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FIG. 7 in On unreported historical specimens of marine arthropods from the Solnhofen and Nusplingen Lithographic Limestones (Late Jurassic, Germany) housed at the Muséum national d'Histoire naturelle, Paris
FIG. 7. — Other Erymoidea from the Late Jurassic Solnhofen Lithographic Limestones (Bavaria, Germany): A-C, specimen MNHN.GG.2004/8245 of Palaeastacus fuciformis (Schlotheim, 1822) from Solnhofen: specimen in natural light (A), specimen in UV light (B) and line drawing (C); D, specimen MNHN.F.B13445 of Pustulina minuta (Schlotheim, 1822) from Solnhofen in UV light. Abbreviations: a1, antennule; a2, antenna; e, eye; Mxp3, third maxillipeds; P1-P5, periopods 1 to 5. Scale bars: A-C, 1 cm; D, 0.5 cm. Photographs: L. Cazes. Line drawing: J. Devillez.
FIG. 8 in On unreported historical specimens of marine arthropods from the Solnhofen and Nusplingen Lithographic Limestones (Late Jurassic, Germany) housed at the Muséum national d'Histoire naturelle, Paris
FIG. 8. — Mecochirus longimanatus (Schlotheim, 1820): A, B, specimen MNHN.F.A33537; A, specimen in natural light; B, specimen in UV light; C, specimen MNHN.F.B13457; D-F, specimen MNHN.F.A70929; D, general view in UV light; E, view of the carapace in natural light; F, line drawing of the carapace; G, H, specimen MNHN.F.A33539; G, specimen in natural light; H, specimen in UV light. Abbreviations: ac, antennal carina; e1e, cervical groove; gc, gastro-orbital carina; oc, orbital carina. Scale bars: 1 cm. Photographs: L. Cazes. Line drawing: G.P. Odin.
FIG. 4 in On unreported historical specimens of marine arthropods from the Solnhofen and Nusplingen Lithographic Limestones (Late Jurassic, Germany) housed at the Muséum national d'Histoire naturelle, Paris
FIG. 4. — Antrimpos undenarius Münster, 1839 from Nusplingen, housed at the MNHN: A, picture of the old label; B, C, specimen MNHN.F.A49615; B, natural light picture; C, line-drawing of the grooves; D, specimen MNHN.F.A49610; E, specimen MNHN.F.A49622; F, G, specimen MNHN.F.A49608; F, UV picture; G, line-drawing of the rostrum; H, specimen MNHN.F.A49624. Abbreviations: b, antennal groove; b1, hepatic groove; ct, cephalothorax; e1e, cervical groove; hs, hepatic spine; r, rostrum; rs, rostral spines; s1-s5, pleonal somites; ss, supraorbital spine. Scale bars: B-F, H, 1 cm; G, 2 cm. Photographs: L. Cazes (except A: G. P. Odin). Line drawing: G. P. Odin.
FIG. 5 in On unreported historical specimens of marine arthropods from the Solnhofen and Nusplingen Lithographic Limestones (Late Jurassic, Germany) housed at the Muséum national d'Histoire naturelle, Paris
FIG. 5. — Antrimpos undenarius Münster, 1839 from Nusplingen, housed at the SMNS: A, specimen SMNS 80480; B, specimen SMNS 80481; C, specimen SMNS 80482; D, specimen SMNS 80483; E, specimen SMNS 24228; F, specimen SMNS 66122. Scale bars: A-F, 2 cm. Photographs: G. Schweigert.
FIG. 1. — A-C in On unreported historical specimens of marine arthropods from the Solnhofen and Nusplingen Lithographic Limestones (Late Jurassic, Germany) housed at the Muséum national d'Histoire naturelle, Paris
FIG. 1. — A-C, Aeger tipularius (Schlotheim, 1822), specimen MNHN.F.A33509 from Solnhofen; A, natural light; B, interpretation of the carapace grooves; C, UV light; D, Aeger spinipes (Desmarest, 1817), specimen MNHN.F.B13442 from Solnhofen; E, F, Aeger insignis Oppel, 1862, specimen MNHN.GG.2004/57291 from Solnhofen; E, natural light; F, UV light. Scale bars: A, C, 1 cm; B, D, 2 cm; E, 3 cm. Abbreviations: a, branchiocardiac groove; b, antennal groove; b1, hepatic groove; e1e, cervical groove. Photographs: L. Cazes. Line drawing: G.P. Odin.
