Find research datasets worth reusing

271A in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

271A. Pristimantis pulvinatus. Paso del Danto, La Escalera región, Bolívar. Photo: César Barrio-Amorós.

218B in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

218B. Elachistocleis surinamensis. Tobogán de la Selva, near Puerto Ayacucho, Amazonas. Photo: Zelimir Cernelic.

205A in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

205A. Leptodactylus rhodomystax. Juvenile. Las Lajas, Canaima National Park, Bolívar. Photo: Edward Camargo.

219 in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

219. Hamptophryne boliviana. Imataca Forestal Reserve, Bolívar-Delta Amacuro border. Photo: Luis Merlo.

opencc-by-4.0Apr 2024View details →

Figures 1–6 in Diagnosis of Spilococcus pacificus (Borchsenius, 1949) and an updated list of scale insects (Hemiptera: Coccomorpha) on pears (Pyrus L.: Rosaceae) in South Korea

Figures 1–6. Spilococcus pacificus (Borchsenius) on pear trees. 1–2) Habitus. 3) Adult female. 4) Head (black arrows: oral rim tubular ducts). 5) Hind leg (black arrow: translucent pores). 6) Anal lobe cerarius (black arrow: anal bar).

136C in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

136C. Boana sibleszi. Plain morph, calling male. Paso el Danto, La Escalera, Bolívar. Photo: César Barrio-Amorós.

137B. Boana tepuiana. Male paratype EBRG 4655 in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

137B. Boana tepuiana. Male paratype EBRG 4655. Southern slopes of Sarisariñama-tepui, Bolívar. Photo: César Barrio-Amorós.

146B in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

146B. Dendropsophus meridensis. Los Suarez, way from Mérida to la Azulita, Mérida. Photo: César Barrio-Amorós.

117E in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

117E. Stefania scalae. Female carrying recently hatched froglets. Sierra de Lema, Bolívar. Photo: Alberto Blanco.

105B in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

105B. Cryptobatrachus remotus. Female with eggs. Cerro Las Antenas, Sierra de Perijá, Zulia. Photo: Fernando Rojas-Runjaic.

113B in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

113B. Stefania ginesi. Female carrying froglets. Churi-tepui, Chimantá massif, Bolívar. Photo: Charles Brewer-Carías.

111 in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

111. Gastrotheca walkeri. Rancho Grande, Henri Pittier National Park, Aragua. Photo: Juan Vicente Rueda-Almonacid.

121 in Catalogue of the amphibians of Venezuela: Illustrated and annotated species list, distribution, and conservation

121. Hyloscirtus lascinius. Male. La Macana, south of Santa Cruz de Mora, Mérida. Photo: César Barrio-Amorós.

opencc-by-4.0May 2024View details →

Datasets of DFT adsorption energies of H and for O and OH on different pure metals and binary intermetallic compounds considering the application of elastic strains and lists of candidates for screening

This resource contains two datasets and two lists of candidates for screening in JSON format. Also It contains ZIP folders with all Quantum Espresso Inputs and outputs from which the JSON datasets were obtained. All Quantum Espresso outputs will be later added to Catalysis Hub (https://www.catalysis-hub.org/). The file "QuantumEspresso_versions" is a text file contaning the information of the Quantum Espresso versions employed for obtaining the dataset. The datasets contain the adsorption energies for surface slabs of a large number of binary intermetallic compounds with different compositions and lattices (for instance, A3B fcc, A3B hpc, AB bcc, etc.). Adsorption energies were computed for different adsorbates (H, O, and OH) on distinct adsorption sites (e.g., fcc AAB, fcc AAA, hcp AAA, hcp AAB, on-top A, and on-top B) and minimum energy surfaces. In addition, different elastic strains (biaxial tension, biaxial compression) were applied to assess their effect on adsorption energies. All calculations were carried out using DFT approximations as implemented in the Open-source software Quantum Espresso. Besides the adsorption energies, the datasets also contain relevant geometric and electronic descriptors (PSI, cell volume, weighted atomic radius, generalized coordination number, weighted electronegativity, weighted first ionization energy, outer electrons, and biaxial strain)  calculated to feed them as features in the training of ML models. The datasets with the tag "scaled" on its name have the descriptors scaled following a MinMax scaling and are given in xlsx format. The lists for screening contain candidates not included in the dataset for which Random Forest predictions of the Eads were obtained. The lists contain the geometric and electronic descriptors of all screening candidates, as well as the predicted adsorption energy (Eads_RF). A GitHub repository is linked to this dataset (https://github.com/vvassilevg/HighHydrogenML). The repository contains two Python scripts: 1) Script for creating a dataset from QuantumEspresso outputs, where all relevant descriptors are computed. It outputs a pickle and json files that can be later converted to any other desired format (like xlsx). 2) Script for training a Random Forest model for the prediction of adsorption energies (the datasets with the "scaled" tag must be used for the script to work correctly).   The dataset, ML model and screening have been accepted for publication in Catalysis Science & Technology DOI: DOI:<a title="Link to landing page via DOI" href="https://doi.org/10.1039/D4CY00491D">10.1039/D4CY00491D</a>. The accepted Manuscript and the Supplementary information are avilable within this repository.   If you use this dataset or any of the files within this repository, please cite the original publication (<a title="Link to landing page via DOI" href="https://doi.org/10.1039/D4CY00491D">10.1039/D4CY00491D)</a> in your work.

