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14,867 results for “Determinants”
FIGURE 3 in Taxonomic and functional turnover of Amazonian stream fish assemblages is determined by deforestation history and environmental variables at multiple scales
FIGURE 3 | Standardized effect sizes for each taxonomic and functional turnover metric (mean and 95% confidence intervals). RC = Raup-Crick; MPD = mean pairwise distance; MNTD = mean nearest taxon distance; ref = streams with forested watersheds; new = streams with recently deforested watersheds; old = streams with historically deforested watersheds.
SDUST2023BCO: a global seafloor model determined from multi-layer perceptron neural network using multi-source differential marine geodetic data
<div> <p>SDUST2023BCO.nc is the global marine bathymetric model covering 80°S~80°N and 0°~360°E on 1′×1′ grids. The dataset contains geospatial information (latitude, longitude), SDUST2023BCO bathymetric model and an attachment data.</p> </div>
Ionisation of Atoms Determined by Kappa Refinement against 3D Electron Diffraction Data
<p>The following submission contains the data reduction and processing files, dynamical refinement files, refinement files for theoretical structure factors, and CIF files of five inorganic compounds: quartz, natrolite, borane, caesium lead bromide, and lutetium aluminium garnet collected by 3D electron diffraction (3D ED) for studying ionisation of atoms by kappa refinement against 3D ED data.</p> <p>The data set for quartz was collected using the precession-assisted 3D ED method and for borane, caesium lead bromide, and lutetium aluminium garnet was collected using the continuous-rotation 3D ED method. Two data sets were collected from the same crystal for natrolite using continuous-rotation and precession-assisted 3D ED method. The data reduction and processing were done using PETS2 (<em>1</em>) software and the dynamical refinements were performed using the JANA2020 (<em>2</em>) software. The refinements were performed in two primary stages: IAM refinements (without taking into consideration the effects of charge transfer between the atoms) and kappa refinements (by taking into consideration the effects of charge transfer between the atoms).</p> <p>The submission also contains JANA2020 files of refinements against theoretical structure factors obtained using periodic DFT calculations and on the structure model obtained after IAM refinements of each of the experimental data sets.</p> <p>The folders are divided according to the compounds. Each folder contains the relevant data reduction and processing files (PETS2 files), dynamical refinement files (JANA2020 files for IAM and kappa refinements), refinement files for theoretical structure factors (JANA2020 files for IAM and kappa refinements) and final CIF files (for IAM and kappa refinements).</p> <p> </p> <p>References</p> <p>1. L. Palatinus, P. Brázda, M. Jelínek, J. Hrdá, G. Steciuk, M. Klementová, Specifics of the data processing of precession electron diffraction tomography data and their implementation in the program PETS2.0. <em>Acta Cryst B</em> <strong>75</strong>, 512–522 (2019).</p> <p>2. V. Petříček, L. Palatinus, J. Plášil, M. Dušek, Jana2020 – a new version of the crystallographic computing system Jana. <em>Zeitschrift für Kristallographie - Crystalline Materials</em> <strong>238</strong>, 271–282 (2023).