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29,896 results for “activity”

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edi52/100

Bonanza Creek LTER: Active Layer Depth or Permafrost Presence for the Regional Site Network

The initial goal (2000-2013) of these data was to define the presence/absence of permafrost within 2.5m of the surface in the regional site network. Efforts were focused mainly on sites where this was not easily deduced. The final subset of sites (2015 � present) are distributed across the 3 ecoregions of the RSN and primarily in older aged wet sites. The permafrost distribution in interior Alaska is discontinuous and dynamic; susceptible to fire and climate disturbances. Therefore, sites included in this long-term monitoring dataset may cease to be monitored as permafrost degrades and disappears or may be monitored again if permafrost is reestablished.

openOpenNov 2025View details →
edi52/100

Bonanza Creek LTER: Annual Active Layer Depths from 1984 to Present in the Bonanza Creek Fireline near Fairbanks, Alaska

In 1983 the Rosie Creek fire burned sections of the Bonanza Creek Experimental Forest, providing researchers with a chance to study fire effects. Part of the study was to initiate another long term study on effects of firelines in permafrost areas similar to the one after the Wickersham fire in 1971. This dataset comprises depths to permafrost in a transect perpendicular to a fireline that was dug during the Rosie Creek fire in 1983. The transect proceeds from the burned area, across the fireline and into an unburned control area. Permafrost depth is measured at intervals in each area with a frost probe on a yearly basis. There are ten stakes in the burned area, twenty in the fireline and fireline margin areas, and ten stakes in the control area. Portions of the fireline were either cleared of vegetation or scraped to mineral soil. In 2002 Kenji Yoshikawa drilled a 5 meter deep hole between stakes nine and ten.

openOpenNov 2025View details →
edi52/100

APEX beta greenhouse gas flux data from both the permafrost plateau area and the active thaw margin, from 2017 on

This dataset contains greenhouse gas flux data for the bog and permafrost plateau sites at the Alaskan Peatland Experiment (APEX) from 2017 on. Includes some environmentals, raw gas concentrations, and derived gas flux rates.

openOpenNov 2024View details →
edi52/100

Redox-Active Organic Matter Measurements at the APEX fen in the Bonanza Creek Experimental Forest near Fairbanks, Alaska (2021-2022)

This dataset contains measurements collected for the publication "Direct and Indirect Effects of Water Table on Redox-Active Organic Matter Reduction in an Alaskan Rich Fen". This includes redox-active organic matter reduction measurements for three different experiments that took place at the APEX Fen; (1) common substrate in 2021, (2) common substrate in 2022, (3) peat collected from each water-table manipulation plot. Water-table levels are reported for experiments 1 and 2. Carbon greenhouse gas measurements and fluorescence and absorbance data are reported for experiment 2. Carbon greenhouse gas measurements are reported for experiment 3.

openOpenJul 2025View details →
edi52/100

Hubbard Brook Nitrogen Oligotrophication (HBNO): Microbial Biomass and Activity, 2021-2023

The goal of this project is to test the overarching hypothesis that positive feedback mechanisms involving changes in seasonal cycles that diminish N availability to plants such that plant N demand is not met by soil N availability in northern forests. Specifically, we hypothesize that increasing N demand by plants (induced by increasing temperatures, longer growing seasons, and other environmental changes) leads to greater N resorption by trees in autumn, increased C:N in litter, and greater net immobilization of N by soil microbes in the following spring. However, the timing of snowmelt and soil freezing in spring may further affect net mineralization and N availability for plants. These hypotheses are being tested with a combination of observational, experimental, and modeling approaches at Hubbard Brook Experimental Forest in New Hampshire: 1) measurements at 14 previously established sites along an elevation/aspect climate gradient; 2) litter and snow manipulation experiments at six sites along the climate gradient to create variation in soil climate conditions and microbial N immobilization during spring. We leveraged 14 sites previously established along an elevation and aspect-driven climate gradient at Hubbard Brook as a “natural climate experiment" to test our hypothesis that a positive feedback between N cycling during fall senescence and spring contributes to declining N availability in northern forests. This elevation gradient encompasses variation in mean annual air temperature of ~2.5 °C that is similar to the change projected to occur with climate change over the next 50–100 years in the northeastern U.S. There is relatively little variation in soils along the gradient. We are utilizing three sites at higher elevation (~550-660 m, north facing) and three sites at lower elevation (~375-500 m, south facing) for the litter and snow manipulation experiments to maximize the differences in temperature among the 14 sites. Litterbox manipulation: The objecti

openCC (other)Dec 2024View details →
edi52/100

The effects of changing vegetative composition on the abundance, species diversity and activity of birds at the Jornada Basin LTER site, 1997

