Find research datasets worth reusing

opencc-by-4.0Aug 2020View details →

To Fix or Not to Fix: A Critical Study of CryptoAPI Misuses Found in the Wild

<p>Data used for the paper: "To Fix or Not to Fix: A Critical Study of CryptoAPI Misuses Found in the Wild".<br> - **BA.zip** - contains the BA data set presented in the paper.<br> - **Data.zip** - contains the identified misuses for both sets discussed in the paper (_50K -> results for 50K data set and _business -> results for the BA data set) and the R Markdown files used for the paper.<br> - **issue-[1,2,3].png*** - are three anonymized GitHub issues we opened during our study to improve current analyses for crypto misuses.</p>

dryad40/100

Data for: Dissolved organic matter (DOM) offsets the detrimental effects of climate change in the nitrogen fixing cyanobacterium Crocosphaera

<div> <div> <div> <div> <p>Diazotrophs provide a significant reactive nitrogen source in the ocean. Increased warming and stratification may decrease nutrient availability in the future, forcing microbial communities to use dissolved organic matter (DOM). Not depending on reactive nitrogen availability, diazotrophs may be "winners" in a nutrient depleted ocean. However, their ability to exploit DOM may influence this success. We exposed cultures of the widespread <em>Crocosphaera</em> to low (26°C, pH 8.1), moderate (28°C, pH 8.0), and extreme (30°C, pH 7.9) climate change scenarios, under control or DOM-amended conditions. Growth was suboptimal in the low and extreme treatments, and favoured in the moderate treatment. DOM was preferred as a carbon source regardless of the treatment, and promoted N<sub>2</sub> fixation in extreme conditions. This was reflected in the increased expression of photosynthesis genes to obtain energy. DOM provides <em>Crocosphaera</em> with a key ecological advantage, possibly dictating diazotroph-derived nitrogen inputs in the future ocean.</p> </div> </div> </div> </div>

opencc-zeroFeb 2024View details →

Fig. 4 in Marine Fish Parasite Argulus caecus (Crustacea: Branchiura: Argulidae) Accidentally Collected from a Fixed Net Caught Squid in Northern Japan

Fig. 4. Argulus caecus, ovigerous female, NSMT-Cr 29002. A, First leg, ventral view; B, distal part of endopod of first leg, ventral view; C, second leg, ventral view; D, third leg, ventral view; E, fourth leg, ventral view. Scale bars: A, C–E, 1 mm; B, 0.1 mm.

Fig. 3 in Marine Fish Parasite Argulus caecus (Crustacea: Branchiura: Argulidae) Accidentally Collected from a Fixed Net Caught Squid in Northern Japan

Fig. 3. Argulus caecus, ovigerous female, NSMT-Cr 29002. A, Caudal rami, dorsal view; B, respiratory areas, ventral view; C, first and second antennae, ventral view; D, distal part of endopod of second antenna, ventral view; E, first maxilla, ventral view; F, supporting rods each composed of series of sclerites, ventral view; G, second maxilla, ventral view; H, terminal segment of second maxilla, dorsal view; I, serrated scale-like denticle on second segment of second maxilla, ventral view. Abbreviations: a1, first antenna; a2, second antenna; pas, postantennal spine. Scale bars: A, D, F, H, 0.2 mm; B, 2 mm; C, G, 0.5 mm; E, 1 mm; I, 0.02 mm.

Fig. 1 in Marine Fish Parasite Argulus caecus (Crustacea: Branchiura: Argulidae) Accidentally Collected from a Fixed Net Caught Squid in Northern Japan

Fig. 1. Argulus caecus, ovigerous female, freshly dead specimen, NSMT-Cr 29002. Dorsal view. Scale bar: 5 mm.