</p> <p> </p> <p>The following table summarises the crystallographic information and data collection parameters for the data sets.</p> <table> <tbody> <tr> <td> <p><strong>Crystal data</strong></p> </td> <td> </td> <td> </td> <td> </td> <td> </td> <td> </td> <td> </td> </tr> <tr> <td> <p>Sample</p> </td> <td> <p>Quartz</p> </td> <td> <p>Natrolite</p> </td> <td> <p>Natrolite</p> </td> <td> <p>Borane</p> </td> <td> <p>Caesium lead bromide</p> </td> <td> <p>Lutetium Aluminium Garnet</p> </td> </tr> <tr> <td> <p>Chemical formula</p> </td> <td> <p>SiO<sub>2</sub></p> </td> <td> <p>Na<sub>2</sub>Al<sub>2</sub>Si<sub>3</sub>O<sub>12</sub>H<sub>4</sub></p> </td> <td> <p>Na<sub>2</sub>Al<sub>2</sub>Si<sub>3</sub>O<sub>12</sub>H<sub>4</sub></p> </td> <td> <p>B<sub>18</sub>H<sub>22</sub></p> </td> <td> <p>CsPbBr<sub>3</sub></p> </td> <td> <p>Lu<sub>3</sub>Al<sub>5</sub>O<sub>12</sub></p> </td> </tr> <tr> <td> <p>M<sub>r</sub></p> </td> <td> <p>60.1</p> </td> <td>380.2</td> <td> <p>380.2</p> </td> <td> <p>108.4</p> </td> <td> <p>579.8</p> </td> <td> <p>851.8</p> </td> </tr> <tr> <td> <p>Crystal system, space group</p> </td> <td> <p>Trigonal, P3<sub>2</sub>21</p> </td> <td> <p>Orthorhombic, Fdd2</p> </td> <td> <p>Orthorhombic, Fdd2</p> </td> <td> <p>Orthorhombic, Pccn</p> </td> <td> <p>Orthorhombic, Pbnm</p> </td> <td> <p>Cubic, Ia3 ̅d</p> </td> </tr> <tr> <td> <p>a, b, c (Å)</p> </td> <td> <p>4.9012(24), 4.9012, 5.4068(26)</p> </td> <td> <p>18.3885(1), 18.7183(32), 6.6569(11)</p> </td> <td> <p>18.4125(9), 18.7073(7), 6.6306(2)</p> </td> <td> <p>10.7789(17), 11.9869(16), 10.7338(17)</p> </td> <td> <p>8.1189(4), 8.359(4), 11.7593(5)</p> </td> <td> <p>11.9105(4), 11.9105(4), 11.9105(4)</p> </td> </tr> <tr> <td> <p>α, β, γ (°)</p> </td> <td> <p>90, 90, 120</p> </td> <td>90, 90, 90</td> <td> <p>90, 90, 90</p> </td> <td> <p>90, 90, 90</p> </td> <td> <p>90, 90, 90</p> </td> <td> <p>90, 90, 90</p> </td> </tr> <tr> <td> <p>V (Å<sup>3</sup>)</p> </td> <td> <p>112.48(8)</p> </td> <td> <p>2291.31(54)</p> </td> <td> <p>2283.90(16)</p> </td> <td> <p>1386.87(36)</p> </td> <td> <p>798.1(1)</p> </td> <td> <p>1689.6(1)</p> </td> </tr> <tr> <td> <p>Z</p> </td> <td> <p>3</p> </td> <td> <p>8</p> </td> <td> <p>8</p> </td> <td> <p>4</p> </td> <td> <p>4</p> </td> <td> <p>8</p> </td> </tr> <tr> <td> <p>Crystal size (mm)</p> </td> <td> <p>0.0004</p> </td> <td> <p>0.0005</p> </td> <td> <p>0.0005</p> </td> <td> <p>0.0015</p> </td> <td> <p>0.0004</p> </td> <td> <p>0.0003</p> </td> </tr> <tr> <td> <p> </p> </td> <td> </td> <td> </td> <td> </td> <td> </td> <td> </td> <td> </td> </tr> <tr> <td> <p><strong>Data collection</strong></p> </td> <td> </td> <td> </td> <td> </td> <td> </td> <td> </td> <td> </td> </tr> <tr> <td> <p>Diffractometer</p> </td> <td> <p>TEM FEI Technei G2 20</p> </td> <td> <p>TEM FEI Technei G2 20</p> </td> <td> <p>TEM FEI Technei G2 20</p> </td> <td> <p>TEM FEI Technei G2 20</p> </td> <td> <p>TEM FEI Technei G2 20</p> </td> <td> <p>TEM FEI Technei G2 20</p> </td> </tr> <tr> <td> <p>3D ED method</p> </td> <td> <p>Precession</p> </td> <td> <p>Precession</p> </td> <td> <p>Continuous Rotation</p> </td> <td> <p>Continuous Rotation</p> </td> <td> <p>Continuous Rotation</p> </td> <td> <p>Continuous Rotation</p> </td> </tr> <tr> <td> <p>Detector</p> </td> <td> <p>Medipix 