opencc-by-4.0Jun 2024View details →

Concept list of Vietnamese based on the Intercontinental Dictionary Series (IDS)

<div> The list includes 1310 concepts for Vietnamese. The concepts are based on the items provided in the Intercontinental Dictionary Series (<a href="https://ids.clld.org/">IDS</a>, Key & Comrie 2023).  </div>

opencc-by-4.0Dec 2023View details →

BEYOND_WP1_T1.1_Literature review_overview of literature list and Analysis.

Data sets for D1.1. The first part of this deliverable is a scoping review of the literature examining 147 articles published  in peer review academic journals over the past ten years (2013-2023) on the promotion of research  ethics and integrity (REI), and breaches of these standards including research misconduct (RM) and  questionable research practices (QRPs). It also identifies current challenges, gaps in knowledge and  practice, and opportunities for both further research, and policy and educational interventions to  promote REI and mitigate RM and QRPs. Findings on state-of-the-art knowledge in REI research  suggest some areas of consensus, including on the greater risks for early career researchers to commit  RM and the value of responsible conduct of research (RCR) training, particularly approaches that  emphasize ethical problem-solving skills. However, the study also identified a lack of consensus in  other areas, including the rehabilitation and reintegration of researchers who committed RM. Key  findings extracted from the review contribute to the understanding that the environment in which  researchers operate and other contextual factors significantly influence RCR, rather than primarily the  individual behavior of researchers. As such, these environmental and contextual factors require further  research and policy attention.

Figure 28 in A revised faunal list and geological setting for Bullock Creek, a Camfieldian site from the Northern Territory of Australia

Figure 28. Occlusal stereopairs of balbarine molars. a, b, NTMAG P8692-5, RM4; c, d, NTMAG P925-13, LM4; e, f, occlusal stereopair of NTMAG P8612-4, Rm3; g, h, NTMAG P9464-2, Rm2. Scale bar = 3 mm.

Figure 16 in A revised faunal list and geological setting for Bullock Creek, a Camfieldian site from the Northern Territory of Australia

Figure 16. Stereopairs of occlusal views of peramelemorphian teeth from Bullock Creek. a,b, NTMAG P8688-12 Rm2; c,d, NTMAG P87110-24, Lm3 referred to Yarala sp.; e,f, NTMAG P87106-46 LM2; g, h, NTMAG P925-15 Lm1. Scale bar = 1 mm.

Figure 21 in A revised faunal list and geological setting for Bullock Creek, a Camfieldian site from the Northern Territory of Australia

Figure 21. Upper molars referred to cf. Palaeopotorous. a, b, occlusal stereopair of NTMAG P8670-22, LM2/3; c, buccal view; d, lingual view; e, f, occlusal stereopair of NTMAG P908-78, LM2/3; g, buccal view; h, lingual view; i, j, occlusal stereopair of NTMAG P87106-2, RM2/3; k, buccal view; l, lingual view. Scale bar = 3 mm.

Figure 18 in A revised faunal list and geological setting for Bullock Creek, a Camfieldian site from the Northern Territory of Australia

Figure 18. Occlusal stereopairs of petauroid upper molars. a, b, NTMAG P8697-7, petaurid LM1; c, d, NTMAG P9464-249, pseudocheirid RM2; e, f, NTMAG P9276-1, pseudocheirid RM2. Scale bar = 2 mm.