Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
364
datasets available to search
ShareScore release 0.9.0
Dataset results
364 results for “RL”
Linked collectors and determiners for: RL Minckley Insect and Plant Collection.
Natural history specimen data linked to collectors and determiners held within, "RL Minckley Insect and Plant Collection". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/84b69033-f9de-40bc-8d5f-8ee41987d6cc">https://bionomia.net/dataset/84b69033-f9de-40bc-8d5f-8ee41987d6cc</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/84b69033-f9de-40bc-8d5f-8ee41987d6cc">https://gbif.org/dataset/84b69033-f9de-40bc-8d5f-8ee41987d6cc</a>. Formatted as a Frictionless Data package.
[ARAMCO Dhahran library collection 10229 RL] ٱلْمَمْلَكَة ٱلْعَرَبِيَّة ٱلسُّعُوْدِيَّة. ٱلْقَطِيف
<p>[ARAMCO 10229 RL] Kiingdom of Saudi Arabia, al-Qatif, oblique<em> </em>aerial view.</p> <h1><span> </span></h1>
OWL 2 RL Ontology Corpus
<p>This corpus is intended to be used for benchmarking OWL 2 RL reasoners. It contains RL ontologies from three different corpora, and the respective metrics.</p> <p>More information about the different corpora can be found here:http://mowlrepo.cs.manchester.ac.uk/datasets/owl-2-rl-benchmark-corpus/</p> <p>Filter criteria: <br /> * OWL 2 RL<br /> * at least 100 TBox axioms</p> <p>Oxford Ontology (Scrape from June 2014)<br /> Corpus size: 793<br /> Filtered out, because not enough TBox axioms: 133<br /> Filtered out, because not in OWL 2 RL: 632<br /> Final sample size: 26</p> <p>BioPortal<br /> http://dx.doi.org/10.5281/zenodo.15667<br /> Corpus size: 339<br /> Filtered out, because not enough TBox axioms: 29<br /> Filtered out, because not in OWL 2 RL: 264<br /> Final sample size: 46</p> <p>MOWLCorp<br /> https://zenodo.org/record/16708<br /> Corpus size: 20363<br /> Filtered out, because not enough TBox axioms: 8524<br /> Filtered out, because not in OWL 2 RL: 11155<br /> Final sample size: 666</p> <p>Please cite:<br /> http://www.dblp.org/rec/bibtex/conf/semweb/MatentzogluBP13</p>
RL-MLZerD: Multimeric protein docking using reinforcement learning
<p>This is the dataset used in the publication:<strong> RL-MLZerD: Multimeric protein docking using reinforcement learning by Tunde Aderinwale, Charles Christoffer and Daisuke Kihara</strong>, in submission 2022.</p> <p>The dataset included 30 protein complexes targets from 3 to 5 chains used for docking. Each target in the dataset are randomly rotated and shifted three times to remove bias to the starting conformation.</p> <p>We also include the docking results for each target in the corresponding directory for all the methods reported in the manuscript.</p> <p>For each target, 1500 to 12,000 models were provided that were generated by RL-MLZerD, 1700 to 12,000 models for Multi-LZerD, about 100 to 300 models by Combdock, and 5 models each by Alphafold-Multimer, Alphafold-Multimer (no template), and ColabFold respectively.</p> <p>Directory description:</p> <p>Target: contains all the files related to all experiment for that target e.g 1A0R<br> Target/*_mod_run_? contain files for all random rotation experiments and combdock results. e.g 1A0R/1A0R_mod_run_1/<br> Target/*_mod_combine_athird contains files for combined rotation experiment for RL-MLZerD and Multilzerd. e.g 1A0R/1A0R_mod_combine_athird/<br> Target/alphafold_multimer contains prediction files for AlphaFold-Multimer, both regular and no template run. e.g alphafold_multimer/1a0r and alphafold_multimer/1a0r_nodb<br> Target/colabfold contains prediction files for ColabFold results. e.g colabfold/prediction_1a0r</p>
[ARAMCO Dhahran library collection 10235 RL] ٱلْمَمْلَكَة ٱلْعَرَبِيَّة ٱلسُّعُوْدِيَّة
<p>[ARAMCO 10235 RL]</p>
Light Emitting Diode-Red Light (LED-RL) Phototherapy for Skin Scarring Prevention
ClinicalTrials.gov study NCT03795116. IPD Sharing: NO. Countries: 1. Publications: 1.
