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zenodo48/100

Xylocopa sonorina - UCSB-IZC00012194 - Bee Library - 73e389aa-5886-4c48-8778-ba8932d1bd7e hash://sha256/96bfde1efa599e0e8e61de18b14d61dd308737f684950e4079c04e9bc0f33958 hash://md5/4940f68c84cffa4412f7ffb98bb255bd

<p>A biodiversity dataset graph: UCSB-IZC00012194</p> <p>The intended use of this archive is to facilitate (meta-)analysis of the Xylocopa sonorina - UCSB-IZC00012194 - Bee Library - 73e389aa-5886-4c48-8778-ba8932d1bd7e (UCSB-IZC00012194). UCSB-IZC00012194 provides an animated GIF, and wavefront 3D object model, of bee specimen Xylocopa sonorina UCSB-IZC00012194 University of Santa Barbara Invertebrate Zoology Collection as well as the original digital data/image files that were used to find and build this animated GIF and associated 3D model.&nbsp;</p> <p>This dataset provides versioned snapshots of the UCSB-IZC00012194 network as tracked by Preston [2,3] between 2022-09-26 and 2022-09-26 using &quot;preston update -u https://library.big-bee.net/portal/content/dwca/UCSB-IZC_DwC-A.zip&quot;.&nbsp;</p> <p>The archive consists of individual files with hexadecimal filenames (e.g., 03d2f9c6912935f54326d3e8c418cab6eddca5f69fb4f299e322cf2d114d0d03) to allow for parallel file downloads. The archive contains three types of files: index files, provenance logs and data files. Index files provide a way to links provenance files in time to establish a versioning mechanism. Provenance files describe how, when, what and where the UCSB-IZC00012194 content was retrieved. For more information, please visit https://preston.guoda.bio or https://doi.org/10.5281/zenodo.1410543 . &nbsp;</p> <p>To retrieve and verify the downloaded UCSB-IZC00012194 biodiversity dataset graph, download all files. Then, extract the archives into a &quot;data&quot; folder. Alternatively, you can use the preston[2] command-line tool to &quot;clone&quot; this dataset using:</p> <p>$ java -jar preston.jar clone --remote https://zenodo.org/record/7114321/files</p> <p>After that, verify the index of the archive by reproducing the following provenance log history:</p> <p>$ java -jar preston.jar history --log tsv<br> urn:uuid:0659a54f-b713-4f86-a917-5be166a14110&nbsp;&nbsp; &nbsp;http://purl.org/pav/hasVersion&nbsp;&nbsp; &nbsp;hash://sha256/9a5ab7b2278f2dea3fa329e9426dd4712e288b2586616e64986c8f09e76658c6&nbsp;&nbsp; &nbsp;<br> hash://sha256/af2bc3d2ac9ef865bedc33114e3c12232be58b46ac7033686d1eaed900c34a8d&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/9a5ab7b2278f2dea3fa329e9426dd4712e288b2586616e64986c8f09e76658c6&nbsp;&nbsp; &nbsp;<br> hash://sha256/781c17950a96d772c161552a8dff187ab427bcaa830f819758d0fdb8c60cf80e&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/af2bc3d2ac9ef865bedc33114e3c12232be58b46ac7033686d1eaed900c34a8d&nbsp;&nbsp; &nbsp;<br> hash://sha256/3239876613860452a47603946d3b961580447825b92cc7e566c3c9f4e8bb2b84&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/781c17950a96d772c161552a8dff187ab427bcaa830f819758d0fdb8c60cf80e&nbsp;&nbsp; &nbsp;<br> hash://sha256/419548ae006070af3ac9b1bbc90e9e9d51bf36131b23e8e057803cf7086a6842&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/3239876613860452a47603946d3b961580447825b92cc7e566c3c9f4e8bb2b84&nbsp;&nbsp; &nbsp;<br> hash://sha256/c9696c514e404b240d2362f0db545917e357d62c9f6c26b0b7a0b7df6444285e&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/419548ae006070af3ac9b1bbc90e9e9d51bf36131b23e8e057803cf7086a6842&nbsp;&nbsp; &nbsp;<br> hash://sha256/7d5a7fa413535390375687ff4cad53568b04761e5108da24400446bc7e8d57bb&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/c9696c514e404b240d2362f0db545917e357d62c9f6c26b0b7a0b7df6444285e&nbsp;&nbsp; &nbsp;<br> hash://sha256/86aec74994e16ea4bf509141b406546cdc491522705d948eee1f2b4ccefbd4b1&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/7d5a7fa413535390375687ff4cad53568b04761e5108da24400446bc7e8d57bb&nbsp;&nbsp; &nbsp;<br> hash://sha256/dcd61980ca9d78669e523fa643c9fa47e255481465384f98253f1b1ac7a5a8d0&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/86aec74994e16ea4bf509141b406546cdc491522705d948eee1f2b4ccefbd4b1&nbsp;&nbsp; &nbsp;<br> hash://sha256/8ecc7754cbab0c1ae169ed868bd9e4e68f7c592bb3609f27b32334c0a6c5e89f&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/dcd61980ca9d78669e523fa643c9fa47e255481465384f98253f1b1ac7a5a8d0&nbsp;&nbsp; &nbsp;<br> hash://sha256/d3c2c1ec6697a627607caab51135afa4b8d35c4795c9267f5c24ed3009b77fbe&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/8ecc7754cbab0c1ae169ed868bd9e4e68f7c592bb3609f27b32334c0a6c5e89f&nbsp;&nbsp; &nbsp;<br> hash://sha256/96bfde1efa599e0e8e61de18b14d61dd308737f684950e4079c04e9bc0f33958&nbsp;&nbsp; &nbsp;http://purl.org/pav/previousVersion&nbsp;&nbsp; &nbsp;hash://sha256/d3c2c1ec6697a627607caab51135afa4b8d35c4795c9267f5c24ed3009b77fbe&nbsp;&nbsp; &nbsp;</p> <p>To check the integrity of the extracted archive, confirm that each line produce by the command &quot;preston verify&quot; produces lines as shown below, with each line including &quot;CONTENT_PRESENT_VALID_HASH&quot;. Depending on hardware capacity, this may take a while.</p> <p>$ java -jar preston.jar verify<br> replace wwith preston verify | head -n4</p> <p>Note that a copy of the java program &quot;preston&quot;, preston.jar, is included in this publication. The program runs on java 8+ virtual machine using &quot;java -jar preston.jar&quot;, or in short &quot;preston&quot;.&nbsp;</p> <p>Files in this data publication:</p> <p>--- start of file descriptions ---</p> <p>-- description of archive and its contents (this file) --<br> README&nbsp;</p> <p>-- executable java jar containing preston [2,3] v0.4.5. --<br> preston.jar</p> <p>-- wavefront 3D object files<br> UCSB-IZC00012194.jpg<br> UCSB-IZC00012194.mtl<br> UCSB-IZC00012194.obj</p> <p>-- animated gifs<br> bee.gif<br> UCSB-IZC00012194.gif</p> <p>-- QR code<br> label.png</p> <p>-- preston archives containing UCSB-IZC00012194 data files, associated provenance logs and a provenance index --<br> 03d2f9c6912935f54326d3e8c418cab6eddca5f69fb4f299e322cf2d114d0d03<br> 064bc7772b2284c42917b785706ae72c196e9443dd394069ceee0f9cd8237e93<br> 093cbfe0e642bcea957785c6593db364ffe5254433bec3b3d0bb942764c47033<br> 0a921d571873916c6c806682e2ab8ead98213deb849f8fe72b34f7902174e655<br> 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ec6bf13afb42287178591a04f7009f5d822da9c62e34e9bdf9b4d6b7bbb8b129<br> ed6aff81c806670d4650476a59dc22fb88034d610cfc6769c5deb9d26a810de9<br> f446aef17a59caac1f0571eba1632e1e17747ecf6d87c3dc99d8f54c4c549932<br> f50e03ae29d11e4f895d8df7fbe90f6c7c221f9e932048c51adf9e0229c97884<br> f8d2bc8175771d210e911268feb7746a18e9b0d3d303f04ae469b4d5059bc90f<br> fe14ffe132b80a4ea5724ae376fe1a4aebcf54259487c736928063fd7d0c3e6b&nbsp;</p> <p>--- end of file descriptions ---</p> <p><br> References&nbsp;</p> <p>[1] Xylocopa sonorina - UCSB-IZC00012194 - Bee Library - 73e389aa-5886-4c48-8778-ba8932d1bd7e (UCSB-IZC00012194, https://library.big-bee.net/portal/content/dwca/UCSB-IZC_DwC-A.zip) accessed from 2022-09-26 to 2022-09-26 with provenance hash://sha256/96bfde1efa599e0e8e61de18b14d61dd308737f684950e4079c04e9bc0f33958.<br> [2] https://preston.guoda.bio, https://doi.org/10.5281/zenodo.1410543 .&nbsp;<br> [3] MJ Elliott, JH Poelen, JAB Fortes (2020). Toward Reliable Biodiversity Dataset References. Ecological Informatics. https://doi.org/10.1016/j.ecoinf.2020.101132</p> <p>This project made possible by National Science Foundation Awards: 1839201, 2102006, 2101929, 2101908, 2101876, 2101875, 2101851, 2101345, 2101913, 2101891 and 2101850.</p>