This data package contains bird abundance data collected in plots that have had various plant functional groups or species experimentally removed at the Jornada Basin LTER site in southern New Mexico, USA. This data was collected in an effort to distinguish the differential effects of plant community biomass, plant community functional groups, and biodiversity within functional groups on plant community function, including effects on animals. To make these distinctions, treatments were established by the selective removal of plant species or functional groups within experimental plots. There are eight treatments: control (C, no removals); four functional group removal treatments (PG, perennial grass removed; S, shrubs removed; SSh, subshrubs removed; Succ, succulents removed), and three species richness manipulation treatments. Richness manipulations included a simplified treatment (Simp), where only the single most abundant species of each growth form is preserved and all other species in the growth form are removed, a reduced‐Larrea treatment (rL), where the Larrea is assumed to be the dominant and is removed while minority components remain, and a reduced-Prosopsis treatment (rP), where Prosopis rather than Larrea is removed as the shrub dominant. Following treatments, bird abundance and habitat preference data was collected in 1997. This data set consists of plot number, treatment type, and time of bird presence by taxa and by habitat and behavior. This study is complete.

openCC (other)Dec 2021View details →
zenodo48/100

Wind tunnel distributed temperature sensing with actively heated fibers and microstructures for detecting wind direction

<p>Wind tunnel tests were performed using&nbsp;distributed temperature sensing with actively heated fibers that had microstructures attached in opposing directions on neighboring fibers. These microstructures created a temperature difference between fibers that depended on wind speed, providing a prototype for distributed sensing of wind direction. These data are connected to a publication detailing this work and method, <a href="https://www.atmos-meas-tech-discuss.net/amt-2019-188/">&quot;Distributed observations of wind direction using microstructures attached to actively heated fiber-optic cables&quot;</a>.</p> <p>Data are stored in a netcdf format&nbsp; and includes the instrument reported temperature (&#39;instr_temp&#39;) and calibrated temperature (&#39;cal_temp&#39;) with the various parameters tested in the linked paper available as coordinates, labeled along an &#39;expname&#39; dimension.</p> <p>The included ipython notebooks provide examples and explanations for using these laboratory data.</p>

opencc-by-4.0Mar 2020View details →
zenodo48/100

Computational Supporting Information for How Chemical Environment Activates Anthralin and Molecular Oxygen for Direct Reaction

<p>The updated version of the dataset contains all original computational results, including validation of the level of theory, molecular structures, and analysis spreadsheets that are in support of our experimental observations of spontaneous reactivity of anthralin/dithranol molecule with molecular oxygen without any catalyst or co-substrate.<br> The paper was published in Journal of Organic Chemistry, 2020, 85(2), 1315&ndash;1321 (DOI: 10.1021/acs.joc.9b03133).</p> <p>In the meantime, the science was also also presented at the 8th ELSI Symposium, Tokyo Institute of Technology, Tokyo (Japan); February 3-7, 2020 in the context of molecular catalysis and their role in the chemical evolution of the building blocks of life.</p> <p>This version also has an important update that is being exclusively published here on Zenodo. The selected level of theory (MN15 functional with triple-zeta quality basis set supplemented with BOTH diffuse and polarization basis functions) is further confirmed to be one of the most reasonable one among 98 commonly used functionals.</p>

opencc-by-4.0Apr 2020View details →
zenodo48/100

IPBES Data Management Tutorials - Session 4.4: Examples of active data management

<p>The&nbsp;<em>IPBES data management tutorials</em>&nbsp;are short videos to help experts implement the IPBES data management Policy. They cover topics ranging from data management policy, reports, active research data, tools, and examples.</p> <p>The <em>Data management of active research data&nbsp;</em>chapter&nbsp;provides an introduction for IPBES experts&nbsp;on how to manage data while actively being used, analyzed, and produced&nbsp;to fulfill the criteria of the IPBES data management policy.</p> <p>This session, <em>Examples of&nbsp;active data management</em>, gives&nbsp;concrete best-practice examples of how the recommendations could be integrated into the daily work of researchers</p>

opencc-by-4.0Sep 2020View details →
zenodo48/100

Monthly CO2 emissions projections from 2015-2025: modified SSP2-4.5 to account for COVID-19 impacts on sector activity