FIG. 3 in On unreported historical specimens of marine arthropods from the Solnhofen and Nusplingen Lithographic Limestones (Late Jurassic, Germany) housed at the Muséum national d'Histoire naturelle, Paris
FIG. 3. — Antrimpos speciosus Münster, 1839: A-C, specimen MNHN.F.A33504 from Eichstätt: A, visible light; B, UV light; C, line drawing of the specimen; D, E, specimen CM-33420 likely coming from Solnhofen (Robalino et al. 2016); D, visible light; E, interpretation of the carapace; F, specimen from Solnhofen (illustrated in Schweigert 2015: fig. 568; private collection of Roger Frattigiani); G, H, specimen MNHN.F.A33519 from Solnhofen; G, full view of the specimen; H, close-up of muscle fibers. Abbreviations: a, branchiocardiac groove; a2, antenna; b, antennal groove; b1, hepatic groove; e1e, cervical groove; egs, epigastric spine; hs, hepatic spine; r, rostrum; rs, rostral spines; sc, scaphocerite; ss, supraorbital spine; Grey line of drawing, hypothesized delimitation. Photographs: L. Cazes (except D: M. McNaugher and F: G. Schweigert). Line drawings: G.P. Odin. Scale bars: A-C, F, G: 2 cm; D, E, H, 1 cm.
IG. 6. — A, Trunk vertebra of Alsophis sp. 2 from Pointe du Helleux archaeological site (Square 2 – crab layer) located on Grande-Terre Island; B, trunk vertebra of Erythrolamprus juliae cf. copeae (Parker, 1936) from Sainte-Rose La Ramée archaeological site (US 2058) located on Basse-Terre Island. Abbreviations: cd., condyle; ct., cotyle; di., diapophysis; h. k., hemal keel; m. c., medial constriction; n. a., neural arch; n. s., neural spine; p. c., precondylar constriction; p. d., paracotylar depression; p. n., postero-medial notch of the zygantrum; pa., parapophysis; pz. f., prezygapophyseal facet; pz. p., prezygapophyseal process; s. d., subcentral depression; s. r., subcentral ridge; s. t., sub-cotylar tubercle; zs., zygosphene. Scale bars: 4 mm in Fossil dipsadid snakes from the Guadeloupe Islands (French West-Indies) and their interactions with past human populations
IG. 6. — A, Trunk vertebra of Alsophis sp. 2 from Pointe du Helleux archaeological site (Square 2 – crab layer) located on Grande-Terre Island; B, trunk vertebra of Erythrolamprus juliae cf. copeae (Parker, 1936) from Sainte-Rose La Ramée archaeological site (US 2058) located on Basse-Terre Island. Abbreviations: cd., condyle; ct., cotyle; di., diapophysis; h. k., hemal keel; m. c., medial constriction; n. a., neural arch; n. s., neural spine; p. c., precondylar constriction; p. d., paracotylar depression; p. n., postero-medial notch of the zygantrum; pa., parapophysis; pz. f., prezygapophyseal facet; pz. p., prezygapophyseal process; s. d., subcentral depression; s. r., subcentral ridge; s. t., sub-cotylar tubercle; zs., zygosphene. Scale bars: 4 mm
Fig. 6 in Deux animaux marins en quête d'identité: rota (Pline, Histoire naturelle 9 et 32) et τροχός (Élien, Personnalité des animaux 13.20)
Fig. 6. — Dasyatis centroura Mitchill, 1815 (Crédits photo Philippe Guillaume, CC-by, 2.0, Wikimedia).
