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zenodo40/100

Point, polygon, or marker? In search of the best geographic entity for mapping Cultural Ecosystem Services using the online PPGIS tool, "My Green Place."

<p>Excel files include the raw database and the processed data that led to the quadrat analyses. The &quot;Matrix_raw data&quot; file includes the raw data as downloaded from the server. This data was cleaned and organized for its posterior use. &quot;Quadrat analyzes &quot;file includes all the quadrat analyses resulting in each research question in the paper except question four. Question 4 can be seen in the file &quot;Water analysis_Blaarmeersen.&quot; All excel files come with a &quot;CODE&quot; tab that describes each of the codes used, their meaning, and ways that were calculated where necessary. Two zip files include all the GIS files. The first one includes the GIS files from which &quot;Matrix_raw data&quot; was built from. The second folder includes the resulting maps from the quadrat analyses. In order to visualize them as in the paper, configure the symbology tab at the GIS software in quantile and the categories number, as shown in the paper.</p> <p>The production of the files in the &quot;GIS_Processed data&quot; folder was done via a repetitive line of commands in ArcGIS pro. The same process was followed for each one of the quadrat analysis described in the paper. Refer to &quot;<a href="https://zenodo.org/api/files/72403e0b-78a9-4bbf-8dca-ed9b8702e3ae/Reproduction%20commands%20and%20parameters.pdf">Reproduction commands and parameters.pdf</a>&quot; for further information.</p>

opencc-by-4.0Dec 2020View details →
zenodo40/100

Online Math Tutor

<p>Get live math help at TutorEye from the best <a href="https://www.tutoreye.com/online-tutors/Math"><strong>online math tutors </strong></a>for better grades 24 7 online tuition for maths is just a click away! UpGRADE now</p>

opencc-by-4.0Jan 2021View details →
zenodo40/100

Fig. 3. Hibiscus hareyae. A in Discovered online: Hibiscus hareyae sp. nov. of sect. Lilibiscus (Malvaceae), threatened in coastal thicket at Lindi, Tanzania

Fig. 3. Hibiscus hareyae. A leaves and inflorescence from above showing epicalyces; B flower from below showing white inner petal markings. From Suleiman et al. 5526 (K). PHOTOS: A IAIN DARBYSHIRE, B TORAL SHAH.

opencc-by-4.0Dec 2020View details →
zenodo40/100

Fig. 2. Hibiscus hareyae. A in Discovered online: Hibiscus hareyae sp. nov. of sect. Lilibiscus (Malvaceae), threatened in coastal thicket at Lindi, Tanzania

Fig. 2. Hibiscus hareyae. A habit, leafy shoot; B full-sized leaf, abaxial surface; C flowering shoot; D petal; E anther; F anther, inner face; G anther, dorsal face showing filament insertion; H pedicel, epicalyx and calyx; J pedicel detail-indumentum; K calyx margin – indumentum; L epicalyx lobe — indumentum. From Milne-Redhead &amp; Taylor 7481. DRAWN BY ANDREW BROWN.

opencc-by-4.0Dec 2020View details →
zenodo40/100

Feature-based multi-resolution registration of immunostained serial sections - online material

<p>This is the supplementary online material, including full data, evaluation, and executables, for the paper "Feature-based multi-resolution registration of immunostained serial sections" that appeared in Medical Image Analysis, Volume 35, January 2017, Pages 288–302.</p> <p>Same material was deposited online under https://gdv-server.inf.uni-bayreuth.de/gdvcloud/index.php/s/NnSov0O65n9Gp01 </p> <p>We also include here further supplementary files deposited at the journal page (http://www.sciencedirect.com/science/article/pii/S136184151630127X) under CC-BY licence. See there for the definite version of the paper or http://www.mathematik.uni-marburg.de/~lobachev/papers/lobachev-media16-registration-preprint.pdf for the preprint.</p>