Fig. 2 in Marine Fish Parasite Argulus caecus (Crustacea: Branchiura: Argulidae) Accidentally Collected from a Fixed Net Caught Squid in Northern Japan

Fig. 2. Argulus caecus, ovigerous female, NSMT-Cr 29002. A, Habitus, dorsal view; B, habitus, ventral view; C, central part of body, ventral view. Abbreviations: as, accessory spine; fm, first maxilla; mt, mouth tube; o, ova; pms, postmaxillary spine; ps, preoral sheath; sm, second maxilla. Scale bars: A, B, 5 mm; C, 1 mm.

opencc-by-4.0May 2019View details →

Fig. 2. Pseudione nephropsi Shiino, 1951, fixed specimens. A–H in Topotype-based DNA Barcode of the Parasitic Isopod Pseudione nephropsi (Bopyridae), with a Supplementary Morphological Description

Fig. 2. Pseudione nephropsi Shiino, 1951, fixed specimens. A–H, female; I–O, male. A, head, dorsal view; B, left barbula, ventral view; C, D, left oostegite 1, ventral (C) and dorsal (D) views; E, F, left pereopods 1 and 7, respectively; G, tubercles on right pleopods, ventral view; H, posterior region of body, dorsal view; I, body, dorsal view; J, head, dorsal view; K, L, left pereopods 1 and 7, respectively; M, N, pleon, ventral (M) and slightly-left, ventral (N) views; O, pleomere 6, dorsal view. Abbreviations: pl1, pleopod 1; pl1e, exopodite of pleopod 1; ur, uropod. Arrows, anal cone. Scales: 1 mm (A–I), 0.5 mm (M, N), 0.1 mm (J–L, O).

Figs 24–26 in Halyomorpha halys fixed as the type species of the genus Halyomorpha (Hemiptera: Heteroptera: Pentatomidae)

Figs 24–26. Pentatoma halys Stål, 1855, female syntype (NHRS): 24 – dorsal view, 25 – ventral view, 26 – labels. Scale bar in mm. Orig. D. Rédei.

Figs 18–20 in Halyomorpha halys fixed as the type species of the genus Halyomorpha (Hemiptera: Heteroptera: Pentatomidae)

Figs 18–20. Halyomorpha timorensis (Westwood, 1837), female syntype: 18 – external scent efferent system of the metathoracic scent gland; 19–20 – external genitalia (19 – posterior view, 20 – ventral view, angle on posterior margin of lt8 shown by yellow arrows). Abbreviations: lt8–9 – laterotergites 8–9, o – ostiole, pe – peritreme in form of peritremal ruga, t8 – tergite 8, vf8–9 – valvifers 8–9, x – segment X. Orig. P. Kment.

Figs 4–9 in Halyomorpha halys fixed as the type species of the genus Halyomorpha (Hemiptera: Heteroptera: Pentatomidae)

Figs 4–9. Halyomorpha halys (Stål, 1855), male genitalia of the specimen from Mayr collection (NHMW). 4–8 – genital capsule (4 – posterior view, magnification 55×; 5 – dorsoposterior view, 47×; 6 – ventral view, 35×; 7 – dorsal view, 37×; 8 – lateral view, 47×); 9 – paramere in posterior mediolateral view (170×). Abbreviations: pa – parameres, plp – posterolateral lobes of genital capsule. Scale bars: 4–8 – 0.5 mm, 9 – 0.2 mm. Orig. P. Kment.

Figs 10–14 in Halyomorpha halys fixed as the type species of the genus Halyomorpha (Hemiptera: Heteroptera: Pentatomidae)

Figs 10–14. Halyomorpha picus (Fabricius, 1794), male genitalia of the specimen from Mayr collection (NHMW). 10–13 – genital capsule (10 – posterior view, magnification 42×; 11 – lateral view, 42×; 12 – ventral view, 30×; 13 – dorsal view, 32×); 14 – paramere in posterior mediolateral view (100×). Abbreviations: pa – parameres, plp – posterolateral lobes of genital capsule. Scale bars: 0.5 mm. Orig. P. Kment.

opencc-by-4.0May 2022View details →

Microspines in tropical climbing plants: a small-scale fix for life in an obstacle course

