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Dataset: Peoples Bancorp of North Carolina, Inc. (PEBK) 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.
FIV model for COVID-19 in People with HIV
<div> <p>Baseline characteristic data for animal groups</p> <p> </p> <p> </p> </div> <div>Output tables from viral_variant_caller (https://github.com/stenglein-lab/viral_variant_caller) and SNPGenie (https://github.com/chasewnelson/SNPGenie) pipeline.</div> <div> </div> <div> </div> <div>Next-generation sequencing reads are available from the NCBI SRA under Bioproject<a href="https://nam04.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.ncbi.nlm.nih.gov%2Fbioproject%2FPRJNA1129543&data=05%7C02%7Cshoroq.shatnawi%40okstate.edu%7C0ccb2c0f42b847d049c808dc9acaa999%7C2a69c91de8494e34a230cdf8b27e1964%7C0%7C0%7C638555443277564291%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C0%7C%7C%7C&sdata=MDrv0ysURQ6YvOBdyX7kSeTcLp7Hh50BKU6rE%2FvXpfw%3D&reserved=0" rel="noopener noreferrer"> </a>PRJNA1129543: <a href="https://nam04.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.ncbi.nlm.nih.gov%2Fbioproject%2FPRJNA1129543&data=05%7C02%7Cshoroq.shatnawi%40okstate.edu%7C0ccb2c0f42b847d049c808dc9acaa999%7C2a69c91de8494e34a230cdf8b27e1964%7C0%7C0%7C638555443277573779%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C0%7C%7C%7C&sdata=k8T6f22oMhX66jaQSDKyOzK9khFTyROZNa7JlLdG%2BNY%3D&reserved=0" rel="noopener noreferrer">https://www.ncbi.nlm.nih.gov/bioproject/PRJNA1129543</a></div>
Figure 7 in Pebbled places preferred by people and pipefish in a World Heritage protected area
Figure 7. – Stone-stacking tourism at a beach on the Captain Cook Highway between Cairns and Port Douglas, Aus tralia (Photo: BE).
Figure 4 in Pebbled places preferred by people and pipefish in a World Heritage protected area
Figure 4. – Examples of heavily engineered human structures that modify short-steep-coastal-streams other than large dams. A: A fishway on a tributary of the Aling Aling River, Bali (Photo: PK); B: A concrete weir in Futuna (Photo: PK); C: Road crossing at Routes de sud, New Caledonia (Photo: CL); D: Concrete steps in Okinawa (Photo: KM); E: A small weir and water offtake to supply public toilets at Ellis Beach, Australia (Photo: BE); F: A straight linear concrete realignment of a creek in New Britain (PNG (Photo: CL)).
Figure 1 in Pebbled places preferred by people and pipefish in a World Heritage protected area
Figure 1. – Adult Microphis leiaspis at Cape Tribulation. A: Female (~160 mm TL); B: Male (~150 mm TL) (Photos: BE).
Figure 2 in Pebbled places preferred by people and pipefish in a World Heritage protected area
Figure 2. – Selectivity (± 95% confidence interval (CI)) of Microphis leiaspis for categories of A: Flow velocity; B: Depth; C: Substratum type and D: Flow type, used v. availability across two streams. Selectivity values greater than or equal to 1.0, indicated by the red dashed line (including 95% CI) indicate positive selection by M. leiaspis toward a given category, while values less than 1.0 (including 95% CI) indicate negative selection.
Figs. 5-8 in First record of four bee (Hymenoptera: Apidae) associated mite species (Acari) from Democratic People's Republic of Korea
Figs. 5-8. Mites collected on bees in North Korea: 5. Scutacarus acarorum (Goeze, 1780) dorsal view, 6. ventral view. 7. Sennertia alfkeni (Oudemans, 1900) dorsal view, 8. ventral view.
