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8,038 results for “validation”
Raw data for Machine learning approach for photocatalysis: An experimentally validated case study of photocatalytic dye degradation
<p>Specification of affiliations:</p> <ul> <li>Hassan Ali - Centre of Polymer Systems</li> <li>Muhammad Yasir - Centre of Polymer Systems</li> <li>Hamza Ul Haq - Laboratory of Alternative Fuel and Sustainability, School of Chemical and Materials Engineering,</li> <li>Ali Can Guler - Centre of Polymer Systems</li> <li>Milan Masar - Centre of Polymer Systems</li> <li>Muhammad Nouman Aslam Khan - Laboratory of Alternative Fuel and Sustainability, School of Chemical and Materials Engineering,</li> <li>Michal Machovsky - Centre of Polymer Systems</li> <li>Vladimir Sedlarik - Centre of Polymer Systems</li> <li>Ivo Kuritka - Centre of Polymer Systems</li> </ul> <p> </p> <p>Raw data for the research paper. Information on the data collection are described in the manuscript. </p>
VALID - Rods friction test register
<p><span>This dataset provides the inputs, measurements and evaluation of friction levels with quarter-scale rods performed during VALID Project (funded by the European Union’s Horizon 2020 research and innovation programme under grant agreement No 101006927). The aim of the tests was to analyse friction levels and Stribeck profile estimations for a subscale component of the Wave Energy Converter (WEC). </span></p> <p><span>This dataset contains the measurements about speed, positions, temperature and friction force of tests.</span></p>
Syntalos Sync Validation Example Datasets
<p>This dataset contains some data used to evaluate the performance of the <a href="https://github.com/bothlab/syntalos">Syntalos</a> data acquisition platform in various scenarios.</p> <p>The "Marathon" dataset contains one run over multiple hours to evaluate data synchrony after a long experiment, while the "LaunchSyncVarSteps*" sets contain Syntalos starting and stopping the same experiment many times to determine the inherent start latency jitter.</p> <p>For every run, Syntalos was tasked with acquiring a variety of data from an electrophysiology amplifier, UCLA Miniscope and two different types of cameras, while also responding to incoming periodic events via a Python script.</p> <p>Used PC Systems for data acquisition:</p> <ul> <li>HP DV7-7147SG laptop with an Intel i5-3210M and 8 GB of memory</li> <li>Lenovo E495 laptop</li> <li>PC with an AMD Ryzen 5 5600G CPU and 16.0 GB of RAM</li> </ul> <p>Data Acquisition Hardware:</p> <ul> <li>Intan Technologies RHD USB Interface Board with an RHD 64-Channel Recording headstage (Intan Technologies, Los Angeles, California)</li> <li>The Imaging Source Cameras: DFK 37BUX462 and DFK 37BUX290 (The Imaging Source LLC, Charlotte, United States)</li> <li>Basler ace Classic acA1920-25um camera (Basler AG, Ahrensburg, Germany)</li> <li>UVC Webcam, AnkePower Computer Webcam V-24 1080p (generic camera Amazon online shop)</li> <li>UCLA Miniscope v4 (Los Angeles, California)</li> <li>Arduino Uno R3</li> <li>Raspberry Pi Pico</li> </ul>
Micro-urban environment experimental dataset to validate performance of different Computational Fluid Dynamics methodologies.