<p>This dataset is associated to the original research article "Microspines in tropical climbing plants: a small-scale fix for life in an obstacle course" published in the Journal of Experimental Botany. </p> <table> <tbody> <tr> <td>Variable</td> <td>Description</td> <td>Type of variable</td> <td>Units</td> </tr> <tr> <td>sample</td> <td>Sample identifiier</td> <td>Nominal Variable</td> <td> </td> </tr> <tr> <td>sp_code</td> <td>Species identifier</td> <td>Nominal Variable</td> <td> </td> </tr> <tr> <td>sp</td> <td>Species latin name</td> <td>Nominal Variable</td> <td> </td> </tr> <tr> <td>direction</td> <td>Friction test direction</td> <td>Categorical variable</td> <td> </td> </tr> <tr> <td>static_force</td> <td>Force needed to induce motion of the stem segment</td> <td>Continuous variable</td> <td>mN</td> </tr> <tr> <td>sliding_force</td> <td>Force needed to maintain the stem segment in motion</td> <td>Continuous variable</td> <td>mN</td> </tr> <tr> <td>sliding_dist</td> <td>Distance spanned by the stem segment during test</td> <td>Continuous variable</td> <td>mm</td> </tr> <tr> <td>nPeaks</td> <td>Number of force peaks detected during test</td> <td>Discrete variable</td> <td>mN</td> </tr> <tr> <td>peak_frequ</td> <td>Peak frequency during sliding (NPeaks/sliding_dist)</td> <td>Continuous variable</td> <td>peaks.mm<sup>-1</sup></td> </tr> <tr> <td>diam</td> <td>Diameter of the tested segment</td> <td>Continuous variable</td> <td>mm</td> </tr> </tbody> </table> <p> </p>

opencc-by-4.0Jun 2022View details →

VGQ-CNN: Moving Beyond Fixed Cameras and Top-Grasps for Grasp Quality Prediction

<p>This dataset includes all the data and trained models to replicate our work for VGQ-CNN (accepted for IJCNN 2022). You can find the code to use this dataset on <a href="https://github.com/AuCoRoboticsMU/vgq-cnn">github</a>. To replicate the work done for VGQ-CNN, use the data in vgq-dset.zip. Trained models of VGQ-CNN, Fast-VGQ-CNN and GQ-CNN are available in VGQ-CNN_models.zip.</p> <p> </p> <p>To create your own, subsampled training and testing data, adjust our code on github to your subsampling constraints and use full_rendered_dset (created by unpacking full_rendered_dset_tensors.zip and full_rendered_dset_images.zip into the unpacked directory of full_rendered_dset_info.zip).</p>

opencc-by-4.0Apr 2022View details →

An experimental data set for analysis of the thermophysical behavior of a single-story mechanically ventilated double-skin façade (DSF) in fixed boundary conditions corresponding to winter/mid-season and summer cases

<p>Double-skin facades (DSFs) are dynamic and flexible building envelopes that employ a ventilated cavity to either prevent or reduce the solar-induced cooling load or exploit solar energy for passive solar heating. The mechanical ventilation of the cavity offers higher flexibility and control than natural ventilation, as the latter largely depends on stochastic and unpredictable external conditions. Furthermore, when mechanical ventilation rates are combined with the operation of a shading device, the possibilities for controlling the accumulated heat in the cavity of the DSF increase further. Therefore, this experimental campaign systematically investigates how these two important features interact in controlling the cavity's thermal load and airflow conditions. The measurement collected during the experiments constitutes a dataset that contains the results of a series of experimental runs where the different configurations of DSF, in terms of mechanical ventilation rate and venetian blinds, have been subjected to two representative boundary conditions through a climate simulator facility equipped with a solar simulator device. The full-scale DSF mock-up, which includes venetian blinds installed in a 200 mm ventilated cavity, is operated in this experiment in two modes: outdoor air curtain (OAC) and supply air (SA) mode. Tests were carried out under a steady-state regime with different boundary conditions. For the analysis of the utilization of the excess heat accumulated in the cavity and prevention of DSF overheating, boundary conditions corresponding to g-value calculations were selected. For the analysis of air preheating in the DSF cavity, the boundary conditions corresponding to late winter/mid-season weather (cold outdoor air and low-to-moderate solar irradiance) were chosen. The entire set of experimental data collected during the tests is made publicly available to enable the scientific community to access experimental data to further analyze this problem or for model validation purposes. The data set supplements the open-access paper entitled "<strong>Control of heat transfer in single-story mechanically ventilated facades</strong>" (<a href="https://doi.org/10.1016/j.enbuild.2022.112304">https://doi.org/10.1016/j.enbuild.2022.112304</a>), where additional information about the aims of the experiments, the detailed methods, and other data processing procedures can be found. The database is supported by a guide ("Guide.pdf"), where further explanations about how to read data and schematic drawings of the sensor layout are provided. The collection of experimental tests is divided into two files, according to two considered cases:</p> <ul> <li><strong>DSF operating in outdoor air curtain mode </strong>(24 steady-state measurements). The following factors were changed: mechanical ventilation rate (0, 10, 15, 20, 30, 40, 50, and 100 % of maximum fan power) and venetian blind configuration (closed θ=0 º, semi-open θ=45 º, and raised blinds). The outdoor and indoor temperatures, 30 ℃ and 25 ℃, and solar irradiance of 500 Wm<sup>-2</sup> were replicated. [file name: "Summer.csv"],</li> <li><strong>DSF operating in supply air mode</strong> (27 steady-state measurements). The following factors were changed: mechanical ventilation rate (0, 10, 15, 20, 30, 40, 50, 75, and 100 % of maximum fan power) and venetian blind configuration (closed θ=0 º, semi-open θ=45 º, and raised blinds). The outdoor and indoor temperatures, 10 ℃ and 25 ℃, and solar irradiance of 300 Wm<sup>-2</sup> were replicated. [file name: " Winter_MidSeason.csv"]</li> </ul> <p>Any inquiries about the experimental data can be sent to: <a href="mailto:aleksandar.jankovic@ntnu.no">aleksandar.jankovic@ntnu.no</a></p> <p>The activities presented in this paper were carried out within the research project "REsponsive, INtegrated, VENTilated - REINVENT – windows," supported by the Research Council of Norway through the research grant 262198, and the partners SINTEF, Hydro Extruded Solutions, Politecnico di Torino and Aalto University.</p>