Artificial Intelligence and the Future of Smart Cities-Figure 1. Smart people, smart ICTs and smart cities
<p>According to other authors “water, sewer, transportation, electricity, telecommunications, housing, healthcare, education — all of these functions—will have to be built from the ground up” (Glasmeier & Christopherson, 2015). This search is facilitated by the evolution of ICTs in general and of AI in particular. AI offers possibilities to replace the human being in complex and dangerous activities. But, smart cities start from smart human capital (Shapiro, 2006; Holland, 2008), because only smart people can create smart ICTs equipped with AI (Figure 1). These people and technologies will solve, by creativity and cooperation, problems associated with urban agglomerations, pollution, the depletion of some natural resources etc.</p>
EEG data collected with Emotiv device in people with epilepsy and controls in Guinea-Bissau and Nigeria
<p>Electroencephalography (EEG) data collected in people with epilepsy (N=163) and healthy controls (N=138) in two difficult-to-reach areas in rural Guinea-Bissau and Nigeria. Five minutes of fourteen channel resting-state EEG data were acquired with a portable, low-cost consumer-grade EEG recording headset. Experiments started either with two minutes of eyes closed or two minutes of eyes open which was randomized across participants. The order of the experiment is clarified in the meta-data files.</p> <p>A study describing an using this data can be found here:https://www.biorxiv.org/content/early/2018/05/17/324954.</p>
Turtle Shell Rattle Use by Indigenous Peoples of the Contiguous United States: Ethnographic Documentation
<p>**When using this data and information, please cite all of the following:</p> <blockquote> <p>Gillreath-Brown, Andrew. 2019. Creation to Rhythm: An Ethnographic and Archaeological Survey of Turtle Shell Rattles and Spirituality in the United States. Journal of Ethnobiology 39(3):425–444. <a href="http://doi.org/10.2993/0278-0771-39.3.425">http://doi.org/10.2993/0278-0771-39.3.425</a></p> <p>Gillreath-Brown, Andrew. 2019*. Turtle Shell Rattle Use by Indigenous Peoples of the Contiguous United States: Ethnographic Documentation. Version 1. Zenodo. Available at: <a href="https://doi.org/10.5281/zenodo.2545989">https://doi.org/10.5281/zenodo.2545989</a>. Date of use: day month year.**</p> <p>*Please update year and DOI if you cite a newer version. The DOI changes with each version in Zenodo, or you can use the DOI to cite all versions.</p> <p>**<em>Example:</em> Date of use: 17 April 2019.</p> </blockquote> <p><strong>OVERVIEW OF CONTENTS</strong></p> <p>The purpose of this work is to summarize information from published and unpublished ethnographies that document how Indigenous Peoples of the contiguous United States used—and, in some cases, continue to use—turtle shell rattles. The data contained herein have been used to suggest and support interpretations of turtle shell rattle remains recovered from the archaeological record across the United States.</p> <p>This compendium draws on an extensive database compiled and maintained by the author. The compendium lists the relevant ethnographic references; it gives the state and region of the United States and the Indigenous group that use(d) turtle shell rattles; it identifies the turtle shell rattle type and the various chelonian taxa by both their scientific and common names; and it describes the documented uses for turtle shell rattles for specific ethnic groups. I intend this compendium to serve as a summary of, and a guide to, the extensive ethnographic literature, which I encourage the reader to consult for additional, more-detailed information, as well as to understand the unique context.</p> <p>I used several criteria for deciding which information to include in the compendium. First, I was interested in what Indigenous Peoples used turtle shell rattles or turtle substitute rattles for (see Gillreath-Brown 2019) across the United States. I also try to include alternate or contemporary preferred names of the Native American groups in addition to the group name used in the literature. Second, I include primary ethnographic references in addition to other supporting references. In addition to providing the references in a word document, references are also compiled in the author’s Paperpile account, which is publically available at <a href="https://paperpile.com/shared/KU55Rg">https://paperpile.com/shared/KU55Rg</a>. Third, I was also interested in the type of rattle that was used and what turtle taxa (given by its scientific name according to Turtle Taxonomy Working Group 2017) was used in the construction of the rattle(s). I also provide the common name for scientific names. Fourth, I provide a use category for the rattles, which is comprised of ritual/ceremonial, medicinal/healing, and myth/creation. Finally, an ethnographic description and additional comments are provided to give further context for the turtle shell rattles and to further expand on the use categories. For example, for a use category of ritual/ceremonial, the description and comments field will generally list the dances or ceremonies where turtle shell rattles were used.