opencc-zeroSep 2022View details →
zenodo40/100

AA-Pruebadeposito-IFG

<p>Este archivo contiene&nbsp;los ortos y ocasos del Sol en el a&ntilde;o 2022, en Valencia, en formato excel.</p>

opencc-byDec 2021View details →
zenodo40/100

AA-Score: a New Scoring Function Based on Amino Acid Specific Interaction for Molecular Docking

<p>The protein-ligand scoring function plays an important role in computer-aided drug discovery, which is heavily used in virtual screening and lead optimization. In this study, we developed a new empirical protein-ligand scoring function,&nbsp;which is a linear combination of empirical energy components, including hydrogen bond, van der Waals, electrostatic, hydrophobic, &pi;-stacking, &pi;-cation, and metal-ligand interaction. Different from previous empirical scoring functions, AA-Score uses several amino acid-specific empirical interaction components. We tested AA-Score on several test sets. The resulting performance shows AA-Score performs well on scoring, docking, and ranking compared with other widely used traditional scoring functions. Our results suggest that AA-Score gains substantial improvements from using detailed protein-ligand interaction components. Besides, we developed an easy-to-use tool to analyze protein-ligand interaction fingerprint and predict binding affinity using AA-Score.</p>

opencc-by-4.0Dec 2021View details →
zenodo40/100

Рис. 2. UPGMA — фенограма генетических дистанций (Nei, 1972) между видами и популяциями двустворчатых моллюсков. П р и м е ч а н и е. Aa — A. anatina, Ac — A. cygnea, Pc — P. complanata, Sw — S. woodiana. Речные системы: 1 — Дунай, 2 — р. Тиса, 3 — Верхний Днестр, 4 — Нижний Днестр, 5 — р. Ингул, 6 — р. Западный Буг, 7 — р. Припять, 8 — р. Верхний Днепр, 9 — р. Рось, 10 — р. Псёл, 11 — р. Северский Донец, 12 — р. Салгир. in Genetic And Morphological Variability And Differentiation Of Freshwater Mussels (Bivavia, Unionidae, Anodontinae) In Ukraine

Рис. 2. UPGMA — фенограма генетических дистанций (Nei, 1972) между видами и популяциями двустворчатых моллюсков. П р и м е ч а н и е. Aa — A. anatina, Ac — A. cygnea, Pc — P. complanata, Sw — S. woodiana. Речные системы: 1 — Дунай, 2 — р. Тиса, 3 — Верхний Днестр, 4 — Нижний Днестр, 5 — р. Ингул, 6 — р. Западный Буг, 7 — р. Припять, 8 — р. Верхний Днепр, 9 — р. Рось, 10 — р. Псёл, 11 — р. Северский Донец, 12 — р. Салгир.

