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FIGURE 4 in Age validation and contrasted growth performances of Pseudoplatystoma punctifer (Siluriformes: Pimelodidae) in two river systems of the Western Amazon
FIGURE 4 | Mean and standard deviation (SD) of each growth ring radius in vertebrae of Pseudoplatystoma punctifer from the A. AMU system and B. Putumayo River.
FIGURE 5 in Age validation and contrasted growth performances of Pseudoplatystoma punctifer (Siluriformes: Pimelodidae) in two river systems of the Western Amazon
FIGURE 5 | Mean monthly relative marginal increment (RMI ± SD) of Pseudoplatystoma punctifer vertebrae in relation to the hydrological cycle in the A. AMU system and B. Putumayo River. The illustrated hydrological cycles represent the average monthly values from the period 2008–2010.
FIGURE 7 in Age validation and contrasted growth performances of Pseudoplatystoma punctifer (Siluriformes: Pimelodidae) in two river systems of the Western Amazon
FIGURE 7 | Standard length at first sexual maturity (L50) of Pseudoplatystoma punctifer in the A–B. AMU system and C–D. Putumayo River.
FIGURE 2 in Age validation and contrasted growth performances of Pseudoplatystoma punctifer (Siluriformes: Pimelodidae) in two river systems of the Western Amazon
FIGURE 2 | Standard length frequency distributions of Pseudoplatystoma punctifer females (left) and males (right) in the A–B. AMU system and C–D. Putumayo River.
FIGURE 3 in Age validation and contrasted growth performances of Pseudoplatystoma punctifer (Siluriformes: Pimelodidae) in two river systems of the Western Amazon
FIGURE 3 | Pseudoplatystoma punctifer vertebrae showing A–B. Five growth rings: the first one is multiple, the second one double and the third, fourth and fifth are simple, C–D. Two growth rings and E–F. One growth ring. Vertebrae center (ctr), hyaline rings (red lines), intermediate mark (i), pre mark (p). Left images: vertebrae frontal view. Right images: vertebrae cross section view with the confirmation of the rings on the corpus calcareum.
FIGURE 1 in Age validation and contrasted growth performances of Pseudoplatystoma punctifer (Siluriformes: Pimelodidae) in two river systems of the Western Amazon
FIGURE 1 | Map of sampling sites of Pseudoplatystoma punctifer in the Peruvian Amazon River systems. Sampling sites are symbolized by red dots.
FIGURE 3. Paleocene-aged ichthyoliths from ODP Site 1262, stained with Alizarin Red S in Methods for isolation and quantification of microfossil fish teeth and elasmobranch dermal denticles (ichthyoliths) from marine sediments
FIGURE 3. Paleocene-aged ichthyoliths from ODP Site 1262, stained with Alizarin Red S. The scale bar is 500 μm, with teeth>106 μm in the upper row and teeth <106 μm in the lower. Note that in the coloring effect is present in all teeth, however, the degree of staining varies.
FIGURE 1 in New palynological evidence for the age of the Beda Formation, Sirte Basin, Libya
FIGURE 1. Structural elements of the Sirt Basin, Libya showing locations of major oil and gas fields. Location X indicates wells X13, X23, and X43 in the Hagfa Trough and location Y indicates well Y47 on the Beda Platform. (modified after Burwood et al. 2003, NARG website).
FIGURE 4. Pollen grains and fungal remains. 4.1 in New palynological evidence for the age of the Beda Formation, Sirte Basin, Libya
FIGURE 4. Pollen grains and fungal remains. 4.1. Arecipites indicus (6854' 8", Slide 2: 95 x 33.5). Size: 14 x 6 µm. 4.2. Proxapertites cursus (6863', Slide 1: 98.4 x 32.4). Size: 14 µm. 4.3. Retitricolpites sp. (6863', Slide 1: 101 x 27). Size: 8 µm. 4.4. Palmaepollenites sp. (6863', Slide 1: 107.4 x 35.8). Size: 23x11 µm. 4.5. Proxapertites operculatus (6863', Slide 2: 105.2 x 39). Size: 15x8 µm. 4.6. Tricolpites microreticulatus (6863', Slide 2: 105.5 x 34.5). Size: 8 µm. 4.7. Tricolporopollenites sp. (6863', Slide 2: 94x31.5). Size: 16x 12 µm. 4.8. Arecipites indicus (6863', Slide 2: 93.8x39.2). Size: 19x 11 µm. 4.9. Palmidites sp. (6863', Slide 2: 95.7x31.2). Size: 16x 8 µm. 4.10. Palmidites sp. (6863', Slide 2: 92x37.6). Size: 18x12 µm. 4.11. Retibrevitricolpites sp. (6863', Slide 2: 92.4x25). Size: 10 µm. 4.12. Brevitricolpites sp. (6863', Slide 2: 104.4x33.5). Size: 10 µm. 4.13. Neocouperipollis sp. (6863', Slide 2: 91.5x29.6). Size: 16 µm. 4.14. Trisyncoloporopollenites sp. (6863', Slide 2: 90x23.2). Size: 12 µm. 4.15. Fungal spore (6863, slide 1: 99.6 x 33). Size: 30 µm. 4.16. Fungal remain (6863, slide 2: 105.6 x 30.3). Size: 23x8 µm.