</p> <p>A goal of the compendium is to aid researchers in their interpretations of archaeological turtle shell rattle remains, as well as to understand and document Indigenous music. Although turtle shell rattles have been present in the United States since the Archaic Period (ca. 8000–1000 BC), the specific uses of turtle shell rattles vary from group to group and over time. Some Indigenous Peoples may not have traditionally used turtle shell rattles or at least not for specific dances (e.g., Stomp Dance). For example, Howard and Kurath (1959:6) explain that the Ponca (of the midwestern United States) likely borrowed the stomp dance from eastern groups. Many Indigenous Peoples were forced from their traditional homelands and were placed in close proximity to other Indigenous Peoples, such as in the state of Oklahoma, that they may not have interacted with the past. Additionally, the Seminoles of Oklahoma may have learned about the use of condensed-milk can rattles as a substitute for turtle shell rattles from the Natchez-Cherokees around 1920 in Gore, Oklahoma (Howard and Lena 1984:117).</p> <p>Turtle shell rattle type is defined by the author and is presented in Gillreath-Brown 2019 (see also Gillreath-Brown and Peres 2017, 2018). In published literature, “turtle shell rattle” is phrased many different ways including: turtle shell rattle, terrapin carapace rattles, turtle carapace rattle, shell shakers, terrapin rattle, turtle shell shakers, terrapin shell rattle, turtle shell shackles, tortoise shell rattle, turtle shell leggings, and tortoise rattle (see Gillreath-Brown 2019: Supplemental Content, Supplementary Table 4). Additionally, sometimes turtle shell is hyphenated (i.e., turtle-shell). Tortoise and terrapin are also used as substitutes for “turtle.”</p> <p>Download the current version of the excel file below.</p> <p>References cited in the description above are in the word document “References Cited” and in Paperpile, except for Turtle Taxonomy Working Group (2017).</p> <p>Turtle Taxonomy Working Group [Rhodin AGJ, Iverson JB, Bour R, Fritz U, Georges A, Shaffer HB, et al]. 2017. Turtles of the world: Annotated checklist and atlas of taxonomy, synonymy, distribution, and conservation status. 8th ed. In: Rhodin AGJ, Iverson JB, van Dijk PP, Saumure RA, Buhlmann KA, Pritchard PCH, et al, editors. Conservation biology of freshwater turtles and tortoises: A compilation project of the IUCN/SSC tortoise and freshwater turtle specialist group. Chelonian Research Monographs 2017;7: 1–292. <a href="https://doi.org/10.3854/crm.7.checklist.atlas.v8.2017">https://doi.org/10.3854/crm.7.checklist.atlas.v8.2017</a></p> <p><strong>Acknowledgments</strong></p> <p>This publication would not have been possible without the support of many people and institutions. I also thank the editors and reviewers for the original article (DOI) that was published in the <em>Journal of Ethnobiology </em>Special Issue, “Ethnobiology Through Song.” I also thank my colleague Dr. Tanya Peres, who I have worked extensively with on this topic.</p> <p><em>Andrew Gillreath-Brown</em> is currently a PhD Candidate in the Department of Anthropology at Washington State University.</p>
Figure 3. A in The emigration of peoples from the area of Western Bosnia and Herzegovina during the Balkans civil conflict and implications for the Avifauna (Case study Pašića polje at Bosansko Grahovo)
Figure 3. A) The settlements located between arable land and pastures. B) Pastures – landscapes in which livestock grazing co-occurs with scattered trees and shrubs
Fig. 2 in Caatinga Ethnoherpetology: Relationships between herpetofauna and people in a semiarid region of northeastern Brazil
Fig. 2. Graphs showing the values obtained with the richness estimators of herpetofaunal species hunted in surveyed area. Number of Species Observed (Sobs = 18 ± 2.44), Number of species estimated (Chao2 = 22.96 ± 5.07).
Fig. 1 in Caatinga Ethnoherpetology: Relationships between herpetofauna and people in a semiarid region of northeastern Brazil
Fig. 1. Location of the municipality of Pocinhos (Paraíba State, Northeast Brazil), where the study was conducted.
