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6,025 results for “Science of science”
What is Open Science Word Art
<p>On August 11th 2022, TOPS held a community forum during which Mentimeter was used to collect anonymous survey data from the participants. Using the responses to the question, "In your own words, how do you define open science?", NASA Transform to Open Science created a word art diagram to show key issues. </p>
Data for: Representation in sea turtle science: slow progress towards gender equity and globalization revealed from thirty years of symposium abstracts
<p>Sea turtles are a circumglobal taxon that receive considerable research attention, yet there is little information about the demographics of sea turtle researchers. To assess long-term trends in demographic, geographic, and institutional representation within the sea turtle community, we quantified information from 7041 abstracts presented at the International Sea Turtle Symposium (ISTS) between 1988–2018. The dataset from this study is presented here.</p>
Greenhouse plant-soil feedback experiment at Cedar Creek Ecosystem Science Reserve
<p>We conducted a reciprocal greenhouse experiment to examine how the growth of prairie grass species depended on the soil communities conditioned by conspecific or heterospecific plant species in the field. The source soil came from monocultures in a long-term competition experiment (LTCE, Cedar Creek Ecosystem Science Reserve, MN, USA). Within the LTCE, six species of perennial prairie grasses were grown in monocultures or in eight pairwise competition plots for 12 years under conditions of low and high soil nitrogen availability. In six cases, one species clearly excluded the other; in two cases, the pair appeared to coexist. In year 12, we gathered soil from all 12 soil types (monocultures of six species by two nitrogen levels) and grew seedlings of all six species in each soil type for seven weeks.</p>
Open Access (OA) publication analysis of Tsinghua University in the context of Open Science - An example of Tsinghua University's publication on AGU in 2012-2022
<p>This dataset presents the publication of academic papers in American Geophysical Union (AGU)* Journals at Tsinghua University in 2012-2022, and conducts a statistical analysis of the publication of academic papers from the perspectives of the distribution of faculty sources, Open Access (OA) types, and repositories. The statistical analysis provides supports for the investigation of OA publishing behavior in the context of Open Science and the formulation of OA transformation policies.</p> <p> </p> <p>*Note: AGU is a non-profit organization composed of Earth, Atmospheric, Oceanic, Hydrologic, Space and Planetary scientists and enthusiasts. As a scholarly publisher, there are currently 14 subscription Journals and 12 OA Journals, and Science DB is included and certified by AGU as its recommended general repository.</p>
Machine learning for Material Science 2022 - Neural Networks Assignment Dataset
<p>Data for the neural network assignment</p> <p> </p>
OQM9HK: A Large-scale Graph Dataset for Machine Learning in Materials Science
<p>This is a large-scale graph dataset of materials science based on the Open Quantum Materials Database (OQMD) v1.5 .</p> <p><a href="https://storage.googleapis.com/rimcs_cgnn/oqm9hk_dataset_Sep_30_2022.pdf" target="_blank" rel="noopener">Technical Report</a></p> <p><a href="https://www.rimcs.co.jp" target="_blank" rel="noopener">RIMCS Website</a></p> <p><strong>Data Loading</strong></p> <p>A Python code example:</p> <pre><code>import sys sys.path.append('/your/path/to/data/OQM9HK_BEL') import OQM9HK bel_path='/your/path/to/data/OQM9HK_BEL' config = OQM9HK.load_config(path=bel_path) print(config['atomic_numbers']) split = OQM9HK.load_split(path=bel_path) print(len(split['train']), len(split['val']), len(split['test'])) graph_data = OQM9HK.load_graph_data(path=bel_path) name = next(iter(graph_data)) # Frist entry's name graph = graph_data[name] # Graph object print(graph.nodes) print(graph.edge_sources) print(graph.edge_targets) dataset = OQM9HK.load_targets(path=bel_path) # Pandas dataframe print(dataset) train_set = dataset.iloc[split['train']] val_set = dataset.iloc[split['val']] test_set = dataset.iloc[split['test']]</code></pre> <p> </p>
FIGURES 18a–e. Andrena senex Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 18a–e. Andrena senex Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 17a–e. Andrena scita Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 17a–e. Andrena scita Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 16a–e. Andrena nigrifrons Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 16a–e. Andrena nigrifrons Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 15a–e. Andrena longula Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 15a–e. Andrena longula Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 14a–e. Andrena limbata Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 14a–e. Andrena limbata Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 12a–e. Andrena incerta Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 12a–e. Andrena incerta Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 13a–e. Andrena incisa Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 13a–e. Andrena incisa Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 11a–e. Andrena gravida Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 11a–e. Andrena gravida Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 8a–e. Andrena florivaga Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 8a–e. Andrena florivaga Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 10a–e. Andrena fulvitarsis Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 10a–e. Andrena fulvitarsis Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 9a–e. Andrena fulva Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 9a–e. Andrena fulva Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 7a–e. Andrena floricola Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 7a–e. Andrena floricola Eversmann, 1852. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 6a–f. Andrena fallax Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 6a–f. Andrena fallax Eversmann, 1852. Lectotype, male: a—habitus, lateral view and labels; b—genitalia; c—head, frontal view; d— labrum, dorsal view; e—T1–T3, dorsal view f—mesosoma, dorsal view. Scale bar: 1 mm.
FIGURES 3a–e. Andrena candens Eversmann, 1852 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution V. Family Andrenidae, genus Andrena Fabricius, 1775, species described by E. Eversmann
FIGURES 3a–e. Andrena candens Eversmann, 1852. Lectotype, male: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—T1–T3, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.
ScienceDex guides
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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.