td><td>22.21 ± 1.09</td><td>16.03 ± 0.64</td><td>2897.21 ± 303.41</td><td>0.0004 ± 0.0002</td><td>2–4</td><td>Domed</td><td>W Mexico to NE Argentina</td></tr><tr><th><i>Phelpsia inornata</i></th><td>29.4</td><td>17.9</td><td>21 ± 0.42</td><td>15.95 ± 0.07</td><td>2690 ± 84.85</td><td>0.0003 ± 0.00008</td><td>2</td><td>Open cup</td><td>N and C Venezuela to NE Colombia</td></tr><tr><th><i>Conopias parvus</i></th><td>21</td><td>20</td><td>21.26 ± 0.35</td><td>15.98 ± 0.38</td><td>2787.19 ± 191.05</td><td>0.0002 ± 0.00003</td><td>2–3</td><td>Tree hole or</td><td>S and E Venezuela to N Bolívia and</td></tr><tr><th></th><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>cavity</td><td>N Brasil</td></tr><tr><th><i>C. trivirgatus</i></th><td>24.36</td><td>16.6</td><td>20.98</td><td>15.76</td><td>2647.62</td><td>0.0003</td><td>NA</td><td>Tree hole or</td><td>Venezuela to N Brazil and SE Brazil to NE</td></tr><tr><th></th><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>cavity</td><td>Argentina</td></tr><tr><th><b>Larger body size mimetic species</b></th><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><th><i>P. lictor</i>: misidentified</th><td>_</td><td>_</td><td>29.03 ± 1.92</td><td>19.84 ± 0.35</td><td>5799.84 ± 543.71</td><td>0.0004 ± 0.0001</td><td>2–3</td><td>_</td><td>_</td></tr><tr><th>eggs</th></tr><tr><th><i>Megarynchus</i></th><td>63.4</td><td>32.82</td><td>28.01 ± 1.53</td><td>20.19 ± 0.55</td><td>5863.74 ± 520.85</td><td>0.0003 ± 0.0002</td><td>2–3</td><td>Open cup</td><td>SE Mexico to S Argentina</td></tr><tr><th><i>pitangua</i></th><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><th><i>Pitangus sulphuratus</i></th><td>74</td><td>29</td><td>27.93 ± 1.52</td><td>19.94 ± 0.74</td><td>5657.18 ± 564.55</td><td>0.0003 ± 0.0001</td><td>2–5</td><td>Domed</td><td>S Texas to C Argentina</td></tr></tbody></table>
Table 1 in Breeding biology of mimetic species based on secondary data sources should address misidentifications: the case of the lesser kiskadee Philohydor lictor (Aves: Tyrannidae)
<p><b>Table 1.</b> Misidentifications in breeding records of lesser kiskadee (<i>Philohydor lictor</i>) found in citizen science databases (WikiAves, eBird, iNaturalist), museum egg sets, and literature up to August 2023. NA indicates that no information was available.</p><table><tbody><tr><th>Misidentification type</th><th>Locality</th><th>Year</th><th>Record type</th><th>Code/reference/museum</th></tr></tbody><tbody><tr><th>Domed nest</th><td>Amazonas, Brazil</td><td>2015</td><td>Citizen science</td><td>WA1599942</td></tr><tr><th>Domed nest</th><td>Colón, Panama</td><td>2016</td><td>Citizen science</td><td>ML34302821</td></tr><tr><th>Domed nest</th><td>Pará, Brazil</td><td>2018</td><td>Citizen science</td><td>WA3137441</td></tr><tr><th>Domed nest</th><td>Rondônia, Brazil</td><td>2021</td><td>Citizen science</td><td>WA4371921</td></tr><tr><th>Domed nest</th><td>Meta, Colombia</td><td>2022</td><td>Citizen science</td><td>145727415</td></tr><tr><th>Domed nest</th><td>Guyana</td><td>1848</td><td>Literature</td><td>Schomburgk (1848)</td></tr><tr><th>Domed nest</th><td>Brazil</td><td>1997</td><td>Literature</td><td>Euler (1867)</td></tr><tr><th>Domed nest</th><td>Rio de Janeiro, Brazil</td><td>1900</td><td>Literature</td><td>Euler (1900)</td></tr><tr><th>Larger eggs</th><td>NA</td><td>NA</td><td>Literature</td><td>Oates and Reid (1903)</td></tr><tr><th>Domed nest</th><td>Guyana</td><td>1929</td><td>Literature</td><td>Young (1929)</td></tr><tr><th>Domed nest</th><td>Brazil</td><td>1935</td><td>Literature</td><td>Snethlage (1935)</td></tr><tr><th>Outside species range</th><td>Argentina</td><td>NA</td><td>Literature</td><td>Hellebrekers (1942)</td></tr><tr><th>Outside species range</th><td>Argentina</td><td>NA</td><td>Literature</td><td>Hellebrekers (1945)</td></tr><tr><th>Domed nest</th><td>Guyana</td><td>1936</td><td>Literature</td><td>Davis (1961)</td></tr><tr><th>Larger eggs</th><td>NA</td><td>1832</td><td>Museum</td><td>MNHN–489/490</td></tr><tr><th>Larger eggs; outside species range</th><td>Argentina</td><td>1898</td><td>Museum</td><td>ZBM–SN</td></tr><tr><th>Outside species range</th><td>Argentina</td><td>1901</td><td>Museum</td><td>NBCN–181945</td></tr><tr><th>Outside species range</th><td>Santa Catarina, Brazil</td><td>1908</td><td>Museum</td><td>SNMB–24013</td></tr><tr><th>Outside species range</th><td>Santa Catarina, Brazil</td><td><1910</td><td>Museum</td><td>SNMB–24012</td></tr><tr><th>Outside species range</th><td>Santa Catarina, Brazil</td><td><1910</td><td>Museum</td><td>SNMB–24014</td></tr><tr><th>Larger eggs; domed nest</th><td>Sucre, Venezuela</td><td>1934</td><td>Museum</td><td>DMNH–10519</td></tr><tr><th>Larger eggs</th><td>Brazil</td><td>NA</td><td>Museum</td><td>WFVZ–184215</td></tr></tbody></table>
Source data for the manuscript "Time-Variant Parity-Time Symmetry in Frequency-Scanning Systems"
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Source data for GMGTs biomarker
<p>Source data for GMGTs biomarker: Modern sea lipids; Modern sea Oxygen; Ancient Ocean lipids; OAE-2 (SST, δ13Corg,TOC).</p>
Source code for CPBS Report 23UNM03 - Enhancing Collaboration through Web-based Visualization and Analysis of Traffic Crash Data
<p>Python source code for the crash mapping web application.</p>
Data used in the paper Sensitivity of wintertime Arctic black carbon to removal processes and regional Alaskan sources by Ioannidis et al. 2024
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Experimental data, source codes and scripts used in Kotsuki et al. (2024) submitted to GMD
<p>Experimental data, source codes and scripts used in Kotsuki et al. (2024) submitted to GMD</p>
Source data related to the manuscript by Zhou et al (2024), entitled "Impaired Functional Connectivity of Cortico-Amygdala Pathway Can Drive Social Behavior Deficits in Synucleinopathies"
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Source data for Figures and Tables in "Photoinduced hydrogen dissociation in thymine predicted by coupled cluster theory"
<p>Source data for figures and tables in "Unexpected hydrogen dissociation in thymine predicted by coupled cluster theory".<br><br>This work has received funding from the Norwegian Research Council through FRINATEK project 275506, the European Research Council (ERC)<br>under the European Union’s Horizon 2020 Research and Innovation Program<br>(Grant No.~101020016), the AMOS program within the U.S. Department of Energy (DOE), Office of Science, Basic Energy Sciences, Chemical Sciences, Geosciences, and Biosciences Division. <br>We acknowledge computing resources through UNINETT Sigma2--the National Infrastructure for High Performance Computing and Data Storage in Norway, project NN2962k.</p>
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.