3 ASI Cheetah</p> </td> <td> <p>Medipix 3 ASI Cheetah</p> </td> <td> <p>Medipix 3 ASI Cheetah</p> </td> <td> <p>Medipix 3 ASI Cheetah</p> </td> <td> <p>Medipix 3 ASI Cheetah</p> </td> <td> <p>Medipix 3 ASI Cheetah</p> </td> </tr> <tr> <td> <p>Radiation source</p> </td> <td> <p>LaB<sub>6</sub></p> </td> <td> <p>LaB<sub>6</sub></p> </td> <td> <p>LaB<sub>6</sub></p> </td> <td> <p>LaB<sub>6</sub></p> </td> <td> <p>LaB<sub>6</sub></p> </td> <td> <p>LaB<sub>6</sub></p> </td> </tr> <tr> <td> <p>Radiation type</p> </td> <td> <p>Electron, λ = 0.0251 Å</p> </td> <td> <p>Electron, λ = 0.0251 Å</p> </td> <td> <p>Electron, λ = 0.0251 Å</p> </td> <td> <p>Electron, λ = 0.0251 Å</p> </td> <td> <p>Electron, λ = 0.0251 Å</p> </td> <td> <p>Electron, λ = 0.0251 Å</p> </td> </tr> <tr> <td> <p>Temperature (K)</p> </td> <td> <p>293</p> </td> <td> <p>95</p> </td> <td> <p>95</p> </td> <td> <p>100</p> </td> <td> <p>153</p> </td> <td> <p>153</p> </td> </tr> <tr> <td> <p>(sin θ/λ)<sub>max</sub> (Å<sup>−1</sup>)</p> </td> <td> <p>1.25</p> </td> <td> <p>1.1</p> </td> <td> <p>1.00</p> </td> <td> <p>0.85</p> </td> <td> <p>1.00</p> </td> <td> <p>1.4</p> </td> </tr> <tr> <td> <p>No. of measured, independent and<br>observed [I > 3σ(I)] reflections</p> </td> <td> <p>3631, 1076, 1004 </p> </td> <td> <p>15767, 6018, 4419 </p> </td> <td> <p>12368, 4546, 4422 </p> </td> <td> <p>30304, 13809, 4779</p> </td> <td> <p>16736, 422, 363</p> </td> <td> <p>23256, 1562, 1363</p> </td> </tr> <tr> <td> <p> </p> </td> <td> <p> </p> </td> <td> <p> </p> </td> <td> <p> </p> </td> <td> <p> </p> </td> <td> <p> </p> </td> <td> <p> </p> </td> </tr> <tr> <td> <p><strong>Software used</strong></p> </td> <td> </td> <td> </td> <td> </td> <td> </td> <td> </td> <td> </td> </tr> <tr> <td> <p>Data collection</p> </td> <td> <p>RATS software</p> </td> <td> <p>RATS software</p> </td> <td> <p>RATS software</p> </td> <td> <p>RATS software</p> </td> <td> <p>RATS software</p> </td> <td> <p>RATS software</p> </td> </tr> <tr> <td> <p>Data reduction and processing</p> </td> <td> <p>PETS2</p> </td> <td> <p>PETS2</p> </td> <td> <p>PETS2</p> </td> <td> <p>PETS2</p> </td> <td> <p>PETS2</p> </td> <td> <p>PETS2</p> </td> </tr> <tr> <td> <p>Refinement</p> </td> <td> <p>JANA2020</p> </td> <td> <p>JANA2020</p> </td> <td> <p>JANA2020</p> </td> <td> <p>JANA2020</p> </td> <td> <p>JANA2020</p> </td> <td> <p>JANA2020</p> </td> </tr> <tr> <td> <p>DFT calculation</p> </td> <td> <p>WIEN2k and Crystal23</p> </td> <td> <p>WIEN2k</p> </td> <td> <p>Crystal23</p> </td> <td> <p>Crystal23</p> </td> <td> <p>WIEN2k</p> </td> <td> <p>WIEN2k</p> </td> </tr> <tr> <td> <p> </p> </td> <td> <p> </p> </td> <td> </td> <td> <p> </p> </td> <td> <p> </p> </td> <td> <p> </p> </td> <td> </td> </tr> </tbody> </table>
Figure 2 in Determination of Soil Quality in Maykop Based on the Content Analysis of Soil Algae and Cyanobacteria
Figure 2. Total number of cyanobacteria and algae in the soil of Maykop city districts: 1 – «Pulp and Paper Plant»; 2 – «Station»; 3 – «Cheremushki»; 4 – «Sunrise»; 5 – «Central Market»; 6 – Total number of species.
Figure 1 in Determination of Soil Quality in Maykop Based on the Content Analysis of Soil Algae and Cyanobacteria
Figure 1. Soil sampling sites in Maykop: 1 – «Cheremushki»; 2 – «Pulp and Paper Plant»; 3 – «Station»; 4 – «Central Market»; 5 – «Sunrise».
