Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
2,744
datasets available to search
ShareScore release 0.7.1
Dataset results
2,744 results for “restoration.”
FIGURE 3 in Restoring the original taxonomic concept for Navarretia minima (Polemoniaceae): a revised synonymy and new combination
FIGURE 3. Comparison photos of fresh plants and flowers of Navarretia minima and N. leucocephala subsp. suksdorfii. A–C: N. minima (Johnson 09-073, BRY). D–F: N. leucocephala subsp. suksdorfii. D: Johnson 05–198, BRY. E, F: Johnson 16-085, BRY.
restoration of a lying lion (face)
<p>The ‘Lying Lion’ sculpture is one of two statues situated in an antithetical order in the foreground of the main entrance of the Radziwiłł Palace in Nieborów. It was sculpted probably by Johann Georg Plersch's workshop in the 18th century. The figures of lions were not designed for the Palace in Niebrów. They were purchased after the first world war from the Tyszkiewicz family estate in Landwarów. Later the lion was brought to the Faculty of Conservation and Restoration of Works of Art, Academy of Fine Arts in Warsaw, Poland for its restoration. This dataset is presented in the article "Approach for Identification of Geometry Change on Cultural Heritage Surface" (https://library.imaging.org/ei/articles/33/18/art00005)</p>
Sulfadiazine fails to eliminate Wolbachia but restore entirely arrhenotokous and bisexual reproduction in thelytokous Trichogramma pretiosum (Hymenoptera: Trichogrammatidae)
<p>Through curing experiments (antibiotics and high temperature), crossing experiments, and high-throughput 16S ribosomal RNA sequencing (rRNA-seq), we investigated the role of <em>Wolbachia</em> in reproductive biology of three thelytokous <em>Trichogramma</em> spp (<em>T. pretiosum</em>, <em>T. </em><em>cacoeciae,</em> and <em>T. embryopha</em><em>gum</em>). </p>
Social recapitulation: Moulting can restore social tolerance in aggressive spiderlings
<p>Dataset for Mauduit & Jeanson (2023). Social recapitulation: Moulting can restore social tolerance in aggressive spiderlings</p>
Synergistic effects of warming and internal nutrient loading interfere with the long-term stability of lake restoration and induce sudden re-eutrophication
<p><strong>This repository contains the dataset linked to the following publication:</strong></p> <p><strong>Article title: </strong>Synergistic effects of warming and internal nutrient loading interfere with the long-term stability of lake restoration and induce sudden re-eutrophication</p> <p><strong>Journal: </strong><em>Environmental Science & Technology</em></p> <p><strong>DOI</strong>: 10.1021/acs.est.2c07181</p> <p><strong>Abstract:</strong> Phosphorus (P) precipitation is among the most effective treatments to mitigate lake eutrophication. However, after a period of high effectiveness, studies have shown possible re-eutrophication and the return of harmful algal blooms. While such abrupt ecological changes were attributed to the internal P loading, the role of lake warming and its potential synergistic effects with internal loading, thus far, has been understudied. Here, in a eutrophic lake in central Germany, we quantified the driving mechanisms of the abrupt re-eutrophication and cyanobacterial blooms in 2016 (30 years after the first P precipitation). A process-based lake ecosystem model (GOTM-WET) was established using a high-frequency monitoring dataset covering contrasting trophic states. Model analyses suggested that the internal P release accounted for 68% of the cyanobacterial biomass proliferation, while lake warming contributed to 32%, including direct effects via promoting growth (18%) and synergistic effects via intensifying internal P loading (14%). The model further showed that the synergy was attributed to prolonged lake hypolimnion warming and oxygen depletion. Our study unravels the substantial role of lake warming in promoting cyanobacterial blooms in re-eutrophicated lakes. The warming effects on cyanobacteria via promoting internal loading need more attention in lake management, particularly for urban lakes.</p> <p><strong>SYNOPSIS: </strong>Warming synergistically promotes re-eutrophication with internal nutrient loading and exacerbates cyanobacterial blooms in urban lakes 30 years after phosphorus mitigation.