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zenodo36/100

Fig. 26 in Catalogue of type specimens of braconid wasps (Hymenoptera: Braconidae) deposited in the National Museum, Prague, Czech Republic

Fig. 26. Holotype of Opius propodealis Fischer, 1958 with its labels (scale bar = 2.5 mm).

opencc-by-4.0Dec 2022View details →
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Fig. 16 in Catalogue of type specimens of braconid wasps (Hymenoptera: Braconidae) deposited in the National Museum, Prague, Czech Republic

Fig. 16. Allotype of Opius capeki Fischer, 1963 with its labels (scale bar = 2.5 mm).

opencc-by-4.0Dec 2022View details →
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Fig. 4 in Catalogue of type specimens of braconid wasps (Hymenoptera: Braconidae) deposited in the National Museum, Prague, Czech Republic

Fig. 4. Holotype of Dendrosotinus similis Bouček, 1955 with its labels (scale bar = 2.5 mm).

opencc-by-4.0Dec 2022View details →
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Fig. 31 in Catalogue of type specimens of braconid wasps (Hymenoptera: Braconidae) deposited in the National Museum, Prague, Czech Republic

Fig. 31. Paratypus of Orgilus tobiasi Taeger, 1989 (female) (scale bar = 2.5 mm).

opencc-by-4.0Dec 2022View details →
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Fig. 30 in Catalogue of type specimens of braconid wasps (Hymenoptera: Braconidae) deposited in the National Museum, Prague, Czech Republic

Fig. 30. Paratypus of Orgilus oehlkei Taeger, 1989 (scale bar = 2.5 mm).

opencc-by-4.0Dec 2022View details →
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Fig. 21 in Catalogue of type specimens of braconid wasps (Hymenoptera: Braconidae) deposited in the National Museum, Prague, Czech Republic

Fig. 21. Holotype of Opius magnicauda Fischer, 1958 with its labels (scale bar = 2.5 mm).

opencc-by-4.0Dec 2022View details →
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Fig. 2 in Catalogue of type specimens of braconid wasps (Hymenoptera: Braconidae) deposited in the National Museum, Prague, Czech Republic

Fig. 2. Holotype of Phanerotoma bicolor Šnoflák, 1958 with its labels (scale bar = 2.5 mm).

opencc-by-4.0Dec 2022View details →
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Fig. 1 in Catalogue of type specimens of braconid wasps (Hymenoptera: Braconidae) deposited in the National Museum, Prague, Czech Republic

Fig. 1. Holotype of Triaspis algiricus Šnoflák, 1958 with its labels (scale bar = 2.5 mm).

opencc-by-4.0Dec 2022View details →
dryad36/100

Shift of seed mass and fruit type spectra along longitudinal gradient: High water availability and growth allometry

<p>CE1 Propagule traits vary among biomes along geographical gradients such as longitude, but the mechanisms that underlie these variations remain unclear. This study aims to explore seed mass variation patterns of different biome types along a longitudinal gradient and their underlying variation mechanisms by involving an in-depth analysis on the variation of seed mass, fruit type spectra, growth forms and dispersal mode spectra in Inner Mongolia and northeastern China. Plant community characterization and seed collection were conducted in 26 sites spreading over five vegetation types and covering 622 species belonging to 66 families and 298 genera. We found there are significantly declining trends for mean seed mass, vertebrate-dispersed species richness and fleshy-fruited species richness along a longitudinal gradient from forests to desert grasslands. However, we also found the lowest average seed mass and the smallest proportion of species dispersed by vertebrates occurring at typical grasslands in the five biomes. The variations of average seed mass display high congruence CE2 with transition of growth form spectra. The selection for these propagule attributes is driven mainly by climatic factors such as precipitation, temperature, soil moisture and evaporation, as well as by internal biotic factors such as growth forms, canopy coverage and leaf area. A hypothesis was provided that environmental factors and botanical traits that favor greater water availability lead to emergence (or speciation) of species with large seeds or fleshy fruits with high water content. Due to greater water availability and increasing leaf area, much more photosynthate (photosynthesis production) and allometric growth then ultimately increase the biome average seed mass from west to east. Phylogenetic signal or diversity are not found to be significantly involved in the effect on the patterns. A novel mechanistic framework and mathematical model are provided to expound seed variation among species or biomes.</p>

opencc-zeroFeb 2023View details →
dryad36/100

Data from: A real data-driven simulation strategy to select an imputation method for mixed-type trait data