Removal of glycerol from enzymatically produced 2-α-D-glucosylglycerol by discontinuous diafiltration
<p>We provide here the underlying data of the scientific publication "Removal of glycerol from enzymatically produced 2-α-D-glucosylglycerol by discontinuous diafiltration". Please find the abstract below:</p> <p>2-α-D-Glucosyl-glycerol (2-GG) is a natural glycoside that acts as a biological extremolyte. 2-<br> GG is a promising ingredient for cosmetic products. Industrially, 2-GG is synthesised from<br> sucrose in the presence of a high excess of glycerol using the enzyme sucrose<br> phosphorylase. For commercial applications, the surplus glycerol must be removed and an<br> efficient purification strategy is therefore demanded. Here, we demonstrate nanofiltration for<br> the separation of glycerol from 2-GG. Based on membrane screening performed at varied<br> pressure and temperature, we identified a 150 – 300 Da cut-off polyamide membrane for the<br> selective removal of glycerol at high permeate throughput. An enzymatically produced 2-GG<br> solution was purified with multicycle discontinuous diafiltration on the litre scale. The process<br> was operated at constant permeate flux (13 kg m² h-1) and at a temperature of 30 °C. A<br> complete removal of glycerol was achieved after six diafiltration cycles. This was in<br> accordance with the simulation results of a mass balance model. The purity of the product<br> solution increased to 80%, which is comparable with commercially products containing<br> functional carbohydrates. The achieved product recovery was around 84%.</p>
Precise Lifetime Measurement of the Cesium 5²D₅⸝₂ State
<p>This repository contains data and software related to an experiment in which we determine the lifetime of the cesium 5<sup>2</sup>D<sub>5/2</sub> state using atoms in a vapor cell. More information is available in the following paper:</p> <ul> <li>arXiv:1912.10089</li> </ul> <p>We provide the data and Python scripts for data evaluation in six folders. We zipped these folders with Windows 10 Enterprise, Version 1903. In the following, we describe how to use data and scripts to get the lifetime results published in our paper.</p> <p> </p> <p><strong>Raw Time-Tags</strong></p> <p>Here, we provide the raw measurement data. We perform several experiment cycles. An excitation laser is switched on at the beginning of each cycle. In the middle of the cycle, it is switched off. We use two single-photon counting modules (SPCM): one detects fluorescence photons emitted by the atoms, the other reference light from the excitation laser beam. We record the arrival times of those photons with respect to the beginning of the cycle. These time delays can be used to create a histogram and to determine the lifetime of the cesium 5<sup>2</sup>D<sub>5/2</sub> state.</p> <p>For each measurement, we provide two data files which are encoded in ‘UTF-8’:</p> <ul> <li>‘figx_xxx_reference_time_tags.dat’</li> <li>‘figx_xxx_fluorescence_time_tags.dat’</li> </ul> <p>where ‘figx_xxx’ is a unique tag indicating the figure and point to which this data corresponds in our paper. The ‘figx_xxx_fluorescence_raw_data.dat’ and ‘figx_xxx_reference_raw_data.dat’ files contain the raw time delays in picoseconds of the fluorescence and the reference photons, respectively.</p> <p>We provide raw time delays in the following folders:</p> <ul> <li>‘fig3_time_tags’: The data used in figure 3.</li> <li>‘fig4_time_tags’: The data used in figure 4. This folder has six subfolders, named ‘point_x’, where x indicates to which point of figure 4 the data belongs. The data of the subfolders ‘point_x_y’ was used for points x and y of figure 4 (the time-tags of the fluorescence photons were split into two sub-datasets with equal size).</li> <li>‘fig5_time_tags’: The data underlying figure 5. This folder has subfolders from ‘23C’ to ‘116C’ where the name indicates the temperature in units of °C of the vapor cell during the measurement. Note that the various measurements have different cycle lengths because reabsorption makes the decay of the fluorescence signal longer. For the lifetime value at a temperature of 23 °C, we used the lifetime which we found in figure 4. For some measurements, the time-tags of the reference SPCM are missing because only one SPCM was available for these measurements.