Linked collectors and determiners for: Contribution to the knowledge on the genus Barsine Walker, 1854 from mainland China and Indochina, with description of a new species (Lepidoptera, Erebidae, Arctiinae, Lithosiini).
Natural history specimen data linked to collectors and determiners held within, "Contribution to the knowledge on the genus Barsine Walker, 1854 from mainland China and Indochina, with description of a new species (Lepidoptera, Erebidae, Arctiinae, Lithosiini)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/a7bd64b9-5e3b-413f-afba-182b6918ea52">https://bionomia.net/dataset/a7bd64b9-5e3b-413f-afba-182b6918ea52</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/a7bd64b9-5e3b-413f-afba-182b6918ea52">https://gbif.org/dataset/a7bd64b9-5e3b-413f-afba-182b6918ea52</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Macaronesian Muscidae (Diptera). I. The genus Hebecnema Schnabl with description of a new Canarian endemic species and a review of the European fauna.
Natural history specimen data linked to collectors and determiners held within, "Macaronesian Muscidae (Diptera). I. The genus Hebecnema Schnabl with description of a new Canarian endemic species and a review of the European fauna". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/a7a5a68c-6084-4cf9-b941-d80718973a7d">https://bionomia.net/dataset/a7a5a68c-6084-4cf9-b941-d80718973a7d</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/a7a5a68c-6084-4cf9-b941-d80718973a7d">https://gbif.org/dataset/a7a5a68c-6084-4cf9-b941-d80718973a7d</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Museu_Paraense_Emilio_Goeldi_Ornithology_Collection-Skin.
Natural history specimen data linked to collectors and determiners held within, "Museu_Paraense_Emilio_Goeldi_Ornithology_Collection-Skin". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/b84edffc-c606-47c7-813f-feed4f761e06">https://bionomia.net/dataset/b84edffc-c606-47c7-813f-feed4f761e06</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/b84edffc-c606-47c7-813f-feed4f761e06">https://gbif.org/dataset/b84edffc-c606-47c7-813f-feed4f761e06</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Crustacea Collection - Instituto Nacional de Pesquisas da Amazônia (INPA).
Natural history specimen data linked to collectors and determiners held within, "Crustacea Collection - Instituto Nacional de Pesquisas da Amazônia (INPA)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/b8690829-221b-49df-91bc-78bd1fdced24">https://bionomia.net/dataset/b8690829-221b-49df-91bc-78bd1fdced24</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/b8690829-221b-49df-91bc-78bd1fdced24">https://gbif.org/dataset/b8690829-221b-49df-91bc-78bd1fdced24</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Colección de Anfibios del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-Am).
Natural history specimen data linked to collectors and determiners held within, "Colección de Anfibios del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-Am)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/94dce9c1-e2f0-45cb-a77b-8e5caa871a41">https://bionomia.net/dataset/94dce9c1-e2f0-45cb-a77b-8e5caa871a41</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/94dce9c1-e2f0-45cb-a77b-8e5caa871a41">https://gbif.org/dataset/94dce9c1-e2f0-45cb-a77b-8e5caa871a41</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: PACA-Algas - Herbarium Anchieta.
Natural history specimen data linked to collectors and determiners held within, "PACA-Algas - Herbarium Anchieta". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/8a1810db-1781-43e2-86fb-b8786dc44c08">https://bionomia.net/dataset/8a1810db-1781-43e2-86fb-b8786dc44c08</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/8a1810db-1781-43e2-86fb-b8786dc44c08">https://gbif.org/dataset/8a1810db-1781-43e2-86fb-b8786dc44c08</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Catálogo sistemático de las superfamilias Mimallonoidea y Bombycoidea de México.
Natural history specimen data linked to collectors and determiners held within, "Catálogo sistemático de las superfamilias Mimallonoidea y Bombycoidea de México". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/9480864d-911f-4d91-b62c-730dac2fa9ef">https://bionomia.net/dataset/9480864d-911f-4d91-b62c-730dac2fa9ef</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/9480864d-911f-4d91-b62c-730dac2fa9ef">https://gbif.org/dataset/9480864d-911f-4d91-b62c-730dac2fa9ef</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: TTU Mammals Collection.