<p><span><span>This dataset enclosed wind 3D geolocated wind flow and air concentrations </span><span>5-minutal </span><span>data </span><span>collected in </span><span>El Prat del Llobregat (Spain) </span><span>between January and August 2022 in the context of the experiment 1012-ibam of the FF4EuroHPC European project. The intention of this dataset is to provide a </span><span>resource to do performance benchmark of micro-urban chemical – dispersion models to assess their performance</span><span>. To do so, we enclose experimental data collected by </span><span>Bettair</span><span> Mk2 Series Air quality monitors, 2 Air Quality Monitoring stations equipped with reference instruments f</span><span>rom “La </span><span>Xarxa</span><span> de </span><span>Vigilància</span> <span>i</span> <span>Previsió</span><span> de la </span><span>Contaminació</span> <span>Atmosfèrica</span><span> (XVPCA)”</span><span>, and different data from the repository of the ECMWF Era-5 land and CAMS. We also provide the </span><span>3D watertight geometry model of the </span><span>el</span><span> Prat de Llobregat (Spain) in step file format</span><span> (layout from 2020)</span><span>.<br></span></span></p>
FIG. 1 in Revisiting the validation of the name Magnolia champacifolia J. E. Dandy ex F. Gagnepain, sp. nov. (Magnoliaceae)
FIG. 1. — Holotype of Magnolia champacifolia J. E. Dandy ex F. Gagnepain, sp. nov., Poilane 6472 (P00203965).
Table 2 in Five new species of Enchytraeidae (Annelida: Clitellata) from Mediterranean woodlands of Italy and reaffirmed validity of Achaeta etrusca, Fridericia bulbosa and F. miraflores
<p>Table 2. Key morphological characters distinguishing <i>Fridericia rara</i> sp. nov. from <i>F. bulbosa</i> sensu stricto, the only known quadrisetose congener possessing adiverticulate spermathecae, hyaline coelomocytes and short, simple peptonephridia. Measurements in this table refer to live specimens, except where specified by (f), meaning fixed material.</p><table><tbody><tr><th>Species</th><th><i>F. rara</i> sp. n.</th><th><i>F. bulbosa</i> sensu Rota, 1995</th><th><i>F. bulbosa</i> – urban SI</th><th><i>F. bulbosa</i> – urban NA</th></tr></tbody><tbody><tr><th>Length</th><td>5 mm</td><td>7–9 mm</td><td>6 mm</td><td>5–7 mm</td></tr><tr><th>Width (at clitellum)</th><td>0.25 mm</td><td>0.23–0.28 mm</td><td>0.23 mm</td><td>0.22–0.26 mm</td></tr><tr><th>Segments</th><td>27–32</td><td>39–41</td><td>27–37</td><td>24–36</td></tr><tr><th>Chaetal formula</th><td>0,2 – 2: 2,3,4 – 2</td><td>2,3,4– 4,3,2: 2,3,4–4,3,2</td><td>2,3,4 – 2: 2,3,4 – (4,3),2</td><td>2,3,4 – 2: 2,3,4 – 4,3,2</td></tr><tr><th>Chaetal length precl.</th><td>24–27 μm (lat.); 27-35 μm (v.)</td><td>up to 45 μm</td><td>up to 42 μm</td><td>up to 40 μm</td></tr><tr><th>length postcl.</th><td>26–35 μm (lat. & v.)