</li> </ul> <p> </p> <p><strong>Histograms</strong></p> <p>Since the files of the raw measurement data are large, we also provide histograms of the time tags. For all datasets discussed above, we generated a histogram with a bin length of 5 ns. We save these histograms with the same file name as the files with the raw time tags but with the ending ‘_histo’ instead of ‘_time_tags’, e.g., ‘fig3_fluorescence_histo.dat’ and ‘fig3_reference_histo.dat’.</p> <p>We always provide two file formats:</p> <ul> <li>a data file (.dat), containing rows with the start time of a bin in microseconds, and the number of SPCM counts due to the fluorescence signal until the start of the next bin, separated by a comma. These files are encoded in ‘UTF-8’.</li> <li>a NumPy compressed array format file (.npz), which includes two arrays: The first array is called ‘time’ and contains the starting times of the bins. The second array is called ‘counts’ and includes the corresponding measured number of fluorescence photons per bin. It is possible to load the arrays into a Python script with numpy.load (tested with NumPy version 1.18.1).</li> </ul> <p> </p> <p><strong>Additional Information on the Measurements</strong></p> <p>We provide a JavaScript Object Notation file (.json) for each measurement. These files provide the following information about every measurement: temperature of the cell, number of detected photons, photons per cycle, and the total measurement duration. They are named ‘figx_xxx_info.json’, where ‘figx_xxx’ is the same indicator as discussed in section ‘Raw Time-Tags’.</p> <p> </p> <p><strong>Scripts</strong></p> <p>This folder contains two sample scripts to illustrate how our data can be processed with Python. The first Python script (generate_histograms.py) generates a histogram of the photon arrival times. The second Python script performs a fit in order to determine the lifetime of the cesium 5<sup>2</sup>D<sub>5/2</sub> state. We wrote these scripts with Python 3.6.5. To avoid errors, one should download all zipped folders and extract them to the same folder.</p> <ul> <li>The script ‘generate_histograms.py’ processes the fluorescence photon detection events stored in the folder ‘fig3_time_tags’. The file ‘fig3 _fluorescence_time_tags.dat’ is read into the script, and a histogram is generated. To run the script, the following Python libraries are required: NumPy (version 1.18.1), os (version 0.1.4), and json (version 2.0.9).</li> <li>The script ‘fit_data.py’ loads the file ‘fig3_fluorescence_histogram.npz’ from the folder ‘histograms\ fig3_time_tags’ in NumPy arrays. We perform a least-square fit on the histogram of the fluorescence decay. From the fit, we get the lifetime of the cesium 5<sup>2</sup>D<sub>5/2</sub> state. Optionally, it is possible to print a fit report and to plot the fit with its residuals. The following Python libraries are required to run the script: NumPy (version 1.18.1), os (version 0.1.4), json (version 2.0.9), pyplot from matplotlib (version 3.1.1), and Parameters, ExponentialModel, and ConstantModel from LmFit (version 1.0.0).</li> </ul> <p> </p> <p><strong>Figures</strong></p> <p>In the folder ‘figures’, we provide the values of the points which we used to generate figure 4 and figure 5. For both figures, we made a JavaScript Object Notation file (.json) where the data of every point is stored in a dictionary. This data contains the fit result of the lifetime and the temperature of the measurement. Additionally, it contains the corresponding errors and the units of every value.</p>
FIG. 3. — A, Pelocarcinus marchei A in Annotated type-catalogue of Brachyura (Crustacea, Decapoda) of the Muséum national d'Histoire naturelle, Paris. Part II. Gecarcinidae and Grapsidae (Thoracotremata, Grapsoidea), with an Appendix of pre-1900 collectors
FIG. 3. — A, Pelocarcinus marchei A. Milne-Edwards, 1890, MNHN-IU-2000-3752 (= MNHN-B3752), lectotype, ♂; B, Thelphusa rotunda Quoy & Gaimard, 1824, MNHN-IU-2000-3745 (= MNHN-B3745), lectotype, ♂; C, Grapsus brevipes H. Milne Edwards, 1853, MNHN-IU-2000-10978 (= MNHN-B10978), lectotype, ♂; D, Grapsus cruentatus Latreille, 1803, MNHN-IU-2000-3407 (= MNHN-B3407), neotype, ♂; E, Grapsus fourmanoiri Crosnier, 1965, MNHN-IU-2008-10635 (= MNHN-B11803), lectotype, ♂; F, Grapsus gracilipes H. Milne Edwards, 1853, MNHN-IU-2000-3411 (= MNHN-B3411), lectotype, ♂; G, Grapsus granulosus H. Milne Edwards, 1853, MNHN-IU-2000-3417 (= MNHN-B3417), lectotype, ♂; H, Grapsus grayi H. Milne Edwards, 1853, MNHN-IU-2000-3421 (= MNHN-B3421), lectotype, ♀. Scale bars: A-D, F, H, 2 cm; E, 10 mm; G, 5 cm.