opencc-by-4.0Mar 2014View details →
zenodo40/100

Text-fig. 3. Rhinoppioides quadrituberculatus MIKO gen. et sp. nov. Above: assumed fragments of legs as seen in body cavity of holotype (Aa – in dorsal view, Ab – in ventral view) and paratype (B, only dorsal view available). Below: speculative reconstruction of legs, assumed segments leg IV in above rows (numbers 1, 3, 5, 7, 12, 13, 14), assumed segments of leg I below (numbers 6, 9, 10). Rest of the segments assumed to belong to legs II and III. Only trochanters III (nr. 8) and IV (nr. 7, 12) undoubtedly belonging to the new species. Bars indicating 50 µm, numbers indicate identity of segments. in Oribatid Mite Fossils From Quaternary And Pre-Quaternary Sediments In Slovenian Caves I.Two New Genera And Two New Species Of The Family Oppiidae From The Early Pleistocene

Text-fig. 3. Rhinoppioides quadrituberculatus MIKO gen. et sp. nov. Above: assumed fragments of legs as seen in body cavity of holotype (Aa – in dorsal view, Ab – in ventral view) and paratype (B, only dorsal view available). Below: speculative reconstruction of legs, assumed segments leg IV in above rows (numbers 1, 3, 5, 7, 12, 13, 14), assumed segments of leg I below (numbers 6, 9, 10). Rest of the segments assumed to belong to legs II and III. Only trochanters III (nr. 8) and IV (nr. 7, 12) undoubtedly belonging to the new species. Bars indicating 50 µm, numbers indicate identity of segments.

opencc-by-4.0Jul 2012View details →
zenodo40/100

Daily Edge of Each Polynya in Antarctic (DEEP-AA)

<p>The dataset of Daily Edge of Each Polynya in Antarctic (DEEP-AA) maps the area of each polynya daily. It uses a polynya tracking and identification method proposed by Lin et al., and effectively records the daily areas of both frequent and infrequent polynyas in wintertime (April to October). The DEEP-AA spans from 2003 to 2022 (2011.09.01-2012.07.31 missed).&nbsp;</p> <p><strong>It should be noticed that ONLY the dataset of &nbsp;SIC60_6.25km_20d.zip is recommended, and the other ones used only in sensitive anaylsis were NOT parameter tuned. Be careful to use sets other than SIC60_6.25km_20d.zip.</strong></p> <p>You can get the codfe to create the dataset from the <a href="https://github.com/Mou-si/DEEP/releases/tag/v1.1.0">Github release</a>.</p> <p>A description of the dataset has been published: Lin, Y. et al. A dataset of the daily edge of each polynya in the Antarctic.&nbsp;<em>Sci. Data</em> 11, 1006 (2024).</p> <h3><strong>Contents in DEEP-AA</strong></h3> <ul> <li>DEEP-AA <ul> <li>Subsets (*.zip) <ul> <li>Daily maps (DEEP_*.nc)</li> <li>OverviewMap.mat</li> <li>Input.txt</li> </ul> </li> </ul> </li> </ul> <h3><strong>Subsets</strong></h3> <p>Multiple subsets (*.zip) under various parameter settings are provided here. Among them,&nbsp;<strong>SIC60_6.25km_20d.zip is recommended.</strong> Its spatial resolution is&nbsp;<strong>6.25 km</strong> (polar stereographic grid, EPSG code 3412) and the temporal resolution is <strong>1 day</strong>. This subset is built based on sea ice concentration data from the University of Bremen (https://doi.org/10.1594/PANGAEA.919778, and https://doi.org/10.1594/PANGAEA.898400), combined with ERA5 2m air temperature (https://doi.org/10.24381/cds.adbb2d47), Circum-Antarctic landfast sea ice extent, 2000-2018 - version 2.2 (https://doi.org/doi:10.26179/5d267d1ceb60c), and U.S. National Ice Center Arctic and Antarctic Sea Ice Concentration and Climatologies in Gridded Format, Version 1 (https://doi.org/10.7265/46cc-3952).</p> <p>The other subsets are the results of simple parameter modification (1 or 2 parameters) based on the setting of SIC60_6.25km_20d.zip. You can get detailed parameter settings in the Input.txt in every subset.</p> <h3><strong>Files of each subset<br></strong></h3> <p><strong><em>Daily maps (DEEP_*.nc)</em></strong></p> <p><strong>DEEP-AA provides a NetCDF file daily containing a polynya map for that day. We give each polynya a 9-bit unique ID</strong> that does not change over time, and <strong>in the daily maps, the area of each polynya is masked by its ID</strong>. The last bit of the ID also represents the attributes of the polynya: the even number indicates coastal polynya, odd number indicates open-ocean polynya.</p> <p>In addition, the other open water, open sea, lands, etc. are also recorded in the maps. See details in the following table:</p> <table> <tbody> <tr> <th>Value</th> <th>Meanings</th> </tr> <tr> <td>&gt;0, even number</td> <td>coastal polynya ID mask</td> </tr> <tr> <td>&gt;0, odd number</td> <td>open-ocean polynya ID mask</td> </tr> <tr> <td>-100</td> <td>mask of landfast ice</td> </tr> <tr> <td>-2</td> <td>open sea</td> </tr> <tr> <td>-1</td> <td>the other open waters (not polynyas)</td> </tr> <tr> <td>NaN or -999</td> <td>mask of lands</td> </tr> </tbody> </table> <p>&nbsp;</p> <p><strong><em>OverviewMap.mat</em></strong></p> <p>An overview map of all polynyas identified. It maps all the Antarctic polynyas in that subset by their ID masks. You can run the MATLAB script <a href="https://github.com/Mou-si/DEEP/blob/main/OverviewMapTool/PolynyaIDsFinder_Guide.m" target="_blank" rel="noopener">PolynyaIDsFinder_Guide.m</a> to view it and inquire about polynyas' IDs easily.</p> <p><strong><em>Input.txt</em></strong></p> <p>It records the parameters used to create the subset.</p>