</p> <p> </p> <p><strong>Data description </strong>by Xiangzhen Kong (<a href="mailto:xzkong@niglas.ac.cn">xzkong@niglas.ac.cn</a>), 2023-02-20</p> <p>---Wet chemical analysis on water samples taken at five depths (0.5, 2.5, 5.0, 7.0 and 9.0 m) from the deepest point in the lake (BA1) at biweekly intervals from 2018.5-2021.8.</p> <p> File name:</p> <ul> <li>BAB_BA1_TN_mgL.obs (total nitrogen concentration)</li> <li>BAB_BA1_NH4_mgL.obs (ammonium nitrogen concentration)</li> <li>BAB_BA1_NO3_mgL.obs (nitrate nitrogen concentration)</li> <li>BAB_BA1_TP_mgL.obs (total phosphorus concentration)</li> <li>BAB_BA1_SRP_mgL.obs (Soluble reactive phosphorus concentration)</li> <li>BAB_BA1_DP_mgL.obs (dissolved P concentration)</li> <li>BAB_BA1_DOC_mgL.obs (Dissolved organic carbon concentration)</li> <li>BAB_BA1_Si_mgL.obs (dissolved silicon concentration)</li> <li>BAB_BA1_Chla_HPLC_DIN_mgL.obs (Chl-a concentration)</li> </ul> <p> </p> <p>---CTD probe profile data from the deepest point in the lake (BA1) from 2017.8 to 2021.8 at biweekly basis with approximately 0.1 m vertical resolution</p> <p> File name:</p> <ul> <li>t_prof_file_barleber_ctm644.obs (water temperature)</li> <li>oxy_prof_file_barleber_ctm644 (Dissolved oxygen)</li> <li>turb_prof_file_barleber_ctm644.obs (Turbidity)</li> <li>chla_prof_file_barleber_ctm644.obs (Chl-a concentration)</li> </ul> <p> </p> <p>---BBE probe profile data from the deepest point in the lake (BA1) from 2017.8 to 2021.8 at biweekly basis with approximately 0.1 m vertical resolution</p> <p> File name:</p> <ul> <li>totalChla_prof_file_barleber_FP2101.obs (Chl-a concentration)</li> <li>bluegreen_prof_file_barleber_FP2101.obs (Blue-green algae Chl-a concentration)</li> <li>green_prof_file_barleber_FP2101.obs (Green algae Chl-a concentration)</li> <li>diatom_prof_file_barleber_FP2101.obs (Diatom Chl-a concentration)</li> </ul> <p> </p> <p> </p>
Data from: Intra-specific variation in responses to habitat restoration: Could artificial reefs increase spatiotemporal segregation between migratory phenotypes of lake sturgeon?
<p>Habitat restoration is an important tool used to conserve biodiversity and restore species, but its effects are notoriously difficult to predict. Although outcomes of restoration projects are usually assessed using indices of species abundance and diversity, phenotypic differences among individuals within species are likely associated with differing responses to restored habitats. Here, we use lake sturgeon (<span>Acipenser fulvescens</span>) as a case study to illustrate how responses to habitat restoration can differ between phenotypes and potentially lead to unanticipated effects on populations. North America<span>'</span>s St. Clair River supports one of the largest remaining populations of lake sturgeon but has lost much spawning habitat due to its role as a major industrial corridor between the Laurentian Great Lakes Erie and Huron. Two artificial reefs were recently built in the lower and middle segments of the river to increase the available sturgeon spawning habitat. Interestingly, lake sturgeon in the St. Clair River express different migratory phenotypes that may be associated with different likelihoods of colonizing artificial reefs. Acoustic telemetry revealed that artificial reefs were more likely to be used by sturgeon that migrated downstream to overwinter in Lake St. Clair than those that migrated upstream to overwinter in Lake Huron. Furthermore, increasing time spent at the artificial reefs by Lake St. Clair migrants was associated with later arrival to and shorter occupancy of the river<span>'</span>s only natural spawning site, the primary location where the two phenotypes have opportunity to interbreed. Additional research is necessary to determine the ultimate impacts of the artificial reefs on lake sturgeon populations; nevertheless, our study showed phenotype-specific opportunity to colonize restored habitat and a mechanism through which this could lead to changes in gene flow. Our results illustrate the importance of considering intra-specific diversity when planning restoration projects and assessing the effects on populations.</p>
İstanbul, Rüstem Paşa Camii, entrance porch before restoration.