FIGURE 3 in New palynological evidence for the age of the Beda Formation, Sirte Basin, Libya
FIGURE 3. Dinoflagellate cysts, acritarchs and foraminiferal remains. 3.1. Homotryblium floripes (6871' 4", slide 1: 96.5x30.5). Cyst diameter 32 µm; process length 11-14 µm. 3.2. Adnatosphaeridium multispinosum (6872' 2", slide 1: 101.9x36). Cyst diameter 22 µm; process length 8-10 µm. 3.3. Homotryblium floripes (6871' 4", slide 2: 103.5x35.7). Cyst diameter 40 µm; process length 11-13 µm. 3.4. Homotryblium floripes (6872' 2", slide 1: 96.8x38). Cyst diameter 42 µm; process length 13-15 µm. 3.5. Tityrosphaeridium cantharellus (6872' 2", slide 1: 97.8x28.7). Cyst diameter 36 µm; process length 11x14 µm. 3.6. Apteodinium australiense (6872' 2", slide 2: 108x39.6). Cyst diameter 22x16 µm. 3.7. Leiosphaeridia sp. (6872' 2", slide 1: 98.2x24.6). Cyst diameter 21x14 µm. 3.8. cf. Pterospermella sp. (6872' 2", slide 1: 98x24). Cyst diameter 25x21.5 µm. 3.9. Batiacasphaera cf. sphaerica Stover, 1977 (6872' 2", slide 2: 104.5x31.5). Cyst diameter 22x16 µm. 3.10. Foraminiferal lning (6863, slide 1: 94.2 x 28). Size: 40 µm. 3.11. Micrhystridium sp. (6863, slide 2: 103.4 x 30). Cyst diameter 15 µm; and process length 3-4 µm. 3.12. Micrhystridium sp. (6863, Slide 2: 103.2 x 32.3). diam. 7 µm; proc. 2-3 µm.
FIGURE 2. Dinoflagellate cysts. 2.1 in New palynological evidence for the age of the Beda Formation, Sirte Basin, Libya
FIGURE 2. Dinoflagellate cysts. 2.1. cf. Cyclonephelium sp. (6854' 8", slide 1: 97.2 x 23). Size: 41x31 µm. 2.2. Canningia sp. (6854' 8", slide 2: 95 x 37.7). Size: 28x17 µm. 2.3. Spiniferites ramosus group (6854' 8", slide 2: 95 x 37.7). Cyst diameter 19 µm; and process length 3-4.5 µm. 2.4. Batiacasphaera compta (6871' 4", Slide 1: 91.5x33.4). Cyst diameter 32x27 µm. 2.5. Homotryblium floripes (6871, slide 1: 95.9x32.1) Cyst diameter 38µm; and process length 12-15 µm. 2.6. Spiniferites ramosus group (6863, slide 2: 97.8 x 33). Cyst diameter 27 µm; and process length 5 µm. 2.7. Polysphaeridium subtile (6863, slide 2: 104.8 x 38). Cyst diameter 13 µm; process length 2-3 µm. 2.8. Operculodinium centrocarpum (6863, slide 1: 100 x 38.8). Cyst diameter 28x24µm; and process length 4-5 µm. 2.9. Fibrocysta cf. bipolaris (6871' 4", slide 1: 96.5x30.5). Cyst diameter 42x34 µm; process length 12-18 µm. 2.10. Homotryblium floripes (6871' 4", slide 1: 94.7x28.2). Cyst diameter 42x31 µm; process length 12-15 µm.