opencc-by-4.0Nov 2016View details →
zenodo40/100

Single-flicker online SSVEP BCI datset

<p>The zip archive contains EEG data from a newly developed brain-computer interface paradigm. The method is described in [1], and the dataset has been recorded for the application described in [2]. The two folders in the archive contain data from the training (offline) session and from the online session.</p> <p>Training data: Each subject has two training sessions. The .xdf files were generated by the Lab Streaming Layer (https://github.com/sccn/labstreaminglayer) from EEG data that were recorded using a BioSemi 32 channel amplifier. The files name after (subject_number)_(session_num).xdf. Each file includes 200 trials (50 trials for each direction).</p> <p>Online data: Each file contains data from one round of the game. The file name pattern is (subject_num)_(repeat_num) _(ramdon_background_num).mat. The Matlab data structure contains the following fields:<br> data. fsample: sampling rate (512 Hz)<br> data.trial:&nbsp; EEG signals for each step<br> data.time: time series of EEG signals for each step<br> data.class: classifier output for each step</p> <p>[1] Maye A, Zhang D, Engel AK (2017) &quot;<a href="https://ieeexplore.ieee.org/abstract/document/7911330">Utilizing Retinotopic Mapping for a Multi-Target SSVEP BCI With a Single Flicker Frequency</a>&quot;, IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 25, no. 7, pp. 1026-1036, July 2017, doi: 10.1109/TNSRE.2017.2666479.</p> <p>[2] Chen J, Zhang D, Engel AK, Gong Q, Maye A (2017) &quot;<a href="https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0178385">Application of a single-flicker online SSVEP BCI</a>&quot; for spatial navigation&quot;, PLoS ONE, 12(5): e0178385. <a href="https://doi.org/10.1371/journal.pone.0178385">https://doi.org/10.1371/journal.pone.0178385</a></p>

opencc-by-4.0May 2017View details →
zenodo40/100

Research data supporting "Online quantitative monitoring of live cell engineered cartilage growth using diffuse fiber-optic Raman spectroscopy"

<p>Research data supporting the publication:</p> <p>M. Bergholt, 2017, Online quantitative monitoring of live cell engineered cartilage growth using diffuse fiber-optic Raman spectroscopy, Biomaterials, Volume 140, September 2017, Pages 128–137, DOI: 10.1016/j.biomaterials.2017.06.015</p>

opencc-by-4.0Feb 2017View details →
zenodo40/100

Data + Analyses: "Gaze-dependent Coding of Somatosensory Reach Targets after Effector Movement: Testing the Impact of Online Information, Movement Timing, and Target Distance"

<p>This upload contains the experiment scripts (written in Presentation), data, and analyses (performed with MATLAB and SPSS) underlying the publication<strong> </strong>by Mueller &amp; Fiehler (2017). <em>PloS one</em>. doi:<strong>10.1371/journal.pone.0180782</strong></p>

opencc-by-4.0Jul 2017View details →
zenodo40/100

Topical alignment in online social systems

<p>Data used in the work&nbsp;https://arxiv.org/abs/1707.06525.</p> <p>Published Files:</p> <p># Hashtag coocurrence graph&nbsp;<br> cooccurrence.txt &mdash;- each line: hashtag1 hashtag2 #cooccurrences</p> <p># Communities<br> communities.txt -- 1 line for each community</p> <p># Hashtags used by users<br> users_hashtags.json -- json file wherein, for each user, there is a list of hashtags and the number of times that he/she used it</p> <p># Edges&nbsp;<br> follow_friend.txt - edges from 2013</p>

opencc-by-4.0Jul 2017View details →
zenodo40/100

Well-being at the Frontlines: Leadership Strategies for Building Up Strong Resources Among Emergency Responders: Online Supplement