Avalon: A Benchmark for RL Generalization Using Procedurally Generated Worlds - Data Supplement
<p>This is the data supplement for <em>Avalon: A Benchmark for RL Generalization Using Procedurally Generated Worlds</em>.</p> <p>This version corresponds to the latest round of human player data collection.</p> <ul> <li><strong>avalon__agent_eval_worlds.tar.gz</strong> contains all the evaluation worlds on which agents are scored</li> <li><strong>avalon__human_eval_worlds.tar.gz</strong> contains all the evaluation worlds on which humans are scored (same as agent worlds, just some minor visual differences e.g. the colors are slightly modified for human comfort)</li> <li><strong>avalon__human_data.tar.gz </strong>contains all the metadata, actions, inputs, and observations for the human players</li> <li><strong>avalon__human_scores.json</strong> contains the scores for the human players</li> </ul>
Supplementary material 1 from: Seidel M, Jameson ML, Stone RL (2017) A new cryptic species and review of the east-Andean leaf chafer genus Mesomerodon Ohaus, 1905 (Coleoptera, Scarabaeidae, Rutelinae). ZooKeys 671: 61-85. https://doi.org/10.3897/zookeys.671.11815
Distribution data for Mesomerodon species (Coleoptera, Scarabaeidae, Rutelinae) : Explanation note: Specimen level data used for niche model, phenology, and overall distribution.
Supplementary material 1 from: Welicky RL, Hadfield KA, Sikkel PC, Smit NJ (2017) Molecular assessment of three species of Anilocra (Isopoda, Cymothoidae) ectoparasites from Caribbean coral reef fishes, with the description of Anilocra brillae sp. n. ZooKeys 663: 21-43. https://doi.org/10.3897/zookeys.663.11415
Basepair differences of Anilocra spp. : Explanation note: The number identifier in the horizontal header column represents the number and corresponding species listed in the vertical column header.
Supplementary material 2 from: Welicky RL, Hadfield KA, Sikkel PC, Smit NJ (2017) Molecular assessment of three species of Anilocra (Isopoda, Cymothoidae) ectoparasites from Caribbean coral reef fishes, with the description of Anilocra brillae sp. n. ZooKeys 663: 21-43. https://doi.org/10.3897/zookeys.663.11415
Kimura 2-Parameter (K2P) distance of Anilocra spp. : Explanation note: K2P distance expressed in percent. The number identifier in the horizontal header column represents the number and corresponding species listed in the vertical column header.
Supplementary material 2 from: Penev L, Paton A, Nicolson N, Kirk P, Pyle RL, Whitton R, Georgiev T, Barker C, Hopkins C, Robert V, Biserkov J, Stoev P (2016) A common registration-to-publication automated pipeline for nomenclatural acts for higher plants (International Plant Names Index, IPNI), fungi (Index Fungorum, MycoBank) and animals (ZooBank). In: Michel E (Ed.) Anchoring Biodiversity Information: From Sherborn to the 21st century and beyond. ZooKeys 550: 233–246. https://doi.org/10.3897/zookeys.550.9551
IPNI response XML : Explanation note: XML response of IPNI to the query in Suppl. material 1. The response is sent back to Pensoft and contains the registration numbers of the new genus name and the new combination [exemplified with the paper of Robinson and Skvarla (2013)].
Supplementary material 4 from: Penev L, Paton A, Nicolson N, Kirk P, Pyle RL, Whitton R, Georgiev T, Barker C, Hopkins C, Robert V, Biserkov J, Stoev P (2016) A common registration-to-publication automated pipeline for nomenclatural acts for higher plants (International Plant Names Index, IPNI), fungi (Index Fungorum, MycoBank) and animals (ZooBank). In: Michel E (Ed.) Anchoring Biodiversity Information: From Sherborn to the 21st century and beyond. ZooKeys 550: 233–246. https://doi.org/10.3897/zookeys.550.9551
TaxPub response XML : Explanation note: TaxPub XML returned from ZooBank to Pensoft containing UUIDs of the article, authors and new taxon names [exemplified with the paper of Morffe and Rodríguez (2013)].