<p>Monthly CO2 emissions projections 2015-2025,&nbsp;modified by country-specific impacts of COVID-19 lockdown in 2020-2023, with 4 different projections for the period 2024-2025.&nbsp;</p> <p>This repository holds the netcdf files for CO2 emissions from ground-level and aviation sources from the MESSAGE_GLOBIOM scenario SSP2-4.5, from the Scenario4MIPs database (<a href="https://esgf-node.llnl.gov/search/input4mips/">https://esgf-node.llnl.gov/search/input4mips/</a>), modified by the country and sector activity levels associated with lockdown for 2020. Sector activity level in 2020 is based on data up until June, and a fixed estimate is used thereafter. This is the monthly equivalent of&nbsp;<a href="https://zenodo.org/record/3951601#.XxYBsihKhPY">https://zenodo.org/record/3951601#.XxYBsihKhPY</a>&nbsp;for this time period.</p> <p>Funding was provided by the European Union&rsquo;s Horizon 2020 Research and Innovation Programme under grant agreement nos. 820829 (CONSTRAIN)&nbsp;<a href="http://constrain-eu.org/">http://constrain-eu.org/</a>&nbsp;</p> <p>see&nbsp;<a href="https://github.com/Priestley-Centre/COVID19_emissions">https://github.com/Priestley-Centre/COVID19_emissions</a>&nbsp;for more details.</p>

opencc-by-4.0Jul 2020View details →
zenodo48/100

Data on ground ice, organic carbon and soluble cations in tundra permafrost and active-layer soils near Lac de Gras in the Slave Geological Province, N.W.T., Canada

<p>Data and computer code for producing figures for the manuscript:</p> <p>Subedi, R., Kokelj, S. V., and Gruber, S.: Ground ice, organic carbon and soluble cations&nbsp;<br> in tundra permafrost soils and sediments near a Laurentide ice divide in the Slave&nbsp;<br> Geological Province, N.W.T., Canada. The Cryosphere, accepted for publication in&nbsp;October 2020.&nbsp;</p> <p>Discussion paper and final version: https://doi.org/10.5194/tc-2020-33</p> <p>&nbsp;</p> <p>==========================================================================================<br> &nbsp; &nbsp;CONTENT OF DIRECTORIES<br> ==========================================================================================<br> -&ndash; data [input data to produce plots]<br> &nbsp; &nbsp;|&ndash;&ndash; BoreholesMeta.csv<br> &nbsp; &nbsp;|&ndash;&ndash; brackets_photos_ice.csv<br> &nbsp; &nbsp;|&ndash;&ndash; brackets_photos_thawed.csv<br> &nbsp; &nbsp;|&ndash;&ndash; Lac_de_Gras_permafrost_20200612.csv<br> &nbsp; &nbsp;|&ndash;&ndash; NordicanaD<br> &nbsp; &nbsp;<br> &nbsp; &nbsp;|&ndash;&ndash; ds_000582159 [authoritative copy at doi: 10.5885/45558XD-EBDE74B80CE146C6]<br> &nbsp; &nbsp; &nbsp; &nbsp;|&ndash;&ndash; Cored_Drill_TCR.csv<br> &nbsp; &nbsp; &nbsp; &nbsp;|&ndash;&ndash; Cored_Drill_TCR.csv_ReadMe.txt<br> &nbsp; &nbsp; &nbsp; &nbsp;<br> &nbsp; &nbsp;|&ndash;&ndash; ds_000582163 [authoritative copy at doi: 10.5885/45558XD-EBDE74B80CE146C6]<br> &nbsp; &nbsp; &nbsp; &nbsp;|&ndash;&ndash; Cored_Drill_Logs.csv_ReadMe.txt<br> &nbsp; &nbsp; &nbsp; &nbsp;|&ndash;&ndash; Cored_Drill_Logs.csv</p> <p>&ndash;&ndash; plot [R scripts write plots into this subdirectory]</p> <p>&ndash;&ndash; src [R scripts to generate plots]<br> &nbsp; &nbsp;|&ndash;&ndash; Combined_Plots.R &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;[produces Figures 3&ndash;6]<br> &nbsp; &nbsp;|&ndash;&ndash; Eskers.R &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;[helper function called by Combined_Plots.R]<br> &nbsp; &nbsp;|&ndash;&ndash; Organics.R &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;[helper function called by Combined_Plots.R]<br> &nbsp; &nbsp;|&ndash;&ndash; plot_boreholes_DD_single.R &nbsp; &nbsp;[produces Figures S3]<br> &nbsp; &nbsp;|&ndash;&ndash; plot_boreholes_DD.R &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; [produces raw Figure S2 for further graphic processing]<br> &nbsp; &nbsp;|&ndash;&ndash; Till.R &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;[helper function called by Combined_Plots.R]<br> &nbsp; &nbsp;|&ndash;&ndash; Valley.R &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;[helper function called by Combined_Plots.R]</p> <p><br> ==========================================================================================<br> &nbsp; &nbsp;RUNNING SCRIPTS<br> ==========================================================================================</p> <p>Adjust the variable &#39;path&#39; in these scrips, then run:&nbsp;<br> &nbsp; &nbsp; Combined_Plots.R<br> &nbsp; &nbsp; plot_boreholes_DD_single.R<br> &nbsp; &nbsp; plot_boreholes_DD.R&nbsp;</p> <p>Tested with R version 3.6.3 (2020-02-29) -- &quot;Holding the Windsock&quot;</p> <p>&nbsp;</p> <p>==========================================================================================<br> &nbsp; &nbsp;REFRERENCE<br> ==========================================================================================<br> Please note that the data contained in data/NordicanaD is published as Gruber et al. (2018)<br> and only included here for convenience. The full reference for the authoritative copy is: &nbsp; &nbsp;<br> &nbsp; &nbsp;<br> Gruber, S., Brown, N., Stewart-Jones, E., Karunaratne, K., Riddick, J., Peart, C.,&nbsp;<br> Subedi, R., Kokelj, S. 2018. Drill logs, visible ice content and core photos from 2015&nbsp;<br> surficial drilling in the Canadian Shield tundra near Lac de Gras, Northwest Territories,&nbsp;<br> Canada, v. 1.0 (2015-2015). Nordicana D38, doi: 10.5885/45558XD-EBDE74B80CE146C6. &nbsp;<br> http://www.cen.ulaval.ca/nordicanad/dpage.aspx?doi=45558XD-EBDE74B80CE146C6&nbsp;</p>