<p>This is the online supplement for a mixed-methods article on resource-oriented leadership in emergency organizations.</p> <p><em>Abstract:&nbsp;</em>Repeated exposure to extreme events and other demanding missions can erode protective resources among emergency responders, causing health problems that, in turn, jeopardize their readiness and performance. Using a mixed-methods approach, this article examines how leaders of emergency responders can systematically maintain and even enhance their subordinates&rsquo; well-being. To identify effective leadership strategies, we conducted in-depth interviews with 25 fire chiefs, 25 platoon leaders, and 26 subordinates from the German fire services. Employing the critical incident technique, we explored leadership processes both during emergency situations and during interim phases (training, standby time, etc.). Person-oriented leadership (developing, group-serving, and caring behavior) was described as fostering various resource gains, while task-oriented leadership (directive and problem-solving behavior) was reported to mitigate resource threats. Moreover, the interviews underscore the importance of interim phases in enhancing well-being. A cross-sectional survey with firefighters and members of a technical relief organization (N = 459) supported the qualitative findings. We integrate our results into a framework that links leadership in emergency organizations to subordinates&rsquo; well-being and readiness in demanding work contexts. Moreover, we discuss the generalizability of our results to other high-risk work contexts.&nbsp;</p> <p>The study was approved by the ethics committee of the Faculty of Psychology &amp; Sports Science of [institution anonymized for review].</p> <p><br>This online supplement includes</p> <ul> <li>STUDY1_GermanFireServices.pdf: Description of the organizational differences between volunteer and professional firefighters in Germany</li> <li>STUDY1_InterviewGuides.pdf: All interview guides used in Study 1 (English translations)</li> <li>STUDY1_CI-summaries.pdf: Short summaries of all critical incidents collected in Study 1</li> <li>STUDY1_AnalysisDetails.pdf: Supplementary material on the qualitative analysis of the interviews conducted in Study 1</li> <li>STUDY2_Codebook.xlsx: a codebook describing all instructions and items of Study 2</li> <li>rawData_Study2.csv: raw data of Study 2 (anonymised; the raw data contains only the information of persons who were included in the analysis and have agreed to it.)</li> <li>STUDY2_AnalysisScript.R: An analysis script based on R</li> <li>STUDY2_Supplemental-Analyses.pdf: supplemental analyses including comparisons between final sample and dropout, comparisons between subgroups, detailed descriptive analyses</li> </ul>

opencc-by-4.0Jul 2024View details →
zenodo40/100

Fig. 3 in Earwigs-online: Vor- und Nachteile einer selbst entwickelten Internetdatenbank

Fig. 3: Nutzung der Earwigs-online Datenbank nach den Serverprotokollen des Providers in den letzten 12 Monaten (Juli 2004 bis Juli 2005). Mit rund 40 Sessions pro Tag (ca. 1200 pro Monat) ist die Nutzung erfreulich hoch.

opencc-by-4.0Dec 2005View details →
zenodo40/100

Fig. 2 in Earwigs-online: Vor- und Nachteile einer selbst entwickelten Internetdatenbank

Fig. 2: Schematische Darstellung der Vorgehensweise bei der automatischen Verschlagwortung der Aufsätze und Literaturzitaten.

opencc-by-4.0Dec 2005View details →
zenodo40/100

Contact tracing of binary stars: Pathways to stellar mergers (online data)

<p><strong># Data for Henneco et al. (2024)</strong></p> <p>This repository contains the input files required to reproduce the MESAbinary models from Henneco et al. (2024). It also contains the full machine-readable version of Table G.1. For an overview of the quantities in each column, we refer to the notes underneath Table G.1 in the paper.</p> <p>MESA r12778<br>MESA SDK 20.3.2</p> <p><strong>## MESA_inlists</strong></p> <p>- <strong>inlist1</strong>: inlist for the initially more massive primary star</p> <p>- <strong>inlist2</strong>: inlist for the initially less massive secondary star</p> <p>-<strong> inlist_project</strong>: inlist for the binary system</p> <p>&nbsp;</p> <p><strong>## run_extras</strong></p> <p>- <strong>run_star_extras.f</strong>: subroutines and functions for the individual stars</p> <p>- <strong>run_binary_extras.f</strong>: subroutines and functions for the binary system</p> <p>&nbsp;</p> <p><strong>## MESA_ZAMS_models</strong></p> <p>Precomputed ZAMS models read in through <strong>inlist1</strong> and <strong>inlist2</strong>.</p> <p>&nbsp;</p> <p><strong>## table_G1_full.txt</strong></p> <p>Full machine-readable version of Table G.1.<br>&nbsp;</p> <p><strong>## MESA_models_output</strong></p> <p>Detailed output of the MESAbinary calculations. <em>Will be added in due time.</em></p>

opencc-by-4.0Nov 2023View details →
zenodo40/100

Superadditive Communications with the Green Machine: Online Data Repository

<p>This online repository contains selected datasets and scripts for data processes in the paper "Superadditive Communications with the Green Machine: A Practical Demonstration of Nonlocality without Entanglement". arXiv.2310.05889</p>