Object-Centric Event Log for Age of Empires Game Interactions
<p>The dataset contains object-centric event logs in the OCEL 2.0 ( <a href="https://www.ocel-standard.org/" target="_blank" rel="noopener">https://www.ocel-standard.org/ </a>) format.</p> <p>The event logs originate from 100,000 Age of Empires 2 matches. In this real-time strategy game, players control units (like villagers or archers) and build structures (like houses or lumber camps) to create an efficient economy and win against the other players. Players can control multiple units at once, and they can utilize game mechanics to automate parts of the process for them, so they must not trigger every event themselves. The beginning of the game focuses on building economic structures that are as efficient as possible. Normative process descriptions, so-called build orders, describe battle-tested interaction patterns for the beginning of the game, similar to chess openings.</p> <p>The large object-centric event log contains 1000 matches and has the following properties:</p> <table> <tbody> <tr> <td><strong>Property</strong></td> <td><strong>Value</strong></td> </tr> <tr> <td>Objects</td> <td>361,935</td> </tr> <tr> <td>Object Types</td> <td>30</td> </tr> <tr> <td>Events</td> <td>2,372,505</td> </tr> <tr> <td>Event Types</td> <td>829</td> </tr> </tbody> </table> <p> </p> <p>The following table describes the most important object types:<br><br></p> <table> <tbody> <tr> <td><strong>Object Type or (Group of Object Types)</strong></td> <td><strong><span>Explanation</span> </strong></td> </tr> <tr> <td>Match</td> <td>The match represents the competition of two players.</td> </tr> <tr> <td>Player</td> <td>There is one object per player. They are connected to all events that involve player input.</td> </tr> <tr> <td>Session</td> <td>There is one session per player in a match. The session is connected to all events happening on the machine of a player. The events can involve the player directly or they can also be game logic-based events triggered by the game engine.</td> </tr> <tr> <td>Villager</td> <td>Worker units to gather resources and build infrastructure.</td> </tr> <tr> <td>Town Center</td> <td>Central buildings for villager production and resource drop-off. Capable of setting automated gather points to assign tasks for newly created villagers.</td> </tr> <tr> <td>(Resource Drop-Off Group)</td> <td>Includes Lumber Camps, Mining Camps, and Mills. These facilities not only serve as drop-off points but can automatically command workers to gather the corresponding resources upon build completion.</td> </tr> <tr> <td>Farms</td> <td>Agricultural units for a continuous food supply. Farms can sometimes be replenished automatically, depending on game settings or upgrades.</td> </tr> <tr> <td>(Military Buildings)</td> <td>Structures for training military units and producing siege weaponry. Capable of setting gather points to automate unit deployment.</td> </tr> <tr> <td>(Research Buildings)</td> <td> <p>Facilities dedicated to technological advancements and upgrades.</p> </td> </tr> <tr> <td>(Military Units)</td> <td> <p>Units used for combat operations.</p> </td> </tr> </tbody> </table> <p> </p> <p>The following table describes the most important activities:</p> <p> </p> <table> <tbody> <tr> <td><strong>Event Type</strong></td> <td><strong><span>Explanation</span></strong></td> </tr> <tr> <td>Command Build [Structure]</td> <td>Issued by players to direct units to construct buildings.</td> </tr> <tr> <td>Start Build [Structure]</td> <td>Marks the beginning of the construction of a building by a designated group of villagers.</td> </tr> <tr> <td>Complete Build [Structure]</td> <td>Signals the completion of a building's construction, making the building operational and freeing up capacity of the constructing units.</td> </tr> <tr> <td>Gather [Resource]</td> <td>Represents the command to a unit to collect resources such as wood, stone, food, or gold.</td> </tr> <tr> <td>Command Research [Technology]</td> <td>Issued by players to initiate a research task in a research building.</td> </tr> <tr> <td>Start Research [Technology]</td> <td>Marks the beginning of the research process once resources arrived.</td> </tr> <tr> <td>Complete Research [Technology]</td> <td>Denotes the completion of a research task, unlocking new technologies or enhancements, and freeing up production capacity.</td> </tr> <tr> <td>Command Queue [Unit]</td> <td>Issued by players to add units to the production queue of a building.</td> </tr> <tr> <td>Start Production [Unit]</td> <td>Marks the beginning of unit production within a facility, as soon as there is capacity.</td> </tr> <tr> <td>Complete Queue [Unit]</td> <td>Signals the end of unit production, resulting in the deployment of a new unit and freeing up production capacity.</td> </tr> </tbody> </table> <p> </p> <p>The zip file contains filtered object-centric event logs that only contain 10 matches to explore the data set with faster loading time.</p>
