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7,195 results for “SET”

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zenodo28/100

Data set from Fischertechnik Smart Factory Model at University of St.Gallen (Standard Fischertechnik Configuration)

<p>This is about 90 mins worth of data collected via the MQTT interface of the Fischertechnik Industry 9.0V smart factory model available at the University of St.Gallen. Each entry in the file corresponds to one message (as JSON object) received on a specific topic via MQTT.</p> <p>The description of the MQTT interface can be found here: <a href="https://github.com/fischertechnik/txt_training_factory/blob/master/TxtSmartFactoryLib/doc/MqttInterface.md">https://github.com/fischertechnik/txt_training_factory/blob/master/TxtSmartFactoryLib/doc/MqttInterface.md</a></p> <p>Check the following publications to learn more about our research using the model factory:</p> <p>Malburg, L., Seiger, R., Bergmann, R., &amp; Weber, B. (2020). Using physical factory simulation models for business process management research. In&nbsp;<em>Business Process Management Workshops: BPM 2020 International Workshops, Seville, Spain, September 13&ndash;18, 2020, Revised Selected Papers 18</em>&nbsp;(pp. 95-107). Springer International Publishing.</p> <p>Seiger, R., Zerbato, F., Burattin, A., Garc&iacute;a-Ba&ntilde;uelos, L., &amp; Weber, B. (2020, October). Towards iot-driven process event log generation for conformance checking in smart factories. In&nbsp;<em>2020 IEEE 24th International Enterprise Distributed Object Computing Workshop (EDOCW)</em>&nbsp;(pp. 20-26). IEEE.</p> <p>Seiger, R., Malburg, L., Weber, B., &amp; Bergmann, R. (2022). Integrating process management and event processing in smart factories: A systems architecture and use cases.&nbsp;<em>Journal of Manufacturing Systems</em>,&nbsp;<em>63</em>, 575-592.</p> <p>&nbsp;</p>

opencc-by-4.0Feb 2023View details →
zenodo28/100

TinyTLA: Topological Landscape Analysis for Optimization Problem Classification in a Limited Sample Setting

<p>Topological features as well as the AutoGluon classification accuracies</p>

opencc-by-4.0Feb 2023View details →
zenodo28/100

Supplementary material 3 from: Okanishi M, Kohtsuka H, Wu Q, Shinji J, Shibata N, Tamada T, Nakano T, Minamoto T (2023) Development of two new sets of PCR primers for eDNA metabarcoding of brittle stars (Echinodermata, Ophiuroidea). Metabarcoding and Metagenomics 7: e94298. https://doi.org/10.3897/mbmg.7.94298

A specimen list of brittle star species collected from Sagami Bay in the last 10 years

opencc-zeroMar 2023View details →
zenodo28/100

Supplementary material 4 from: Okanishi M, Kohtsuka H, Wu Q, Shinji J, Shibata N, Tamada T, Nakano T, Minamoto T (2023) Development of two new sets of PCR primers for eDNA metabarcoding of brittle stars (Echinodermata, Ophiuroidea). Metabarcoding and Metagenomics 7: e94298. https://doi.org/10.3897/mbmg.7.94298

Supplementary images S1–S16

opencc-zeroMar 2023View details →
zenodo28/100

Supplementary material 2 from: Okanishi M, Kohtsuka H, Wu Q, Shinji J, Shibata N, Tamada T, Nakano T, Minamoto T (2023) Development of two new sets of PCR primers for eDNA metabarcoding of brittle stars (Echinodermata, Ophiuroidea). Metabarcoding and Metagenomics 7: e94298. https://doi.org/10.3897/mbmg.7.94298

Taxonomic notes for detected taxa

opencc-zeroMar 2023View details →
zenodo28/100

Supplementary material 1 from: Okanishi M, Kohtsuka H, Wu Q, Shinji J, Shibata N, Tamada T, Nakano T, Minamoto T (2023) Development of two new sets of PCR primers for eDNA metabarcoding of brittle stars (Echinodermata, Ophiuroidea). Metabarcoding and Metagenomics 7: e94298. https://doi.org/10.3897/mbmg.7.94298