opencc-by-4.0Jan 2020View details →
zenodo48/100

Using the Tea Bag Index to unravel how interactions between an antibiotic (Trimethoprim) and endocrine disruptor (17a-estradiol) affect aquatic microbial activity: Supporting Dataset 1

<p>The constant release of complex mixture of pharmaceuticals, including antimicrobials and endocrine disruptors, into the aquatic environment. These have the potential to affect aquatic microbial metabolism and alter biogeochemical cycling of carbon and nutrients. We used&nbsp;the Tea Bag Index (TBI) for decomposition within a series of contaminant exposure experiments to test how interactions between an antibiotic (trimethoprim) and endocrine disruptor (17a-estradiol) affects microbial activity in an aquatic system. The TBI is a citizen science tool used to test microbial activity by measuring the differential degradation of green and rooibos tea as proxies for labile and recalcitrant organic matter decomposition. Here we present the raw data on pharmaceutical exposures and the mass loss of the Rooibos and Green tea bags within the experiment. From Tea Bag mass loss we then calculated the Stabilisation Factor (S) and Initial Decomposition Rate of the labile organic matter fraction.</p>

opencc-by-4.0Nov 2019View details →
zenodo48/100

Diffraction images used to solve the structures published in the article "A Family of Dual-Activity Glycosyltransferase-Phosphorylases Mediates Mannogen Turnover and Virulence in Leishmania Parasites"

<p>Raw diffraction images used for generating the structures published in the article A Family of Dual-Activity Glycosyltransferase-Phosphorylases Mediates Mannogen Turnover and Virulence in Leishmania Parasites" (available <a href="https://doi.org/10.1016/j.chom.2019.08.009">here</a>). The software used for the processing of each dataset is listed in their respective PDB entries.</p> <p>&nbsp;</p> <p>If you find this useful, please contact me at&nbsp;<a href="mailto:lukasz.sobala@hirszfeld.pl">lukasz.sobala@hirszfeld.pl</a>, I am just interested in how these data are used!</p>

opencc-by-4.0Feb 2021View details →
zenodo48/100

MAR2PROTECT - Coconut shell derived activated carbon for effective separation of greenhouse gases - DATASET