opencc-by-4.0May 2024View details →
zenodo40/100

In-Situ Aircraft Observations from North China on May 22, 2017 for AAS

<p>dataset for <span>Airborne Investigation of Riming: Cloud and Precipitation Microphysics Within a Weak Convective System in North China</span></p>

opencc-by-4.0Sep 2024View details →
zenodo40/100

Text-fig. 6. Molars of Microtus from Mikhailovka-5. Microtus ex gr. agrestis LINNAEUS, 1761: a–l: M2, m–s: M3; Microtus (Terricola) ex gr. subterraneus (SELYS-LONGCHAMPS, 1836): t–z: m1, aa–ab: m2, ac–ag: M3. in Late Pleistocene (Eemian) Mollusk And Small Mammal Fauna From Mikhailovka-5 (Kursk Oblast, Central Russia)

Text-fig. 6. Molars of Microtus from Mikhailovka-5. Microtus ex gr. agrestis LINNAEUS, 1761: a–l: M2, m–s: M3; Microtus (Terricola) ex gr. subterraneus (SELYS-LONGCHAMPS, 1836): t–z: m1, aa–ab: m2, ac–ag: M3.

opencc-by-4.0Nov 2020View details →
ClinicalTrials.gov40/100

Treatment of Alopecia Areata (AA) With Dupilumab in Patients With and Without Atopic Dermatitis (AD)

ClinicalTrials.gov study NCT03359356. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View details →
dryad40/100

Metabolic variations in human neutrophils with different combinations of PMA treatments (2DG, 6AN, DPI and AA): Part 2

Open the record for dataset details and reuse information.

publicJul 2025View details →
zenodo36/100

Simulation of a POPE bilayer, lipid model based on OPLS-aa by Rog et al.