Reference collection of combat wear traces on replicas of Bronze Age spears
<p>This Dataset comprises a collection of photographs of combat wear traces produced during various experiments focusing on the use of bronze spears in combat experiments as described in the paper <em>Gentile V., van Dijk C.J., ter Mors O., (2024): Multi-stage experiments in Bronze Age spear combat: insights on wear </em><em>formation, trauma, and combat contexts. Journal of Archaeological science (<a href="https://doi.org/10.1016/j.jas.2024.106044">https://doi.org/10.1016/j.jas.2024.106044</a></em><em>).</em> <br><br>Please read the README file for information on how to navigate the dataset. <br><br>This dataset is distributed under CC BY-NC 4.0 license: <a href="https://creativecommons.org/licenses/by-nc/4.0/">https://creativecommons.org/licenses/by-nc/4.0/ </a><br>For other uses, please contact the creator.</p> <p> </p>
Figure 5 in Age, growth and reproduction of the endangered jewelfish Hemichromis bimaculatus (Cichlidae) in the valley of Oued Righ (South-eastern Algeria)
Figure 5. - Monthly variation of the hepatosomatic index (A), HSI and the condition factor (B), K of Hemichromis bimaculatus in the valley of Oued Righ. The different letters indicate significant differences between sampling points. Error bars correspond to standard deviations.
Figure 4 in Age, growth and reproduction of the endangered jewelfish Hemichromis bimaculatus (Cichlidae) in the valley of Oued Righ (South-eastern Algeria)
Figure 4. - Monthly variation of the gonadosomatic index (GSI) of Hemichromis bimaculatus females and males in the valley of Oued Righ. The different letters indicate significant differences between sampling points. Error bars correspond to standard deviations.
Figure 2 in Age, growth and reproduction of the endangered jewelfish Hemichromis bimaculatus (Cichlidae) in the valley of Oued Righ (South-eastern Algeria)
Figure 2. - Scale of Hemichromis bimaculatus (3 years old, TL = 9.30 cm), caught in Oued Righ valley (r1 = first annulus, r2 = second annulus, r3 = third annulus; MI = marginal increment; R = total radius)
Figure 1 in Age, growth and reproduction of the endangered jewelfish Hemichromis bimaculatus (Cichlidae) in the valley of Oued Righ (South-eastern Algeria)
Figure 1. - Map of the Valley of Oued Righ with the location of the sampling localities. 1: Temacine Lake, 2: Oued Righ Channel.
Figure 1 in The effect of photobleaching on bee (Hymenoptera: Apoidea) setae color and its implications for studying aging and behavior
Figure 1. Unstandardized color photographs of the dorsal view of a worker of Bombus huntii Greene. The square box demarcates the lateral distal region of terga 2 and 3 where setal color was sampled for the 'before' and 'after' comparisons in the control and sun-exposed treatments.
Figure 2 in The effect of photobleaching on bee (Hymenoptera: Apoidea) setae color and its implications for studying aging and behavior
Figure 2. Data distributions of 'before' and 'after' measurements of setal color on the lateral distal region of the terga 2 and 3 for the control and sun-exposed treatments. Setal color was measured using the color property hue (H). Letters above each boxplot correspond to a significant difference between treatments of at least 0.05 based on Tukey's adjusted multiple comparison tests.
Figure 3 in The effect of photobleaching on bee (Hymenoptera: Apoidea) setae color and its implications for studying aging and behavior
Figure 3. Correlation (τ) between wing wear (W) and setal color (hue, H) of three bee species: Bombus huntii Greene, Melecta pacifica fulvida Cresson, and Osmia integra Cresson. Larger H values represent increased photobleaching of setae, whereas smaller values of H represent less photobleaching of setae. Larger W represents increased wing wear, whereas smaller W represents decreased wing wear.
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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.