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zenodo32/100

FIGURES 8a–e. Andrena lazoiana Osytshnjuk, 1995 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 8a–e. Andrena lazoiana Osytshnjuk, 1995. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 10a–e. Andrena nativa Osytshnjuk, 1984 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 10a–e. Andrena nativa Osytshnjuk, 1984. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 6a–e. Andrena kryzhanovskii Osytshnjuk, 1993 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 6a–e. Andrena kryzhanovskii Osytshnjuk, 1993. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 7a–e. Andrena laevis Osytshnjuk, 1983 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 7a–e. Andrena laevis Osytshnjuk, 1983. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 13a–e. Andrena pesenkoi Osytshnjuk, 1984 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 13a–e. Andrena pesenkoi Osytshnjuk, 1984. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 5a–e. Andrena kirgisica Osytshnjuk, 1994 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 5a–e. Andrena kirgisica Osytshnjuk, 1994. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 4a–e. Andrena khabarovi Osytshnjuk, 1986 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 4a–e. Andrena khabarovi Osytshnjuk, 1986. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 24a–e. Andrena cochlearicalcar Lebedev, 1933 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 24a–e. Andrena cochlearicalcar Lebedev, 1933. Lectotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 22a–e. Andrena zharkolia Osytshnjuk, 1994 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 22a–e. Andrena zharkolia Osytshnjuk, 1994. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 3a–e. Andrena gravida ssp. rubidopilosa Osytshnjuk, 1994 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 3a–e. Andrena gravida ssp. rubidopilosa Osytshnjuk, 1994. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 2a–e. Andrena carbonaria ssp. imamiana Osytshnjuk, 1994 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 2a–e. Andrena carbonaria ssp. imamiana Osytshnjuk, 1994. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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FIGURES 1a–e. Andrena callopyrrha ssp. kozlovi Osytshnjuk, 1994 in The type specimens of bees (Hymenoptera, Apoidea) deposited in the Zoological Institute of the Russian Academy of Sciences, St. Petersburg. Contribution VII. Family Andrenidae, genus Andrena Fabricius, 1775, taxa described by A. Osytshnjuk and A. Lebedev

FIGURES 1a–e. Andrena callopyrrha ssp. kozlovi Osytshnjuk, 1994. Holotype, female: a—habitus, lateral view and labels; b—head, frontal view; c—labrum, dorsal view; d—metasoma, dorsal view; e—mesosoma, dorsal view. Scale bar: 1 mm.

opennotspecifiedMay 2024View details →
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Hidden citations obscure true impact in science

<p>The repo consists of the intermediate results (subGPhy10000/) for "Hidden citations obscure true impact in science" (https://academic.oup.com/pnasnexus/article/3/5/pgae155/7664049). The corresponding code is available at&nbsp;<a href="https://github.com/Barabasi-Lab/hidden-citation" target="_blank" rel="noopener">https://github.com/Barabasi-Lab/hidden-citation</a>.</p>

opencc-by-4.0May 2024View details →
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Obtaining Continental-Scale, High-Resolution 2-d Ionospheric Flows and Application to Meso-Scale Flow Science

<p>The SuperDARN 2-d velocity vectors using the spherical elementary current systems (SECS) technique. The file names show UT. Each file contains magnetic latitude and longitude, geographic latitude and longitude, northward and eastward velocity in magnetic, northward and eastward velocity in geographic, and the number of echoes in each grid. AACGM is used as the magnetic coordinates.</p>

opencc-by-4.0May 2024View details →
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Qualitative research: Behavioral antecedents of crowdsourcing in science: academic teachers' perspective

Open the record for dataset details and reuse information.

opencc-by-4.0Jun 2024View details →
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Focus research group: Behavioral antecedents of crowdsourcing in science: academic teachers' perspective

Open the record for dataset details and reuse information.

opencc-by-4.0May 2024View details →
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Replication data for: A global perspective on social stratification in science