<p>A 500 ns-long simulation of a bilayer consisting of 144 POPE lipids and 40 water molecules per lipid. All GROMACS-compatible input and output files are required. Topologies are provided by their original authors.</p> <p>If you use the topologies, please cite the papers indicated in the POPE.itp file.</p>

opencc-by-4.0Dec 2019View details →
dryad36/100

Amino acids (AA) all genes for: Beyond Drosophila: resolving the rapid radiation of schizophoran flies with phylotranscriptomics

<p><b>Background:</b></p> <p>The largest radiation of animal life since the end Cretaceous extinction event 66 million years ago is that of schizophoran flies: a third of fly diversity including <i>Drosophila </i>lab fruit flies, house flies, and many other well and poorly known true flies. Rapid diversification has hindered previous attempts to elucidate the phylogenetic relationships among major schizophoran clades. A robust phylogenetic hypothesis for the major lineages containing these 55,000 described species would be critical to understand the processes that contributed to the diversity of these agriculturally, medically, and forensically important flies. We use protein encoding sequence data from transcriptomes, including 3,145 genes from 70 species, representing all superfamilies, to improve the resolution of this previously intractable phylogenetic challenge.</p> <p><b>Results:</b></p> <p>Our results support a paraphyletic acalyptrate grade including a monophyletic Calyptratae and the monophyly of half of the acalyptrate superfamilies. The primary branching framework of Schizophora is well supported for the first time, revealing the primarily parasitic Pipunculidae and Sciomyzoidea s.l. as successive sister groups to the remaining Schizophora. Ephydroidea, <i>Drosophila</i>'s superfamily, is the sister group of Calyptratae. Sphaeroceroidea has modest support as the sister to all non-sciomyzoid Schizophora. We define two novel lineages corroborated by morphological traits, the Modified Oviscapt Clade containing Tephritoidea, Nerioidea, and other families, and the Cleft Pedicel Clade containg Calyptratae, Ephydroidea, and other families. Support values remain low among a challenging subset of lineages, including Diopsidae. The placement of these families remained uncertain in both concatenated maximum likelihood and multi-species coalescent approaches Rogue taxon removal was effective in increasing support values compared with strategies that maximize gene coverage or minimize missing data.</p> <p><b>Conclusions:</b></p> <p>Dividing most acalyptrate fly groups into four major lineages is supported consistently across analyses. Understanding the fundamental branching patterns of schizophoran flies provides a foundation for future comparative research on the genetics, ecology, and biocontrol.</p>

opencc-zeroDec 2020View details →
zenodo36/100

Quasi-free-standing AA-stacked bilayer graphene induced by calcium intercalation of the graphene-silicon carbide interface

<p>APRES datasets and LEED images for "Quasi-free-standing AA-stacked bilayer graphene induced by calcium intercalation of<br>the graphene-silicon carbide interface" publication.</p>

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

Práctica 5: AA-Pruebadeposito-YL

<p>En este documento se muestran&nbsp;los datos de pel&iacute;culas de Espa&ntilde;a, Francia, Italia, EE.UU, etc. que desde el enero de 2021 hasta el enero de 2022.</p>

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

AA-Pruebadeposito-AA

<p>El fichero contiene datos sobre autores de novelas, n&uacute;mero de libros publicados, pa&iacute;s, edad y g&eacute;nero literario de los libros que publican los autores.</p>

opencc-by-4.0Dec 2021View details →
dryad36/100

Concatenated amino acid (AA) phylogenetic dataset of nuclear gene orthologs for Ephydroidea (Diptera)

<p>The schizophoran superfamily Ephydroidea (Diptera: Cyclorrhapha) includes eight families, ranging from the well-known vinegar flies (Drosophilidae) and shore flies (Ephydridae), to several small, relatively unusual groups, the phylogenetic placement of which has been particularly challenging for systematists. Extraordinary diversity in life histories, feeding habits, and morphology are hallmarks of fly biology, and the Ephydroidea are no exception. Extreme specialization can lead to "orphaned" taxa with no clear evidence for their phylogenetic position. To resolve relationships among a diverse sample of Ephydroidea, including the highly modified flies in the families Braulidae and Mormotomyiidae, we conducted phylogenomic sampling. Using exon capture from Anchored Hybrid Enrichment and transcriptomics to obtain 320 orthologous nuclear genes sampled for 32 species of Ephydroidea and 11 outgroups, we evaluate a new phylogenetic hypothesis for representatives of the superfamily. These data strongly support monophyly of Ephydroidea with Ephydridae as an early branching radiation and the placement of Mormotomyiidae as a family-level lineage sister to all remaining families. We confirm the placement of Cryptochetidae as a sister taxon to a large clade containing both Drosophilidae and Braulidae – the latter a family of honeybee ectoparasites. Our results reaffirm that sampling of both taxa and characters is critical in hyperdiverse clades and that these factors have a major influence on phylogenomic reconstruction of the history of the schizophoran fly radiation.</p>