<p>The need for innovative and efficient adsorptive materials with enhanced structural characteristics that facilitate the selective capture of greenhouse gases (GHGs) is critical. Porosity and surface area play an important role in the adsorptive capture and separation of GHGs, enabling the design of processes that reduce GHGs emissions. This study shows how residual coconut shell (CS) biomass can be reused for the design of novel biomaterials (CS-CO<sub>2</sub>, CS-ZnCl<sub>2</sub>) with structural characteristics that promote the selective adsorption of GHGs. Additionally, the results are compared with those obtained with activated carbon monoliths (ACM) and a Metal-Organic Framework (MOF Fe-BTC) to understand the impact of different porous solid matrices on adsorptive GHG capture. In this context, the adsorption performance of difluoromethane (R-32), pentafluoroethane (R-125), 1,1,1,1-tetrafluoroethane (R-134a), 1,1,1,1-trifluoroethane (R-143a), carbon dioxide (CO<sub>2</sub>), and methane (CH<sub>4</sub>) on CS-CO<sub>2</sub>, CS-ZnCl<sub>2</sub>, ACM and Fe-BTC were measured by gravimetry at 283.15 K, 303.15 K and 323.15 K. The experimental data are correlated using the dual-site Langmuir adsorption model, and the selectivities of the commercial mixtures R-410A, R-407C, R-404A and CO<sub>2</sub>/CH<sub>4</sub> are calculated using the Ideal Adsorption Solution theory (IAST). CS-ZnCl<sub>2</sub> has a higher selectivity for R-125 over R-32 in the separation of R-410A at low pressure, and also a higher selectivity for R-407C due to its larger pore volume. In the separation of the R-404A refrigerant blend, CS-CO<sub>2</sub> adsorbs predominantly R-134a and R-143a over R-125. Finally, the ACM material preferentially adsorbs CO<sub>2</sub> over CH<sub>4</sub>, owing to its large and elongated micropores that favour the adsorption of the smaller molecule. This study introduces novel and innovative materials to enhance the separation of GHGs mixtures, contributing to a reduction in their emissions.</p>

opencc-by-4.0Oct 2024View details →
zenodo48/100

Plasma-Prescribed Active Region Static Extrapolation Dataset

<p>A repository of extrapolations using RBF-FD Magnetohydrostatic techniques with imposed plasmas, based on the SHARP solar image photospheric magnetic field library.</p>

openmit-licenseSep 2024View details →
zenodo48/100

Phytochemical Screening, Antioxidant and Antimicrobial Activity of Fabric Coated with Catharanthus Roseus Ethanolic Flowers Extract

<p>The aim of the present study was to evaluate the free radical scavenging and antimicrobial activity of fabric coated of the Catharanthus Roseus. Ethanol flowers extract. Free radical scavenging was determined by using 1, 1-diphenyl-2-picrylhydrazyl (DPPH), Reducing power, Hydroxyl radical scavenging assay and antimicrobial activity of Staphylococcus aureus, Escherichia coli and standard drug of Streptomycin using disc diffusion method. This inhibition was observed with the individual extracts and when they were used in lower concentrations with ineffective antibiotics. The present investigation clearly indicates that the Catharanthus Roseus possesses antioxidant properties and serve as free radical inhibitors or scavengers, acting possibly as primary antioxidants.</p><p>Keywords</p><p>Catharanthus Roseus, Fabric coated, DPPH, Staphylococcus aureus Escherichia coli, Streptomycin, Antioxidant,</p>

opencc-by-sa-4.0Jun 2023View details →
zenodo48/100

New items activated in the SLUB catalog in 2022

<p>The data set is available as a gzip-compressed, line-delimited JSON file and contains the 18,790 documents with new items activated in the <a href="https://katalog.slub-dresden.de">SLUB catalog</a> in 2022 with the fields id (document identifier), de14_new_item_act_date (timestamp) and de14_new_item_act_date_mv (timestamps). The id consists of a source id and a record id according to the scheme {source_id}-{record_id} and enables the detailed view of a document to be retrieved using the following URL scheme: https://katalog.slub-dresden.de/id/{id}. Example: <a href="https://katalog.slub-dresden.de/id/0-173837243X">https://katalog.slub-dresden.de/id/0-173837243X</a>. Since the documents in this data set originate exclusively from the Southwest German Library Network (SWB), the source id is always 0 and the record id corresponds to the Pica Production Number (PPN) of the K10plus. The values for the fields de14_new_item_act_date and de14_new_item_act_date_mv are based on the NewItemActDate field of the corresponding items in the Libero Library Management System. While the multi-valued field de14_new_item_act_date_mv contains all dates from the year 2022 that could be assigned to a document, only the most recent date is specified in the field de14_new_item_act_date. Both fields are dynamic fields according to VuFind's Solr index schema. Until January 2021, the date values were used to display a list of new acquisitions on the SLUB website.</p>

opencc-zeroJun 2023View details →
zenodo48/100

Gridded active layer thickness across northern permafrost regions from 2003 to 2020