GENEActiv accelerometer files collected during the project entitled "Cultures et comportements alimentaires de la jeunesse dans les pays francophones du Pacifique au XXIème siècle: exemple de la Nouvelle-Calédonie" [Eng: "Eating cultures and behaviors of young people in French-speaking Pacific countries in the 21st century: the example of New Caledonia"] (anonymized version - first part)
<p><a title="GENEActiv" href="https://activinsights.com/technology/geneactiv/" target="_blank" rel="noopener">GENEActiv</a> accelerometer .csv files converted with a 1 second epoch from raw GENEActiv .bin files recorded during the project entitled "<strong>Cultures et comportements alimentaires de la jeunesse dans les pays francophones du Pacifique au XXIème siècle: exemple de la Nouvelle-Calédonie</strong>" [en: "<strong>Eating cultures and behaviors of young people in French-speaking Pacific countries in the 21st century: the example of New Caledonia</strong>"]. Devices are 60-Hz triaxial accelerometers.</p> <p>This dataset also contains <strong>participantCharacteristics.csv</strong> that povides basic information about participants and <strong>read_a_binFile_share.R</strong> that is a short R code aiming at converting and saving accelerometer data from .bin files in 1 second epoch .csv files (consider the Methods section).</p> <p>Participant characteristics: 10 to 16 years old students and some parents.</p> <p>Number of participants: 231 (206 adolescents + 25 adults).</p> <p>Year of the study: 2018 - 2019.</p> <p>Place of the study: New Caledonia.</p> <p>The accelerometer .csv files with a 1 second epoch and extracted from raw .bin files are available in open datasets:</p> <ul> <li><a title="Open dataset - first part" href="https://doi.org/10.5281/zenodo.12615468" target="_blank" rel="noopener">anonymized version - first part</a></li> <li><a title="Open dataset - second part" href="https://doi.org/10.5281/zenodo.12638746" target="_blank" rel="noopener">anonymized version - second part</a></li> <li><a title="Open dataset - third part" href="https://doi.org/10.5281/zenodo.12682660" target="_blank" rel="noopener">anonymized version - third part</a></li> </ul> <p>The accelerometer raw .bin files are available in <strong>restricted datasets</strong>:</p> <ul> <li><a title="Restricted dataset - first part" href="https://doi.org/10.5281/zenodo.11594645" target="_blank" rel="noopener">non-anonymized version - first part</a></li> <li><a title="Restricted dataset - second part" href="https://doi.org/10.5281/zenodo.12638965" target="_blank" rel="noopener">non-anonymized version - second part</a></li> <li><a title="Restricted dataset - third part" href="https://doi.org/10.5281/zenodo.12661429" target="_blank" rel="noopener">non-anonymized version - third part</a></li> </ul> <p>Other participant characteristics (age, place of living, cultural community and socio-economic status) are available in a <a title="Information associated with GENEActiv accelerometer files collected during the project entitled "Cultures et comportements alimentaires de la jeunesse dans les pays francophones du Pacifique au XXIème siècle: exemple de la Nouvelle-Calédonie" [en: "Eating cultures and behaviors of young people in French-speaking Pacific countries in the 21st century: the example of New Caledonia"] (non-anonymized information version)" href="https://doi.org/10.5281/zenodo.12195186" target="_blank" rel="noopener">restricted non-anonymized dataset</a>.</p> <p>When using this dataset, please cite the following reference:<br><a title="Wattelez et al. 2025" href="https://doi.org/10.1016/j.dib.2024.111228" target="_blank" rel="noopener">G. Wattelez, S. Frayon, O. Galy, Assessing physical activity/behavior of adolescents living in the Pacific with accelerometer data: 231 GENEActiv records in New Caledonia, Data in Brief 58 (2025) 111228, doi: 10.1016/j.dib.2024.111228</a></p>
What to call people involved in citizen science projects? - extended version