<p><strong>Replication materials for "A global perspective on social stratification in science"</strong></p> <p>This data comprises the number of Scopus authors by OECD macro field of science, country, authors' inferred gender, author's academic age, and bibliometric class. The sum of the column counts is: 8,225,368.&nbsp;</p> <p>**Please note**: there are 554 rows in the table indicated with "NA" where some of these variables are missing.</p> <p><strong>Paper metadata</strong><br>**Title**: A global perspective on social stratification in science</p> <p>**Authors**: Aliakbar Akbaritabara (Max Planck Institute for Demographic Research, Rostock, Germany), Andres F. Castro Torres (Max Planck Institute for Demographic Research, Rostock, Germany; Center for Demographic Studies, Barcelona, Spain), Vincent Larivi&egrave;re (Universit&eacute; de Montr&eacute;al, Montr&eacute;al, Canada)</p> <p>**Corresponding author and email**: Aliakbar Akbaritabar, akbaritabar@demogr.mpg.de</p> <p>**Abstract**:&nbsp;<br>To study stratification among scientists, we reconstruct the career-long trajectories of 8.2 million scientists worldwide using 12 bibliometric measures of productivity, geographical mobility, collaboration, and research impact. While most previous studies examined these variables in isolation, we study their relationships using Multiple Correspondence and Cluster Analysis. We group authors according to their bibliometric performance and academic age across six macro fields of science, and analyze co-authorship networks and detect collaboration communities of different sizes. We found a stratified structure in terms of academic age and bibliometric classes, with a small top class and large middle and bottom classes in all collaboration communities. Results are robust to community detection algorithms used and do not depend on authors&rsquo; gender. These results imply that increased productivity, impact, and collaboration are driven by a relatively small group that accounts for a large share of academic outputs, i.e., the top class. Mobility indicators are the only exception with bottom classes contributing similar or larger shares. We also show that those at the top succeed by collaborating with various authors from other classes and age groups. Nevertheless, they are benefiting disproportionately from these collaborations which may have implications for persisting stratification in academia.</p> <p>**Keywords**:<br>bibliometric data; research productivity; scientific collaboration; scientific mobility; scholarly impact and citations<br><br></p> <p><strong>Description of the data</strong><br>The dataset contains SIX columns as follows:</p> <p>**base_oecd**: Six OECD macro fields of science such as "Agricultural_Sciences", "Engineering_and_Technology", "Humanities", "Medical_and_Health_Sciences", "Natural_Sciences", "Social_Sciences", and "NA" (for missing) &nbsp;</p> <p>**base_countr**: Country name (see details in the paper)</p> <p>**gender**: Inferred gender based on the name of the author; it includes "fem" for "female", "mal" for "male", and "unkn" for "uknown" gender who are the authors whose gender could not be determined. Please see methods section for the details.</p> <p>**basc_acadag**: Academic age grouped into age groups such as "10-14", "15-20", "2-5", "21-25", "6-9", "One", and "NA" (for missing age group)</p> <p>**cluster6**: Bibliometric class assigned to authors aggregated at the country level as reported in the paper such as "BT", "ML", "LW", "MH", "TP", "HG", and "NA" (for missing). Please see methods section in the paper for the details.</p> <p>**count**: Number of unique authors</p> <p>For queries, contact: akbaritabar@demogr.mpg.de</p>

opencc-by-4.0Jun 2024View details →
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Perceived Barriers to Open Science among Researchers in Mathematics, Natural Sciences, and Cognitive Sciences

<p><strong>General Information:</strong></p> <p>This dataset contains artifacts related to Riedel et al. (2024) "Perceived Barriers to Open Science among Researchers in Mathematics, Natural Sciences, and Cognitive Sciences", presented at the Hochschule 2034 Workshop (DOI WILL BE ADDED). Here, we investigate the perceived barriers to open science practices by researchers. This dataset contains the a XLSX file containing the questionnaire&rsquo;s answers, and a Jupyter notebook script to evaluate the given data.&nbsp;</p>

opencc-by-4.0Jun 2024View details →
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Assessing and Correcting Neighborhood Socioeconomic Spatial Sampling Biases in Citizen Science Mosquito Data Collection