FIG. 2. — A, Cardisoma urvillei H. Milne Edwards, 1853 in Annotated type-catalogue of Brachyura (Crustacea, Decapoda) of the Muséum national d'Histoire naturelle, Paris. Part II. Gecarcinidae and Grapsidae (Thoracotremata, Grapsoidea), with an Appendix of pre-1900 collectors
FIG. 2. — A, Cardisoma urvillei H. Milne Edwards, 1853, MNHN-IU-2000-3735 (= MNHN-B3735), lectotype, ♂; B, Discoplax gracilipes Ng & Guinot, 2001, MNHN-IU-2014-11214 (= MNHN-B26950), paratype, ♀; C, Discoplax longipes A. Milne-Edwards, 1867, MNHN-IU-2000-3763 (= MNHN-B3763), lectotype, ♂; D, Gecarcinus digueti Bouvier, 1895, MNHN-IU-2000-10951 (= MNHN-B10951), holotype, ♂; E, Gecarcinus lagostoma H. Milne Edwards, 1837, MNHN-IU-2000-3750 (= MNHN-B3750), lectotype, ♂; F, Gecarcinus lateralis Fréminville in Guérin-Méneville, 1832, MNHN-IU-2000-3758 (= MNHN-B3758), neotype, ♂; G, Gecarcinus nobilii Perger & Wall, 2014, MNHN-IU-2014-11211 (= MNHN-B12314), paratype, ♀; H, Pelocarcinus cailloti A. Milne-Edwards, 1890, MNHN-IU-2000-3751 (= MNHN-B3751), holotype, ♂. Scale bars: A, E, 5 cm; B-D, F-H, 2 cm.
FIG. 6. — A, Leptograpsus ansoni H. Milne Edwards, 1853 in Annotated type-catalogue of Brachyura (Crustacea, Decapoda) of the Muséum national d'Histoire naturelle, Paris. Part II. Gecarcinidae and Grapsidae (Thoracotremata, Grapsoidea), with an Appendix of pre-1900 collectors
FIG. 6. — A, Leptograpsus ansoni H. Milne Edwards, 1853, MNHN-IU-2000-4023 (= MNHN-B4023), lectotype, ♂; B, Leptograpsus bertheloti H. Milne Edwards, 1853, MNHN-IU-2000-10944 (= MNHN-B10944), lectotype, ♀; C, Leptograpsus gayi H. Milne Edwards, 1853, MNHN-IU-2000-3531 (= MNHN-B3531), lectotype, ♂; D, Leptograpsus rugulosus H. Milne Edwards, 1853, MNHN-IU-2000-3534 (= MNHN-B3534), lectotype, ♂; E, Leptograpsus verreauxi H. Milne Edwards, 1853, MNHN-IU-2000-4024 (= MNHN-B4024), lectotype, ♂; F, Metopograpsus eydouxi H. Milne Edwards, 1853, MNHN-IU-2000-3547 (= MNHN-B3547), lectotype, ♂. Scale bars: A, D, F, 10 mm; B, C, E, 2 cm.
Datafiles for the 1-D Photochemistry Submodule
<p>Datasets, including offline look-up tables for photolytic frequencies, atmospheric parameters and volume mixing ratios of CO2, CO, O2, H2 and H2O vapour in the Martian atmosphere, that are used by the 1-D photochemistry submodule in the AGU submission : "The Photochemistry of Methane and Ethane in the Martian Atmosphere".</p>
FIG. 5 in Cicadetta sibillae Hertach & Trilar, 2015, nouvelle espèce de cigale pour la France (Hemiptera, Cicadidae) et premières analyses des sons complexes émis durant la cymbalisation d'appel nuptial
FIG. 5. — Édéages mâles: A, vue dorsale de l'apex du phallus et de ses deux pseudoparamères élargies chez C. cerdaniensis Puissant & Boulard, 2000; B, vue dorsale de l'apex du phallus et de ses deux pseudoparamères effilés et oblongs chez Cicadetta sibillae Hertach & Trilar, 2015; C, vue latérale du phallus et de ses deux pseudoparamères chez C. sibillae. Voir « Matériel et méthodes » pour la définition des abréviations. Échelles: A, B, 0,5 mm; C, 1 mm.