Supplementary material 1 from: Penev L, Paton A, Nicolson N, Kirk P, Pyle RL, Whitton R, Georgiev T, Barker C, Hopkins C, Robert V, Biserkov J, Stoev P (2016) A common registration-to-publication automated pipeline for nomenclatural acts for higher plants (International Plant Names Index, IPNI), fungi (Index Fungorum, MycoBank) and animals (ZooBank). In: Michel E (Ed.) Anchoring Biodiversity Information: From Sherborn to the 21st century and beyond. ZooKeys 550: 233–246. https://doi.org/10.3897/zookeys.550.9551
XML response of IPNI : Explanation note: XML query sent from Pensoft to IPNI on the day of acceptance of the manuscript for publication [exemplified with the paper of Robinson and Skvarla (2013)].
Supplementary material 3 from: Penev L, Paton A, Nicolson N, Kirk P, Pyle RL, Whitton R, Georgiev T, Barker C, Hopkins C, Robert V, Biserkov J, Stoev P (2016) A common registration-to-publication automated pipeline for nomenclatural acts for higher plants (International Plant Names Index, IPNI), fungi (Index Fungorum, MycoBank) and animals (ZooBank). In: Michel E (Ed.) Anchoring Biodiversity Information: From Sherborn to the 21st century and beyond. ZooKeys 550: 233–246. https://doi.org/10.3897/zookeys.550.9551
XML response of TaxPub : Explanation note: TaxPub XML of a ready-to-publish manuscript submitted from Pensoft to ZooBank [exemplified with the paper of Morffe and Rodríguez (2013)].
Supplementary material 3 from: Runyon JB, Hurley RL (2015) A revision of the Nearctic species of Liancalus Loew (Diptera, Dolichopodidae). ZooKeys 483: 97-147. https://doi.org/10.3897/zookeys.483.9222
Supplemental Video 3: Explanation note: Two males of Liancalus similis showing the typical looping flight of Liancalus adults. This video was taken looking upwards on vertical basalt column on Palisade Falls, Gallatin County, Montana on October 12, 2012.
Supplementary material 2 from: Runyon JB, Hurley RL (2015) A revision of the Nearctic species of Liancalus Loew (Diptera, Dolichopodidae). ZooKeys 483: 97-147. https://doi.org/10.3897/zookeys.483.9222
Supplemental Video 2: Explanation note: Two adult males of Liancalus similis on Palisade Falls, Gallatin County, Montana on October 12, 2012. This video was taken looking upwards on vertical basalt column near water of falls.
Supplementary material 1 from: Runyon JB, Hurley RL (2015) A revision of the Nearctic species of Liancalus Loew (Diptera, Dolichopodidae). ZooKeys 483: 97-147. https://doi.org/10.3897/zookeys.483.9222
Supplemental Video 1: Explanation note: Adult female Liancalus similis feeding on nematocerous dipteran larva (Tipulidae?) on Palisade Falls, Gallatin County, Montana on June 27, 2013.
Information-Theoretic Distraction-Free Representation Learning for Visual Offline RL
<p>Cheetah and Walker dataset with Clean, Single Video, Multiple Videos, and 2x2 Grid distractions used as one of the tasks in the paper.</p> <p>We also provide the pretrained encoder for the given dataset.</p> <p>Since the dataset is quite large, we will release the code to generate the dataset. However, we are still in the process of cleaning the code.</p>
FIGURE 2 in Protoachlya papillata (Saprolegniales, Oomycota): a new name for Protoachlya hypogyna (Coker & Pemberton) TW Johnson & RL Seym
FIGURE 2. Concatenated analysis of the complete ITS and partial LSU rDNA regions of some species of Saprolegniaceae inferred by Maximum Likelihood method. The numbers next the branches indicate the bootstrap values (%) and the scale bar the numbers of substitution per site. In bold the isolate CCIBt 4079 from this study.
FIGURE 1. A–J. Protoachlya papillata. A in Protoachlya papillata (Saprolegniales, Oomycota): a new name for Protoachlya hypogyna (Coker & Pemberton) TW Johnson & RL Seym
FIGURE 1. A–J. Protoachlya papillata. A. Zoosporangium with protoachlyoid type of zoospore discharge. B. Zoosporangium with achlyoid type of zoospore discharge. C. Aplanoid type of zoospore discharge. D. Oogonium with hypogynous antheridium. E. Intercalary oogonium with papillate antheridial cell. F. Oogonium with many antheridia. G. Presence of fecundation tube in the oogonium. H. Lateral oogonium with monoclinous antheridia. I. Oogonium with two subcentric oospores. J. Oogonium with papillate wall. Scale bar = 10 μm.
ScienceDex guides
Understand access before you commit
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.