</td><td>50 μm</td><td>up to 42 μm</td><td>40 μm</td></tr><tr><th>Clitellar pattern</th><td>regular rows, chequered, interr. ventrally in XII; cells mostly hyaline, large</td><td>regular rows, ventr. absent between ♂ pores, granular behind them, mosaic in XIII; hyaline cells large</td><td>regular rows, absent between ♂ pores, granular behind them, mosaic in XIII; hyaline cells large</td><td>regular rows, absent between ♂ pores, granular behind them, mosaic in XIII; hyaline cells large</td></tr><tr><th>Male openings</th><td>longitudinal, glandular duct end</td><td>longitudinal</td><td>longitudinal</td><td>longitudinal</td></tr><tr><th>Peptonephridia</th><td>Type a</td><td>Type a</td><td>Type a</td><td>Type a</td></tr><tr><th>Coelomocytes:</th></tr><tr><th>nucleated</th><td>Type a,.24–30 μm long(f)</td><td>Type a, up to 30 μm long</td><td>Type a</td><td>Type a, 32–40 μm long</td></tr><tr><th>anucleate</th><td>small (2.5–6 μm)(f)</td><td>small (4–10 μm)</td><td>small</td><td>small (4–6 μm)</td></tr><tr><th>Chylus cells</th><td>XII–XIV</td><td>XIII–XIV</td><td>XIII–XIV</td><td>XIII–XIV</td></tr><tr><th>Dorsal vessel from</th><td>XV</td><td>XVI–XVII</td><td>XVI</td><td>XV–XVII</td></tr><tr><th>Preclitellar nephridia</th><td>3 pairs (6/7–8/9) midventral</td><td>5 pairs (6/7–10/11)</td><td>5 pairs (6/7–10/11) subterminal</td><td>5 pairs (6/7–10/11)</td></tr><tr><th>Sperm funnels l: w</th><td>88: 50 μm</td><td>152–184: 65 μm 112: 50(f)</td><td>80: 32 μm (f)</td><td>75–100: 42–50 μm</td></tr><tr><th>Penial bulb length</th><td>50 μm(f)</td><td>120 μm, soft, 80(f)</td><td>50–58 μm(f)</td><td>60–64 μm(f)</td></tr><tr><th>Spermathecal ampulla w;</th><td>45 μm; 32(f)</td><td>30 μm; 26(f)</td><td>30 μm; 26–28(f)</td><td>32 μm; 24–29(f)</td></tr><tr><th>ental ducts;</th><td>adjacent;</td><td>adjacent;</td><td>adjacent, on one side;</td><td>merging;</td></tr><tr><th>ectal duct l: w;</th><td>112: 10 μm(f);</td><td>245: 12 μm;</td><td>225: 15 μm;</td><td>175: 15 μm;</td></tr><tr><th>glands at pore</th><td>one, small, 8 μm long(f)</td><td>one, 28 μm long</td><td>one, small, 13 μm long</td><td>one, small, 10 μm long(f)</td></tr></tbody></table>
Table 1 in Five new species of Enchytraeidae (Annelida: Clitellata) from Mediterranean woodlands of Italy and reaffirmed validity of Achaeta etrusca, Fridericia bulbosa and F. miraflores
<p>Table 1. Key morphological characters distinguishing <i>Fridericia meridiana</i> sp. nov. from the known quadrisetose congeners possessing adiverticulate spermathecae, peripherally granular coelomocytes and short, simple peptonephridia. Measurements in this table refer to live specimens, except where specified by (f), meaning fixed material.</p><table><tbody><tr><th>Species</th><th><i>F. meridiana</i> sp. nov.</th><th><i>F. bretscheri</i> Southern, 1907</th><th><i>F. schmelzi</i> Cech & Dózsa-Farkas, 2005</th><th><i>F. composti</i> Schmelz, 2003</th><th><i>F. semisetosa</i> Dózsa-Farkas, 1970</th></tr></tbody><tbody><tr><th>Length</th><td>5–6 mm</td><td>5–10 mm</td><td>5–7.7 mm</td><td>6–8 mm</td><td>5–7 mm</td></tr><tr><th>Width (at clitellum)</th><td>0.19–0.20 mm</td><td>0.25–0.32 μm</td><td>0.22–0.29 mm</td><td>0.30 mm</td><td>0.15–0.24 μm</td></tr><tr><th>Segments</th><td>28–36</td><td>30–42</td><td>34–37</td><td>33–36</td><td>24–34</td></tr><tr><th>Chaetal formula</th><td>2,3 – 2: 2,3,4 – (3),2</td><td>(2,3),4 – 4,3,2: 3,4 – 4,3,2</td><td>(2),3,4 – (3),2: 3,4 – (4),2</td><td>0,1,2,(3,4)</td><td>1,0 – 0: 2,3,4 – (3),2,1</td></tr><tr><th>Chaetal length precl.</th><td>25–40 μm</td><td>up to 40 μm</td><td>up to 29 μm</td><td>up to 40 μm</td><td>20–30 μm</td></tr><tr><th>Max length postcl.</th><td>50 μm</td><td>65 μm</td><td>?