<p>The diagram summarises terms used for referring to participants of citizen science activities as well as typical critiques on these terms. It thus shows - there is no on "correct" terminology. Adequate terms should relate to the self-understanding of participants - for this reason it is recommended to do research, get feedback and make decisions jointly.</p> <p>A German version of this diagram is available here: http://doi.org/10.5281/zenodo.5031929 </p> <p>This work is licensed under a Creative Commons Attribution 4.0 International Licence (https://creativecommons.org/licenses/by/4.0/). For re-use, please specify authors in the following way: Tim Kiessling, extention by Claudia Göbel and Susann Hippler for SoCiS (t1p.de/socis). The Original was published in »Citizen Science Terminology Matters: Exploring Key Terms« von Eitzel et al. 2017 (https://t1p.de/hqss). The extention is based on a study on participatory research in humanities and social science with additional terms/critiques from these domains as well as contributors who remained invisible so far (final row).</p> <p>More information: https://www.hof.uni-halle.de/projekte/socis/</p>
Figs 1-6 in Supplement to the knowledge of the genera Baeocera ERICHSON, 1845 and Scaphobaeocera CSIKI, 1909 (Coleoptera, Staphylinidae, Scaphidiinae) of the People's Republic of China
Figs 1-6: Baeocera karenovicsi nov.sp., genitalia. (1) Aedeagus in dorsal view; (2) Apical part of median lobe in lateral view; (3) Internal sac; (4) Paramere in ventral view; (5) Paramere in lateral view; (6) Gonocoxite and gonostyle. Fig. 7-9. Baeocera proclinata nov.sp., genitalia. (7) Aedeagus in dorsal view; (8) Internal sac in dorsal view; (9) Internal sac in lateral view. Scale-bars = 0.1 mm (1, 7); 0.05 mm (2-5, 8); 0.03 mm (6).
Five vital signs of normal people
<p>The csv file published contains vital signs dataset of people whom are not suffering from any diseases. Each row in the dataset related to one person, the readings measured from human body three times a day for three days ( total of nine readings per vital sign per subject ). Each time the doctor measures the 5 vital signs (Body temperature, heart rate, oxygen saturation, systolic blood pressure, diastolic blood pressure). This dataset is published under CC0 license.</p>
Barriers & Facilitators of People With Disabilities in Accepting & Adopting Autonomous Shared Mobility Services (Project A5)
<p>Enclosed you will find the data collected during our STRIDE Phase II Extension research project (A5) and a data dictionary.</p>
Dataset for the systematic literature review on low-cost Assitive Technologies for Disabled People using OSHW and OSS
<p>Repository with the complete list of articles and GitHub projects that were taken in the systematic literature review (SLR) on <strong>low-cost (frugal) Assistive Technologies for Persons with Disabilities</strong> using open-source hardware (OSHW) and open-source software (OSS).</p> <ul> <li>The first file contains a description of technologies (OSHW, OSS), difficulties in the studies, type of AT, number of participants in the evaluation in the testing stage, and type of study (alpha, beta, or pilot prototype) for the articles included in the SLR (n=155).</li> <li>The second file contains the detailed description of the GitHub projects in the SLR (n=41).</li> </ul>
Poses of People in Art: A Data Set for Human Pose Estimation in Digital Art History
<p>Throughout the history of art, the pose—as the holistic abstraction of the human body's expression—has proven to be a constant in numerous studies. However, due to the enormous amount of data that so far had to be processed by hand, its crucial role to the formulaic recapitulation of art-historical motifs since antiquity could only be highlighted selectively. This is true even for the now automated estimation of human poses, as domain-specific, sufficiently large data sets required for training computational models are either not publicly available or not indexed at a fine enough granularity. With the <em>Poses of People in Art</em> data set, we introduce the first openly licensed data set for estimating human poses in art and validating human pose estimators. It consists of 2,454 images from 22 art-historical depiction styles, including those that have increasingly turned away from lifelike representations of the body since the 19<sup>th</sup> century. A total of 10,749 human figures are precisely enclosed by rectangular bounding boxes, with a maximum of four per image labeled by up to 17 keypoints; among these are mainly joints such as elbows and knees. For machine learning purposes, the data set is divided into three subsets—training, validation, and testing—, that follow the established JSON-based Microsoft COCO format, respectively. Each image annotation, in addition to mandatory fields, provides metadata from the art-historical online encyclopedia WikiArt.</p>
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.