opencc-by-4.0Nov 2023View details →
zenodo40/100

Atlas of Yucatec Maya Online

<p>presentation of the Atlas of Yucatec Maya online: project, aims, querying the online resource</p>

opencc-by-4.0Dec 2023View details →
zenodo40/100

Online Appendix for Networks of Inequality: Access to Water in Roman Pompeii

<p><strong>Online Appendix for Networks of Inequality: Access to Water in Roman Pompeii (Samuli Simelius)</strong></p><p>in Journal of Computer Applications in Archaeology "A Bridge too Far – Historical, Archaeological and Criminal Network Research"(eds. M. De Bernardin, M. Lorenzon, L. Tambs &amp; A. Traviglia)<br><br>Figure 1: The locations of the dwelling entrances used in the study, as well as the entrances to the unexcavated area.<br>Figure 2: The polyline layer representing the street network.</p><p>Table 1: The dwellings which I have interpreted differently from Matthew&nbsp;Notarian's interpretation – including their new water collection values.</p><p>Table 2: The population estimations of the dwellings and&nbsp;their new water collection values (seconds).<br>Table 3: The distances (minutes and meters) from dwellings to baths.&nbsp;</p>

opencc-by-4.0Dec 2023View details →
zenodo40/100

Online trust in Information Society. Four representative database and questionnaire (Hungary, Romania, Poland, Czech Republic

<p>This data collection was conducted by the Institute of the Information Society of the University of Public Service - Ludovika, and covered four Central European countries: the Czech Republic, Hungary, Poland, and Romania, with the aim of examining the characteristics of the use of information technology by the adult population in the region, mainly for communication purposes. A telephone survey was conducted in October and November 2019, and the results are representative of the population over 18 years of age in the four countries, categorized by age, gender, education, type of settlement and region.</p> <p><br>The data set contains:</p> <ul> <li>Questionnaires in the original languages (Hungarian, Czech, Romanian and Polish), and all questionnaires in English language, too.</li> <li>The four databases with variables in English</li> <li>Merged database of four databases</li> <li>Code table about variables&nbsp;</li> </ul>

opencc-by-4.0Aug 2023View details →
zenodo40/100

Responsi Formulir Pinjaman Online

Open the record for dataset details and reuse information.

opencc-by-4.0Dec 2023View details →
zenodo40/100

Bubble reachers and uncivil discourse in polarized online public sphere comments dataset

<p>This dataset contains comments in Portuguese and English gathered from various sources, such as news websites from Brazil and Canada, social media sites like Facebook and Reddit, e-commerce reviews, Wikipedia comments, among others. Each comment is accompanied by a "toxicity" score provided by the Perspective API.</p> <p><strong>Disclaimer</strong>: This file includes words or language that is considered profane, vulgar or offensive by some readers. Due to the topic studied in this article, quoting offensive language is academically justified, but we nor PLOS in no way endorse the use of these words or the content of the quotes. Likewise, the quotes do not represent the opinions of us or that of PLOS, and we condemn online harassment and offensive language.</p> <p>Column information:</p> <ul> <li><strong>preprocessed_text</strong>: the text after undergoing preprocessing steps;</li> <li><strong>dataset</strong>: the given name of the dataset;</li> <li><strong>source</strong>: the dataset's source name;</li> <li><strong>dataset_source</strong>: a combination of the dataset name with its source to facilitate data aggregation tasks;</li> <li><strong>TOXICITY</strong>: a continuous score between 0.0 and 1.0 provided by the Perspective API.</li> </ul> <p>In addition to the comments, there is a spreadsheet containing analyses referenced in the article associated with this dataset.</p>

opencc-by-4.0Dec 2023View details →
zenodo40/100

F I G U R E 5 in Untangling the web: dynamics of Australia s online terrestrial invertebrate trade

F I G U R E 5 (a) Total number of invertebrate listings per State on the classifieds website, (b) classes of invertebrate for sale per State. Note: the Y axes are transformed to display less abundant classes.

opencc-by-4.0Jun 2023View details →

ScienceDex guides

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

Compare curated 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.

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