opencc-zeroSep 2022View details →
zenodo36/100

Mugdock AA Battery - Aerial 3D Model

An aerial 3D model, with my first use of a drone, of the WWII Anti Aircraft Battery at Mugdock Country Park just to the north of Milngavie. The battery consists of four gun pits and a control bunker. The battery was part of a series of Anti Aircraft Defences which were constructed after the Clydebank Blitz of 1941. For more information on the site check out the Canmore entry https://canmore.org.uk/site/105603/mugdock-wood-battery Source: Objaverse 1.0 / Sketchfab

opencc-byMay 2019View details →
zenodo36/100

Pilot 1 Model-based decision support for testing drought-related adaptation strategies in the Aa of Weerijs river basin, the Netherlands: Hydrological model description, input data sources and model results

<p>This dataset contains:&nbsp; the report with the description of the model structure, the input data sources and the spatial locations within the catchment for which surface&nbsp; and groundwater results data are provided.</p>

opencc-by-4.0Apr 2024View details →
zenodo36/100

GCTB sparse shrunk LD matrices from 2.8M common variants from the UK Biobank - Part AA - START HERE

<p>GCTB sparse shrunk LD matrices from 2.8M common variants from the UK Biobank.</p> <p>Part <strong>AA </strong>of AA, AB, AC, AD and AE.</p> <p><strong>TO JOIN AND UNZIP THESE MATRICES</strong></p> <p><strong>Download all parts to one folder from:</strong></p> <p>&nbsp;PartAA -&nbsp;10.5281/zenodo.3375373</p> <p>&nbsp;PartAB -&nbsp;10.5281/zenodo.3376357</p> <p>&nbsp;Part AC&nbsp;-&nbsp;10.5281/zenodo.3376456</p> <p>&nbsp;Parts AD and AE -&nbsp;10.5281/zenodo.3376628</p> <p><strong>Use cat to join&nbsp;</strong></p> <p>cat&nbsp;<a href="https://zenodo.org/api/files/8ffd1abc-07ef-4b8a-a6cf-779a73ee03c2/ukb_50k_bigset_2.8M.zip.partaa?versionId=102ded84-352a-494d-8da3-cebb63a20aee">ukb_50k_bigset_2.8M.zip.part* &gt;&nbsp;ukb_50k_bigset_2.8M.zip&nbsp;</a></p> <p>Then unzip. See README for further details.</p> <p>unzip&nbsp;<a href="https://zenodo.org/api/files/8ffd1abc-07ef-4b8a-a6cf-779a73ee03c2/ukb_50k_bigset_2.8M.zip.partaa?versionId=102ded84-352a-494d-8da3-cebb63a20aee">ukb_50k_bigset_2.8M.zip&nbsp;</a></p>

opencc-by-4.0Aug 2019View details →
zenodo36/100

eol_data-2016-12-08 (EOL v2): split.tgz-aa

[eol_data-2016-12-08.tgz] is a big file. So we split them into four smaller chunks. You can download these four files below on your local and merge them to get [eol_data-2016-12-08.tgz]. This is the command to merge once you__ve downloaded all four parts: `$ cat split.tgz-* | tar xz` Once you get [eol_data-2016-12-08.tgz], extract it to get these four TSVs: * hierarchy_entries.tsv * data_objects.tsv * data_objects_additional_attribution.tsv * data_objects_taxon_concepts.tsv<p></p>1 of 4

opennotspecifiedAug 2024View details →

ScienceDex guides

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

Compare curated 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.

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