Natural history specimen data linked to collectors and determiners held within, "TTU Mammals Collection". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/854f70cc-55e3-4af2-9417-0f47d6c7902d">https://bionomia.net/dataset/854f70cc-55e3-4af2-9417-0f47d6c7902d</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/854f70cc-55e3-4af2-9417-0f47d6c7902d">https://gbif.org/dataset/854f70cc-55e3-4af2-9417-0f47d6c7902d</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: WA.
Natural history specimen data linked to collectors and determiners held within, "WA". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/82d79276-f762-11e1-a439-00145eb45e9a">https://bionomia.net/dataset/82d79276-f762-11e1-a439-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/82d79276-f762-11e1-a439-00145eb45e9a">https://gbif.org/dataset/82d79276-f762-11e1-a439-00145eb45e9a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Masaryk University - Herbarium BRNU.
Natural history specimen data linked to collectors and determiners held within, "Masaryk University - Herbarium BRNU". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/54f946aa-2ca9-4a51-9ee5-011219e0381e">https://bionomia.net/dataset/54f946aa-2ca9-4a51-9ee5-011219e0381e</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/54f946aa-2ca9-4a51-9ee5-011219e0381e">https://gbif.org/dataset/54f946aa-2ca9-4a51-9ee5-011219e0381e</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: CRCM Vertebrate Collection.
Natural history specimen data linked to collectors and determiners held within, "CRCM Vertebrate Collection". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/3a339645-d3b4-40aa-b891-f9c92dc554d8">https://bionomia.net/dataset/3a339645-d3b4-40aa-b891-f9c92dc554d8</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/3a339645-d3b4-40aa-b891-f9c92dc554d8">https://gbif.org/dataset/3a339645-d3b4-40aa-b891-f9c92dc554d8</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Plantas de La Frontera (ecorregión 12.1.1.1), e inventario florístico del Rancho El Aribabi, municipio de Imuris, Sonora.
Natural history specimen data linked to collectors and determiners held within, "Plantas de La Frontera (ecorregión 12.1.1.1), e inventario florístico del Rancho El Aribabi, municipio de Imuris, Sonora". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/3509d20f-3c92-4edd-9a9c-cf21d804af44">https://bionomia.net/dataset/3509d20f-3c92-4edd-9a9c-cf21d804af44</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/3509d20f-3c92-4edd-9a9c-cf21d804af44">https://gbif.org/dataset/3509d20f-3c92-4edd-9a9c-cf21d804af44</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Royal BC Museum - Invertebrates Collection.
Natural history specimen data linked to collectors and determiners held within, "Royal BC Museum - Invertebrates Collection". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/34fbcf59-d9bb-47e7-9672-99e13ea8c736">https://bionomia.net/dataset/34fbcf59-d9bb-47e7-9672-99e13ea8c736</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/34fbcf59-d9bb-47e7-9672-99e13ea8c736">https://gbif.org/dataset/34fbcf59-d9bb-47e7-9672-99e13ea8c736</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Taxonomy of the Mexican species of Thyreocephalus Guérin-Méneville (Coleoptera: Staphylinidae, Xantholinini).
Natural history specimen data linked to collectors and determiners held within, "Taxonomy of the Mexican species of Thyreocephalus Guérin-Méneville (Coleoptera: Staphylinidae, Xantholinini)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/5509767a-7e3a-4919-bb01-6b025bb293e5">https://bionomia.net/dataset/5509767a-7e3a-4919-bb01-6b025bb293e5</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/5509767a-7e3a-4919-bb01-6b025bb293e5">https://gbif.org/dataset/5509767a-7e3a-4919-bb01-6b025bb293e5</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: A Catalogue and Historical Study of the Odonata of Ecuador.
Natural history specimen data linked to collectors and determiners held within, "A Catalogue and Historical Study of the Odonata of Ecuador". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="http://bionomia.net/dataset/3e77e5cf-7e8a-490d-a5f7-c571b90aea57">https://bionomia.net/dataset/3e77e5cf-7e8a-490d-a5f7-c571b90aea57</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/3e77e5cf-7e8a-490d-a5f7-c571b90aea57">https://gbif.org/dataset/3e77e5cf-7e8a-490d-a5f7-c571b90aea57</a>. Formatted as a Frictionless Data package.
ScienceDex guides
Understand access before you commit
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.