<p>Missing observations in trait datasets pose an obstacle for analyses in myriad biological disciplines. Considering the mixed results of imputation, the wide variety of available methods, and the varied structure of real trait datasets, a framework for selecting a suitable imputation method is advantageous. We invoked a real data-driven simulation strategy to select an imputation method for a given mixed-type (categorical, count, continuous) target dataset. Candidate methods included mean/mode imputation, k-nearest neighbour, random forests, and multivariate imputation by chained equations (MICE). Using a trait dataset of squamates (lizards and amphisbaenians; order: Squamata) as a target dataset, a complete-case dataset consisting of species with nearly completed information was formed for the imputation method selection. Missing data were induced by removing values from this dataset under different missingness mechanisms: missing completely at random (MCAR), missing at random (MAR), and missing not at random (MNAR). For each method, combinations with and without phylogenetic information from single gene (nuclear and mitochondrial) or multigene trees were used to impute the missing values for five numerical and two categorical traits. The performances of the methods were evaluated under each missing mechanism by determining the mean squared error and proportion falsely classified rates for numerical and categorical traits, respectively. A random forest method supplemented with a nuclear-derived phylogeny resulted in the lowest error rates for the majority of traits, and this method was used to impute missing values in the original dataset. Data with imputed values better reflected the characteristics and distributions of the original data compared to complete-case data. However, caution should be taken when imputing trait data as phylogeny did not always improve performance for every trait and in every scenario. Ultimately, these results support the use of a real data-driven simulation strategy for selecting a suitable imputation method for a given mixed-type trait dataset.</p>

opencc-zeroFeb 2023View details →
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Fig. 51 in Primary types in the collection of molluscs in the KwaZulu-Natal Museum: Polyplacophora

Fig. 51. Leptochiton (L.) meiringae, holotype D265/T3046: spicules of girdle.

opencc-by-4.0Dec 2014View details →
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Fig. 52 in Primary types in the collection of molluscs in the KwaZulu-Natal Museum: Polyplacophora

Fig. 52. Chaetopleura (C.) natalensis, holotype D4842/T20: fragments of valves. Scale bar = 1 mm.

opencc-by-4.0Dec 2014View details →
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Figs 46, 47 in Primary types in the collection of molluscs in the KwaZulu-Natal Museum: Polyplacophora

Figs 46, 47. Leptochiton (L.) meiringae, holotype D265/T3046: lateral views. Scale bar = 1 mm.

opencc-by-4.0Dec 2014View details →
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Figs 25, 26. Callochiton herberti, holotype D5394 in Primary types in the collection of molluscs in the KwaZulu-Natal Museum: Polyplacophora

Figs 25, 26. Callochiton herberti, holotype D5394/T16: lateral views. Scale bar = 1 mm.

opencc-by-4.0Dec 2014View details →
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Fig. 11 in Primary types in the collection of molluscs in the KwaZulu-Natal Museum: Polyplacophora

Fig. 11. Lepidochitona (L.) dicksae, holotype V6152/T1539: spicules of the girdle.

opencc-by-4.0Dec 2014View details →
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Fig. 4 in Primary types in the collection of molluscs in the KwaZulu-Natal Museum: Polyplacophora

Fig. 4. Tonicia (Lucilina) carnosa, holotype H2576/T2395. Scale bar = 1 mm.

opencc-by-4.0Dec 2014View details →
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Fig. 10 in Primary types in the collection of molluscs in the KwaZulu-Natal Museum: Polyplacophora

Fig. 10. Lepidochitona (L.) dicksae, holotype V6152/T1539: radula.

opencc-by-4.0Dec 2014View details →
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Fig. 39. Acanthochitona jugotenuis, holotype H2565 in Primary types in the collection of molluscs in the KwaZulu-Natal Museum: Polyplacophora

Fig. 39. Acanthochitona jugotenuis, holotype H2565/T2396. Scale bar = 1 mm.

opencc-by-4.0Dec 2014View details →
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Fig. 3. Isolated type A coprolites viewed using transmitted-light microscopy. Scale bars 100 in The ecological role of immature phantom midges (Diptera: Chaoboridae) in the Eocene Lake Messel, Germany

Fig. 3. Isolated type A coprolites viewed using transmitted-light microscopy. Scale bars 100 µm.

opencc-by-4.0Apr 2007View details →
zenodo36/100

Image Supplement to Hounshell, "Lines, Points, Waves, Streams. Mapping Ethnographic Types in Swiss Hausforschung, 1880s–1950s"

<p><strong>General description</strong>: The images in this repository are provided as a color supplement to the figures printed in black and white or otherwise mentioned in the following article: Eric Hounshell, &ldquo;Lines, Points, Waves, Streams. Mapping Ethnographic Types in Swiss <em>Hausforschung</em>, 1880s&ndash;1950s,&rdquo; <em>Historische Anthropologie</em> 31:1 (2023), 130-164 [DOI forthcoming]. All images are credited to Jakob Hunziker (1827-1901).</p> <p><strong>Image References</strong>:</p> <p>Fig. 1: Die Verbreitung der Hausformen in der Schweiz, in: Jakob Hunziker, Das Schweizerhaus nach seinen landschaftlichen Formen und seiner geschichtlichen Entwicklung, Aarau 1914, volume 8.</p> <p>Fig. 2: Untitled, in: Folder AG54.198, Jakob Hunziker Nachlass, Staatsarchiv Aargau.</p> <p>Appendix 1: Bedachung, in: Folder AG54.198, Jakob Hunziker Nachlass, Staatsarchiv Aargau.</p> <p>Appendix 2: Untitled, in: Folder AG54.198, Jakob Hunziker Nachlass, Staatsarchiv Aargau.</p> <p>Appendix 3: Untitled, in: Folder AG54.198, Jakob Hunziker Nachlass, Staatsarchiv Aargau.</p>

opencc-by-nc-4.0Mar 2023View details →

ScienceDex guides

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

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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

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