FIG. 2 in Cicadetta sibillae Hertach & Trilar, 2015, nouvelle espèce de cigale pour la France (Hemiptera, Cicadidae) et premières analyses des sons complexes émis durant la cymbalisation d'appel nuptial
FIG. 2. — Cicadetta sibillae Hertach & Trilar, 2015, cymbalisation d'appel nuptial d'un mâle avec mouvements des cymbales asynchrone: A, spectres fréquentiels, spectrogramme et oscillogramme (du haut vers le bas) visualisant la fin d'une phrase de type 2, l'intégralité d'une phrase de type 3 et le début d'une phrase de type 2; B, oscillogramme détaillé de 4 modules pris dans la phrase de type 3; C, spectrogramme détaillé et oscillogramme (du haut vers le bas) d'un module composé de huit syllabes (chiffres romains), chacune de ces syllabes étant composée de quatre pulsations (chiffres arabes) émises par les mouvements asynchrones de chacune des cymbales (1-3, aller-retour de la première cymbale et 2-4, aller-retour de la seconde cymbale). Vallon du Réfréi, commune de Tende, Alpes- Maritimes, France, 27-28°C. Voir « Matériel et méthodes » pour la définition des abréviations et des spectres fréquentiels de couleur gris foncé, noir et gris clair.
FIG. 3 in Cicadetta sibillae Hertach & Trilar, 2015, nouvelle espèce de cigale pour la France (Hemiptera, Cicadidae) et premières analyses des sons complexes émis durant la cymbalisation d'appel nuptial
FIG. 3. — Caractéristiques fréquentielles et temporelles des modules émis par Cicadetta sibillae Hertach & Trilar, 2015: A, spectres fréquentiels et oscillogramme (du haut vers le bas) d'un module d'une phrase de type 2; B, spectres fréquentiels et oscillogramme (du haut vers le bas) d'un module d'une phrase de type 3. Voir « Matériel et méthodes » pour la définition des abréviations et des spectres fréquentiels de couleur gris foncé, noir et gris clair.
FIG. 10 in 1802 - 2018: 220 ans d'histoire des périodiques au Muséum 1802 - 2018: a 220 - year history of the Muséum periodicals
FIG. 10. — Publication sur différentes plateformes d'un article paru récemment dans EJT (Carvalho & Kury 2018) et qui a servi à faire des tests de conversion en XML: A, B, l'article original, paru sur le site d'EJT (A) et sur celui des Publications scientifiques du Muséum (B); C, le même article, sur la plateforme 'Treatment Bank' de Plazi (http://plazi.org); D, E, enfin, l'article est automatiquement soumis aux bases de données du Biodiversity Literature Repositery (D) et du Global Biodiversity Information Facility (GBIF) (E)/Cross-platform publication of an article published recently by EJT (Carvalho & Kury 2018) and used to make conversion tests in XML: A, B, original article, published on the EJT website (A) and that of the Muséum Science Press (B); C, the same article, on the Plazi platform 'Treatment Bank' (http://plazi.org); D, E, appropriate elements of the article are finally fed to the Biodiversity Literature Repository (D) and the Global Biodiversity Information Facility (GBIF) (E).
Text-figure 3. Mormotomyia hirsuta Austen, d. Distal extromity of abdomen: lateral view, showing hypopygium. (:reatly riilargetl. in A Remarkable Semi-Apterous Fly (Diptera) found in a Cave in East Africa, and representing a new Family, Genus, and Species.
Text-figure 3. Mormotomyia hirsuta Austen, d. Distal extromity of abdomen: lateral view, showing hypopygium. (:reatly riilargetl.
Fig.16. Aquattuor submajor Enghoff, 2015. A–D in A mountain of millipedes VIII. The genus Aquattuor Frederiksen, 2013 revisited - a new species from the Udzungwa Mts, Tanzania, another from the Nguru Mts, and introduction of the first pair of male legs as a source of taxonomic characters (Diplopoda, Spirostreptida, Odontopygidae)
Fig.16. Aquattuor submajor Enghoff, 2015. A–D. Male from Udzungwa Mts National Park, Kidatu (NHMD 621653), left gonopod telopodite. A. Posterior view. B. Anterior view. C. Distal (ventral) view. D. Basal (dorsal) view. E–F. Male from Udzungwa Mts National Park, Kidatu (NHMD 621654), right gonopod telopodite, broken into two pieces. E. Basal part. F. Tip of telomere. Abbreviations: btl = basal telomeral lamella; mpl = meso-posterior telomeral lamella; slm = solenomere; tm = telomere. Scale bars: A–E = 0.1 mm; F = 0.02 mm.
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.