<ol><li>This dataset provides the annual gridded active layer thickness (ALT) across northern permafrost regions (NPR) at 1 km resolution for the period 2003–2020. The ALT in permafrost regions refers to the upper layer of soil that thaws and refreezes annually as a result of seasonal temperature variations. It is a critical parameter in permafrost studies because it determines the depth to which plant roots can penetrate and influences various ecological and engineering processes. This dataset was produced based on the relationship between available ALT site measurements (2966 site-years) and satellite observations of annual gridded predictors, including vegetation, temperature, soil, and topography, using a Random Forest (RF) approach. The annual ALT map for the NPR was generated using the ensemble mean of ALT from the ten best RF predictions. Extensive uncertainty analysis was also conducted.&nbsp;</li><li>The dataset can be viewed at https://liuzh833.users.earthengine.app/view/altv1</li></ol>

opencc-by-4.0Nov 2023View details →
zenodo48/100

Evaluation datasets and results for the paper "Enhancing Business Process Simulation Models with Extraneous Activity Delays"

<p>Event-logs and Business Process Simulation Models used in the experimentation of the paper &quot;Enhancing Business Process Simulation Models with Extraneous Activity Delays&quot;, where the &#39;<em>inputs</em>&#39; folder contains all the files used as input, and the &#39;<em>output</em>&#39; folder the results of the evaluation.</p> <p>&nbsp;</p> <p><em><strong>Inputs</strong></em>: event-logs, BPS models, and simulation parameters used as input in the experimentation.</p> <ul> <li><em><strong>Real-life</strong></em>:&nbsp;real-life event logs, corresponding to&nbsp;two disjoint subsets of traces from an Academic Credentials&#39; process, and the BPIC 2012 and BPIC 2017 event logs (filtered as explained in the paper), and the BPS model (plus simulation parameters) used as input for each dataset in the presented approach.</li> <li><em><strong>Synthetic</strong></em>: simulated event-logs and&nbsp;corresponding BPS models (plus simulation parameters) for four different processes with 0, 1, 3 and 5 timer events.</li> </ul> <p><em><strong>Outputs</strong></em>: results of the experimentation.</p> <ul> <li><em><strong>Real-life</strong></em>: results corresponding to the evaluation with real-life event logs.&nbsp;Each of the folders is composed by the original and the&nbsp;enhanced BPS models, 10 event logs simulated with each of them, two folders with the best iteration of the two hyperparameter optimization processes, and the values for&nbsp;the injected timers in each case. In addition, a CSV file with the EMD metrics (cycle time and absolute hour event distribution) for each dataset is provided.</li> <li><em><strong>Synthetic</strong></em>: results corresponding to the simulated event-logs. <ul> <li>Before-After: BPS models and discovered timer events for the four synthetic processes, with five timers placed before and after different activity instances.</li> <li>Complete: BPS models and quality measures (precision, recall, and SMAPE of the discovered timers)&nbsp;for the four synthetic processes with zero, one, three, and five timer events.</li> <li>Individual: event logs enhanced with the discovered extraneous delay for each activity instance, for the four synthetic processes with zero, one, three, and five timer events; and SMAPE of the estimations.</li> </ul> </li> </ul>

opencc-by-4.0Jun 2022View details →
zenodo48/100

Supplemental Information - Allosteric activation of the co-receptor BAK1 by the EFR receptor kinase initiates immune signaling

<p>This folder contains</p> <p>1) maps of plasmids</p> <p>2) files of phylogenetic analysis&nbsp;</p> <p>3) Replication information</p> <p>4) Image cropping information</p> <p>5) Gene IDs and protein sequences</p> <p>that are part of the manuscript "Allosteric activation of the co-receptor BAK1 by the EFR receptor kinase initiates immune signaling"</p>

opencc-by-4.0Feb 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