</td><td>40 μm</td><td>up to 30 μm</td></tr><tr><th>Clitellar pattern</th><td>regular rows, interrupted ventrally in XII; cells mostly hyaline, large</td><td>irregular; complete; rows of granular cells between male pores</td><td>regular rows, often double, interrupted ventr. in XII; hyaline cells large</td><td>irregular; complete; rows of granular cells between male pores</td><td>regular rows, interrupted dorsally and ventrally; hyaline cells larger</td></tr><tr><th>Male openings</th><td>T-shaped</td><td>longitudinal (staple)</td><td>transversal</td><td>L or T-shaped</td><td>T-shaped</td></tr><tr><th>Peptonephridia</th><td>Type a</td><td>Type a</td><td>Type a</td><td>Type a</td><td>Type a</td></tr><tr><th>Coelomocytes:</th></tr><tr><th>nucleated</th><td>Type b, 18–30 μm long</td><td>Type b, 30–36 μm long</td><td>Type b, 24–34 μm</td><td>Type b, 22–25 μm</td><td>Type b, 20 μm(f)</td></tr><tr><th>anucleate</th><td>small (5–10 μm)</td><td>small (6–10 μm)</td><td>large (8–12 μm)</td><td>large (8–12 μm)</td><td>large (9–12 μm)(f)</td></tr><tr><th>Chylus cells</th><td>IX–X or X–XI</td><td>XII–XV</td><td>IX–X, X–XI or XI–XII</td><td>X–XII</td><td>XII–XIII or XI–XII</td></tr><tr><th>Dorsal vessel from</th><td>XIII–XIV</td><td>XV–XVIII</td><td>XIV–XVI</td><td>XIV</td><td>XIV–XVI</td></tr><tr><th>Preclitellar nephridia</th><td>4 pairs (6/7–9/10) midventral</td><td>4 pairs (6/7–9/10) midventral</td><td>5 pairs (6/7–10/11) midventral</td><td>5 pairs (6/7–10/11) subterminal</td><td>5 pairs (6/7–10/11) midventral</td></tr><tr><th>Sperm funnels l: w</th><td>75: 38 μm</td><td>90–200: 50–100 μm</td><td>48–62: 29–34 μm</td><td>80: 35 μm</td><td>70–110: 37–65 μm</td></tr><tr><th>Penial bulb length</th><td>55 μm</td><td>80–120 μm</td><td>110 μm</td><td>62 μm</td><td>70–90 μm(f)</td></tr><tr><th>Spermathecal ampulla w; ental ducts; ectal</th><td>20 μm(f); separate or adjacent; 175 μm</td><td>43–49 μm; adjacent or merging;</td><td>22–25 μm; merging dorsally;</td><td>25–28 μm(f); merging dorsally;</td><td>22 μm; merging dorsally;</td></tr><tr><th>duct l: w</th><td></td><td>250: 15 μm</td><td>130–160: 10 μm</td><td>100–120: 10 μm(f)</td><td>100: 10 μm(f)</td></tr><tr><th>glands at pore</th><td>1, small, 8–10 μm long(f)</td><td>1or 2, large, 60 μm long</td><td>1, 20–30 μm</td><td>1, 20 μm long(f)</td><td>1, 20–22 μm long</td></tr></tbody></table>
Validation experiments of Ultrasound Image Velocimetry (UIV) applied in cohesive sediments (fluid mud)
<p>A standard ultrasound imaging transducer was towed trough mud at known velocities. During this movement ultrasound images were acquired at high frequency (+/- 350 Hz). Based on these images the relative velocity between the transducer and the mud was deduced using the OpenPIV script (Python version). The output was compared to the imposed velocity of the transducer to validate the accurcy of the UIV technique applied in mud. This was done for various velocities ranging from 500 mm/s to 1750 mm/s in increments of 250 mm/s. The density of the mud was fixed at 1.15 g/cm³ and the ultrasound frequency to 3.5 MHz. The combination of PIV algorithm applied to ultrasound images is referred to as Ultrasound Image Velocimetry (UIV).</p>
Linked collectors and determiners for: On the taxonomic validity of Indian ground spiders: II. Genera Drassyllus Chamberlin, 1922 and Nodocion Chamberlin, 1922 (Araneae: Gnaphosidae).