opencc-by-4.0Jan 2022View details →

РИС. 1. ОбЩий вид фиксированных Этанолом глохидиев в световой (А) и сканируюЩий Электронный (В) микроскопы (Amuranodonta kijaensis, бассейн р. Амур, Хинганский Заповедник, АмурскаЯ обл.). МасШтаб 100 мкм. Микроскопы Nikon (А) и Zeiss EVO 40 (B), напыление Золотом FIG. 1. Ethanol-fixed glochidia (Amuranodonta kijaensis, Amur River basin, Khingansky Nature Reserve, Amur Oblast), light (A) and scanning electron (B) microscopes. Scale bar 100 mµ. Light Nikon (A) and scanning electron Zeiss EVO 40 (B) microscopes, sputter coating with gold. in Методика подготовки раковин глохидиев (Bivalvia, Unionidae) длЯ работы на сканируюЩем Электронном микроскопе

РИС. 1. ОбЩий вид фиксированных Этанолом глохидиев в световой (А) и сканируюЩий Электронный (В) микроскопы (Amuranodonta kijaensis, бассейн р. Амур, Хинганский Заповедник, АмурскаЯ обл.). МасШтаб 100 мкм. Микроскопы Nikon (А) и Zeiss EVO 40 (B), напыление Золотом FIG. 1. Ethanol-fixed glochidia (Amuranodonta kijaensis, Amur River basin, Khingansky Nature Reserve, Amur Oblast), light (A) and scanning electron (B) microscopes. Scale bar 100 mµ. Light Nikon (A) and scanning electron Zeiss EVO 40 (B) microscopes, sputter coating with gold.

opencc-by-4.0Dec 2014View details →

Figure 3. Structurally complex high rugosity coral-dominated reef habitat. Image shows fixed transect 01 from the start pin looking toward a 180 in Fishes of War in the Pacific National Historic Park

Figure 3. Structurally complex high rugosity coral-dominated reef habitat. Image shows fixed transect 01 from the start pin looking toward a 180° heading in the Asan Beach unit (NPS photo).

opencc-by-4.0Dec 2014View details →

Figure 2. Typical low rugosity algal-dominated pavement habitat. Image shows fixed transect 09, looking towards a 90 in Fishes of War in the Pacific National Historic Park

Figure 2. Typical low rugosity algal-dominated pavement habitat. Image shows fixed transect 09, looking towards a 90° heading from the start pin at the Agat Bay unit (NPS photo).

opencc-zeroJun 2024View details →

Dataset: Abacus Life, Inc. 9.875% Fixed Rate Senior Notes due 2028 (ABLLL) Stock Performance

This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.

opencc-zeroJun 2024View details →

Dataset: IDX Dynamic Fixed Income ETF (DYFI) Stock Performance