A fasta file of 1,340 mitochondrial 16S rRNA gene sequences

opencc-zeroMar 2023View details →
zenodo28/100

Does International Students' Self-Construal Set Them At Risk for Depression? Exploring Relationships Between Self-construal, Self-criticism, Self-compassion and Depressive Symptoms

<p>These two SPSS documents were raw data of our two exploratory correlational studies.&nbsp;<strong>Both studies</strong> <strong>did not collect any identifiable data</strong>.&nbsp;In Study 1, 104 Chinese and 131 German students in universities&nbsp;in the Netherlands filled in an online questionnaire in their mother tongues in February 2022. The questionnaire measured demographics, self-construal, self-criticism, self-compassion, depressive symptoms, and an open-ended questions.&nbsp;In Study 2, 240 Chinese and 191 German students in universities in the Netherlands filled in an online questionnaire in their mother tongues in June 2022. The questionnaire replicated Study 1, and additionally measured relational mobility and perceived social support.&nbsp;</p>

opencc-by-4.0Mar 2023View details →
zenodo28/100

Supplementary material 5 from: Okanishi M, Kohtsuka H, Wu Q, Shinji J, Shibata N, Tamada T, Nakano T, Minamoto T (2023) Development of two new sets of PCR primers for eDNA metabarcoding of brittle stars (Echinodermata, Ophiuroidea). Metabarcoding and Metagenomics 7: e94298. https://doi.org/10.3897/mbmg.7.94298

Additional data

opencc-zeroMar 2023View details →
zenodo28/100

Raptor@GenomeBiology: RefSeq data set

<p>Size: 29 GiB</p> <p>SHA256:&nbsp;cbf98d727cb87df8dff249714c4a2e07e24ade532e7d56f8849e3e9d8c0f27db</p>

opencc-by-4.0Mar 2023View details →
zenodo28/100

Data Set "A simple and consistent quantum-chemical fragmentation scheme for proteins that includes two-body contributions"

<p>Data set accompanying the publication &quot;A simple and consistent quantum-chemical fragmentation scheme for proteins that includes two-body contributions&quot;</p> <p>This dataset contains:</p> <p>- PDB files of all structures used as test cases</p> <p>- PyADF scripts for running MFCC-MBE(2) calculations</p> <p>- Jupyter notebook for generating plots including raw numerical data</p> <p>- Total energies (in a.u.) for the different test cases</p>

opencc-by-4.0Aug 2022View details →
zenodo28/100

Data set and analytic codes supporting "The impacts of within-stream physical structure and riparian buffer strips on semi-aquatic bugs in Southeast Asian oil palm"

<p>This deposit contains data set and analytic codes&nbsp;(accompanied with a meta data) supporting&nbsp;&quot;The impacts of within-stream physical structure and riparian buffer strips on semi-aquatic bugs in Southeast Asian oil palm&quot;. We assessed the impacts of within-stream physical structure and riparian buffer strips&nbsp;on semi-aquatic bug (Gerromorpha, Hemiptera) communities in oil palm streams in Sabah, Malaysia. Collections of semi-aquatic bugs were conducted from&nbsp;oil palm with&nbsp;and without riparian buffer strips.</p> <p>Several environmental parameters were collected to represent within-stream physical structure. We investigated the impacts&nbsp;on the abundance, biomass, species richness, and community composition of semi-aquatic bugs. Additionally, we studied the effects on the proportion of juveniles as well as female&nbsp;<em>Ptilomera</em>&nbsp;sp. (a morphospecies with clear sexual dimorphism in this study).</p> <p>This research was funded by the Jardine Foundation, the Cambridge Trust, the Natural Environment Research Council (NERC) (studentship 1122589),&nbsp;Proforest, the Varley Gradwell Travelling Fellowship, the Tim Whitmore Fund, the Panton Trust, the Cambridge University Commonwealth Fund,&nbsp;the Hanne and Torkel Weis-Fogh Fund, and the S.T. Lee Fund.</p>

opencc-by-4.0Apr 2023View details →
zenodo28/100

Thermal Power Prediction Data set

<p>Haoning Jia &#39;s graduation thesis chapter three raw data.</p>

opencc-by-4.0Apr 2023View details →
zenodo28/100

Data Set Generated by the Fuzzy Model Constructed to Describe Execution Tracing Quality