Natural history specimen data linked to collectors and determiners held within, "On the taxonomic validity of Indian ground spiders: II. Genera Drassyllus Chamberlin, 1922 and Nodocion Chamberlin, 1922 (Araneae: Gnaphosidae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/de4f2e41-d1c5-47c8-98af-548b7f9842bb">https://bionomia.net/dataset/de4f2e41-d1c5-47c8-98af-548b7f9842bb</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/de4f2e41-d1c5-47c8-98af-548b7f9842bb">https://gbif.org/dataset/de4f2e41-d1c5-47c8-98af-548b7f9842bb</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Dolichochorus Strobl 1904: a valid genus of Mesochorinae (Hymenoptera: Ichneumonidae: Mesochorinae).
Natural history specimen data linked to collectors and determiners held within, "Dolichochorus Strobl 1904: a valid genus of Mesochorinae (Hymenoptera: Ichneumonidae: Mesochorinae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/d7ec1b67-286b-45a9-920b-8c2e9238ca0a">https://bionomia.net/dataset/d7ec1b67-286b-45a9-920b-8c2e9238ca0a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/d7ec1b67-286b-45a9-920b-8c2e9238ca0a">https://gbif.org/dataset/d7ec1b67-286b-45a9-920b-8c2e9238ca0a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: On the taxonomic validity of Indian ground spiders: I. Genus Scopoides Platnick, 1989 (Araneae: Gnaphosidae).
Natural history specimen data linked to collectors and determiners held within, "On the taxonomic validity of Indian ground spiders: I. Genus Scopoides Platnick, 1989 (Araneae: Gnaphosidae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/96047e01-ad24-4fa6-8169-7f58eb8e75a2">https://bionomia.net/dataset/96047e01-ad24-4fa6-8169-7f58eb8e75a2</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/96047e01-ad24-4fa6-8169-7f58eb8e75a2">https://gbif.org/dataset/96047e01-ad24-4fa6-8169-7f58eb8e75a2</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Rhigognostis senilella (Zetterstedt, 1839) and R. marmorosella (Wocke, 1849): two valid species distinguishable in genitalia (Lepidoptera, Plutellidae).
Natural history specimen data linked to collectors and determiners held within, "Rhigognostis senilella (Zetterstedt, 1839) and R. marmorosella (Wocke, 1849): two valid species distinguishable in genitalia (Lepidoptera, Plutellidae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/7f7f36b4-db90-4f32-a034-4ff4502d24c3">https://bionomia.net/dataset/7f7f36b4-db90-4f32-a034-4ff4502d24c3</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/7f7f36b4-db90-4f32-a034-4ff4502d24c3">https://gbif.org/dataset/7f7f36b4-db90-4f32-a034-4ff4502d24c3</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Validation of the status of a species with high CO 1 and low nuclear genetic divergences: the scab mite Caparinia ictonyctis stat. res. (Acariformes: Psoroptidae) parasitizing the African hedgehog Atelerix albiventris.
Natural history specimen data linked to collectors and determiners held within, "Validation of the status of a species with high CO 1 and low nuclear genetic divergences: the scab mite Caparinia ictonyctis stat. res. (Acariformes: Psoroptidae) parasitizing the African hedgehog Atelerix albiventris". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/3f253e3e-777e-465d-841d-a67e3b645d1a">https://bionomia.net/dataset/3f253e3e-777e-465d-841d-a67e3b645d1a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/3f253e3e-777e-465d-841d-a67e3b645d1a">https://gbif.org/dataset/3f253e3e-777e-465d-841d-a67e3b645d1a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Validity of Lepadichthys misakius (Tanaka 1908) and redescription of Lepadichthys frenatus Waite 1904 (Gobiesocidae: Diademichthyinae).