<p>Reporting data from the Mosquito Alert citizen science system, active catch basin surveillance, and mosquito trap surveillance used in "Assessing and Correcting Neighborhood Socioeconomic Spatial Sampling Biases in Citizen Science Mosquito Data Collection."</p> <p>The file named mosquito_alert_adult_bite_reports_Barcelona_2014_2023.Rds includes all adult mosquito and mosquito bite reports received from Barcelona Municipality from the start of the Mosqiuto Alert project in 2014 through the end of 2023. The file named mosquito_alert_validated_albopictus_reports_Barcelona_2014_23.Rds&nbsp;includes all expert-validated&nbsp;<em>Ae. albopictus </em>reports received from Barcelona Municipality during the same time period. The data is stored as RDS files and contain the following fields:</p> <ul> <li><strong>year&nbsp;</strong>- the year in which the report was made. Class = dbl.</li> <li><strong>date&nbsp;</strong>- the date om which the report was made. Class = date.</li> <li><strong>type&nbsp;</strong>- the report type, either adult mosquito ("adult") or mosquito breeding site ("site"). Class = chr.</li> <li><strong>lon</strong> - the longitude of the report location. Class = dbl.</li> <li><strong>lat</strong> - the latitude of the report location. Class = dbl.</li> <li><strong>validation_score</strong> - Entolab validation score. Either 1 (possible <em>Ae. albopictus</em>) or 2 (probable <em>Ae. albopictus</em>). This field is present only in the validated reports data.&nbsp;</li> </ul> <p>The file named active_catch_basin_drain_data.Rds includes information about all catch basin drains in Barcelona Municipality in which the Barcelona Public Health Agency (ASPB) detected mosquito activity as part of its continuous monitoring and control of mosquitoes from 2019 through 2023. The data is stored in an RDS file with the following fields:</p> <ul> <li><strong>any_reports </strong>- dummy variable indicating whether any Mosquito Alert adult mosquito or mosquito bite reports were sent through Mosquito Alert from within 200 m of the catch basin drain during the year in which the ASPB detected mosquito activity in hte catch basin drain. Class = lgl.</li> <li><strong>se_expected</strong> - sampling effort for the 0.025 degree lon/lat sampling cell in which the catch basin drain lies during the year in which the ASPB detected mosquito activity in the drain. This value is taken from the SE_expected variable in the sampling_effort_daily_cellres_025.csv.gz file available at https://zenodo.org/records/12602985. Sampling effort is estimated as the expected number of participants sending at least one report from the cell during the day in question given the the number of participants recorded in the cell that day and the amount of time elapsed since each one began participating in the project. Class = dbl.</li> <li><strong>p_singlehh</strong> - proportion of single-member households in the population of the census tract in which the catch basin drain is located. Class = dbl.</li> <li><strong>mean_age&nbsp;</strong>- mean age of the population of the census tract in which the catch basin drain is located. Class = dbl.</li> <li><strong>mean_rent_consumption_unit</strong> - mean income per consumption unit in the census tract in which the catch basin drain is located. Class = dbl.</li> <li><strong>popd</strong> - population density of the census tract in which the catch basin drain is located. Class = dbl.</li> <li><strong>id_item&nbsp;</strong>- unique identifier given to the catch basin drain. Drain itentifiers appear multiple times in the data when the ASPB detected activity in the drain in multiple years. Class = dbl.</li> </ul> <p>The file named trap_data.Rds includes information on the adult mosquito trap surveillance analyzed in this article.&nbsp;The data is stored in an RDS file with the following fields:</p> <ul> <li><strong>females </strong>- number of Ae. albopictus females found in the trap. Class = dbl.</li> <li><strong>trap_name</strong> - unique identifier for the trap. Class = chr.</li> <li><strong>trapping_effort</strong> - number of days from when the trap was set to when it was checked. Class = dbl.</li> <li><strong>date</strong> - date on which the trap was checked. Class = date.</li> <li><strong>mean_tm30</strong> - mean temperature for the 30 days leading up to the date on which the trap was checked. Class = dbl.</li> <li><strong>mean_rent_consumption_unit&nbsp;</strong>- mean income per consumption unit for the census tract in which the trap was located. Class = dbl.</li> </ul>

opencc-by-4.0Feb 2024View details →
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FIGURE 7 in Taxonomic notes on three species of Tiwaripotamon Bott, 1970 (Crustacea: Brachyura: Potamidae) from Vietnam and China, one of which is new to science

FIGURE 7. Tiwaripotamon pingguosense Dai &amp; Naiyanetr, 1994. A, B, holotype male (52.9 × 40.8 mm) (CAS-CB 5243), China; C, D, paratype female (51.6 × 39.4 mm) (CAS-CB 5243), China. A, dorsal view of carapace; B frontal view of cephalothorax; C, ventral view of habitus; D, female sternopleonal cavity and vulvae.

opennotspecifiedJul 2024View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record