<p>The uploaded data set was generated by the fuzzy model published in&nbsp;T. Galli, F. Chiclana, and F. Siewe. Genetic algorithm-based fuzzy inference system for describing execution tracing quality. Mathematics, 9(21), 2021. ISSN 2227-7390. doi: https://doi.org/10.3390/ma th9212822. URL https://www.mdpi.com/2571-5577/4/1/20.</p> <p>The goal of the data generation is to make the published model available in the form of data points in a 5D space, which facilitates the construction of simpler models to approximate the original model. The names of the columns in the .csv file constitute the quality properties of execution tracing: (1) accuracy, (2) legibility, (3) implementation, and (4) security, while column (5) contains&nbsp;execution tracing quality derived from the fuzzy model. The indices in brackets show the column indices in the .csv file.</p> <p>All variables lie in the continuous range [0, 100], where 100 means the best possible quality value and 0 the complete lack of&nbsp; quality or the lack of the given&nbsp;quality property. While generating the data, the inputs were&nbsp;increased by a step-size 5 and the model&#39;s output was collected, i.e. 4 inputs, from including 0 to 100 with 21 data points (21^4 = 194481).</p> <p>&nbsp;</p>

opencc-by-4.0Apr 2023View details →
zenodo28/100

Data set Quality of Life Autism

<p>Data set for Quality of life of Families of Children with Autism Spectrum Disorders&nbsp;in Jordan.</p>

opencc-by-4.0Apr 2023View details →
zenodo28/100

Data set

<p>Data for the article&nbsp;</p>

opencc-by-4.0Apr 2023View details →
zenodo28/100

Modeling hydraulic heads with impulse response functions in different environmental settings (dataset and code supplement)

<p>These folders contain the input data, the scripts, and the output to reproduce the results and figures of Jemeljanova et al. &quot;Modeling hydraulic heads with impulse response functions in different environmental settings&quot;.<br> &nbsp;</p> <p>This research is funded by the Latvian Council of Science, project &ldquo;Spatial and temporal prediction of groundwater drought with mixed models for multilayer sedimentary basin under climate change&rdquo;, project No. lzp-2019/1-0165 and&nbsp;PostDoc research project agreement No. 1.1.1.2/VIAA/3/19/524.</p>

opencc-by-nc-sa-4.0Dec 2022View details →
zenodo28/100

Fig. 1 in The geological setting and palaeoenvironmental and palaeoecological reconstructions of the Upper Permian insect beds at Belmont, New South Wales, Australia

Fig. 1. (A) Outline map of Australia; (B) Outline map of New South Wales; (C) Map of Lake Macquarie area. The study area is enclosed in the rectangle.

opencc-by-4.0Apr 2007View details →
zenodo28/100

Fig. 8 in The geological setting and palaeoenvironmental and palaeoecological reconstructions of the Upper Permian insect beds at Belmont, New South Wales, Australia

Fig. 8. Analysis of insect orders by number and percentage of individual insects (not total specimen numbers), Belmont insect beds, based upon new Beattie collection (2002–2004).

opencc-by-4.0Apr 2007View details →
zenodo28/100

Data set (Song et al., Nat. Water)

<p>Data set (Song et al., Nat. Water)</p>

opencc-by-4.0Jun 2023View details →
zenodo28/100

Human reference genome analysis sets

<p>For details, see the companion <a href="https://github.com/lh3/ref-gen">GitHub repo</a>.</p>

opencc-by-4.0Jun 2023View details →

ScienceDex guides

Understand access before you commit

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

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.