Natural history specimen data linked to collectors and determiners held within, "Validity of Lepadichthys misakius (Tanaka 1908) and redescription of Lepadichthys frenatus Waite 1904 (Gobiesocidae: Diademichthyinae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/047432aa-5846-4990-94df-8c46e0cc15f4">https://bionomia.net/dataset/047432aa-5846-4990-94df-8c46e0cc15f4</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/047432aa-5846-4990-94df-8c46e0cc15f4">https://gbif.org/dataset/047432aa-5846-4990-94df-8c46e0cc15f4</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: DNA barcoding confirms the validity of Anthidium melanopygum Friese, 1917 stat. nov. (Hymenoptera: Megachilidae) as a distinct species of Western Asia.
Natural history specimen data linked to collectors and determiners held within, "DNA barcoding confirms the validity of Anthidium melanopygum Friese, 1917 stat. nov. (Hymenoptera: Megachilidae) as a distinct species of Western Asia". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/e8414ca7-9f8e-4120-9bca-6167a5dc6aa8">https://bionomia.net/dataset/e8414ca7-9f8e-4120-9bca-6167a5dc6aa8</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/e8414ca7-9f8e-4120-9bca-6167a5dc6aa8">https://gbif.org/dataset/e8414ca7-9f8e-4120-9bca-6167a5dc6aa8</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Agapostemon fasciatus Crawford (Hymenoptera, Halictidae), a valid North American bee species ranging into southern Canada.
Natural history specimen data linked to collectors and determiners held within, "Agapostemon fasciatus Crawford (Hymenoptera, Halictidae), a valid North American bee species ranging into southern Canada". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/17e082a9-1f58-4f4a-8b49-eef00d0e39ea">https://bionomia.net/dataset/17e082a9-1f58-4f4a-8b49-eef00d0e39ea</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/17e082a9-1f58-4f4a-8b49-eef00d0e39ea">https://gbif.org/dataset/17e082a9-1f58-4f4a-8b49-eef00d0e39ea</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Cenostigma pinnatum var. oblongifolium (Leguminosae: Caesalpinioideae) validly published.
Natural history specimen data linked to collectors and determiners held within, "Cenostigma pinnatum var. oblongifolium (Leguminosae: Caesalpinioideae) validly published". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/a2a12ab0-14a8-4540-a73a-399abdeefea9">https://bionomia.net/dataset/a2a12ab0-14a8-4540-a73a-399abdeefea9</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/a2a12ab0-14a8-4540-a73a-399abdeefea9">https://gbif.org/dataset/a2a12ab0-14a8-4540-a73a-399abdeefea9</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Validation of the name Euphorbia neorugosa (Euphorbiaceae).
Natural history specimen data linked to collectors and determiners held within, "Validation of the name Euphorbia neorugosa (Euphorbiaceae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/7b43498f-5c98-4b1a-af2a-466562e2f175">https://bionomia.net/dataset/7b43498f-5c98-4b1a-af2a-466562e2f175</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/7b43498f-5c98-4b1a-af2a-466562e2f175">https://gbif.org/dataset/7b43498f-5c98-4b1a-af2a-466562e2f175</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Taxonomic utility of niche models in validating species concepts: A case study in Anthophora (Heliophila) (Hymenoptera: Apidae).
Natural history specimen data linked to collectors and determiners held within, "Taxonomic utility of niche models in validating species concepts: A case study in Anthophora (Heliophila) (Hymenoptera: Apidae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/1363c785-b3e0-4322-9283-a6d272748735">https://bionomia.net/dataset/1363c785-b3e0-4322-9283-a6d272748735</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/1363c785-b3e0-4322-9283-a6d272748735">https://gbif.org/dataset/1363c785-b3e0-4322-9283-a6d272748735</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Andrena cyanura Cockerell, a valid North American species.
Natural history specimen data linked to collectors and determiners held within, "Andrena cyanura Cockerell, a valid North American species". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/2dfd64e5-984a-4a2b-9509-cf839fef66bd">https://bionomia.net/dataset/2dfd64e5-984a-4a2b-9509-cf839fef66bd</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/2dfd64e5-984a-4a2b-9509-cf839fef66bd">https://gbif.org/dataset/2dfd64e5-984a-4a2b-9509-cf839fef66bd</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.