<p>İstanbul, <a href="https://en.wikipedia.org/wiki/Rüstem_Pasha_Mosque">Rüstem Paşa Camii</a>, entrance porch before restoration.</p>
Data for: Higher abundance of adult pike in Baltic Sea coastal areas adjacent to restored wetlands compared to reference bays
<p><span>The abundance of pike, a keystone top-predator, has declined dramatically in the Baltic Sea since the 1990s likely owing to recruitment failure. It has been proposed that wetland restoration can aid the recovery of the pike stock by increasing the number of recruits produced by anadromous populations. Yet, no previous studies have addressed whether wetland restorations are associated with higher abundances of adult pike in the coastal habitat. To address this, we performed standardised rod-and-reel survey fishing in paired bays with and without wetlands across three coastal areas and three years. To estimate dispersal and the contribution of wetland pike to the coastal stock, we tagged captured pike with passive integrated responders (PIT) and employed PIT-reader stations in wetland inlets. The results showed that pike abundances were on average 90% higher in bays with an adjacent wetland although the effect varied among areas. Moreover, PIT-data uncovered that wetland pike constituted a high proportion of the pike found in adjacent coastal habitats and that some wetland fish dispersed up to 10 km. These results support that wetland restoration is a valuable tool to aid the coastal pike stock and ultimately restore the function and services of the coastal ecosystem.</span></p>
Streambank Restoration: Kenai Cost-Share Phase 5
<p>Streambank Rehabilitation data collected under the AKSSF Grant. AKSSF Streambank Restoration: Kenai Cost-Share Phase 5 (53017). This data and related items of information have not been formally disseminated by NOAA, and do not represent any agency determination, view or policy. </p> <p>These are the final streambank rehabilitation and protection metrics along with the data collected for monitoring past projects for the Kenai Cost-Share - Phase 5 Project. This work was funded by the Alaska Sustainable Salmon Fund and U.S. Fish and Wildlife Service. This project was a financial incentive and educational outreach program directed towards private landowners and public land managers. The project provided technical expertise about rehabilitation practices, state and federal permitting assistance, and funding for habitat rehabilitation and protection projects along streambanks on the Kenai Peninsula, Alaska, USA. </p> <p> </p><p> </p> <p></p>
FIGURE 5 in Infrageneric classification of Elwendia (Apiaceae) with a restored species
FIGURE 5. Two-dimensional principal coordinate analysis plot based on 21 morphological variables (A) and the ITS+ETS sequence data (B).
FIGURE 4 in Infrageneric classification of Elwendia (Apiaceae) with a restored species
FIGURE 4. The Bayesian tree obtained from analysis of 52 nuclear ribosomal ITS and ETS sequences. Branch lengths are proportional to the number of the expected nucleotide substitutions. Bayesian posterior probabilities are indicated above nodes. Sections and subsections as treated in this work are shown. Labelled sections and subsections that are not recovered as monophyletic groups in this analysis are indicated with an asterisk. Numbers to right of species names are chromosome numbers.
FIGURE 3 in Infrageneric classification of Elwendia (Apiaceae) with a restored species
FIGURE 3. Variability in fruit anatomy within Elwendia on schematic transects of mericarps. A, E. caroides with mericarps hardly separating, non-lignified mesocarp parenchyma cells in marginal ribs, solitary small vallecular vittae and flat endosperm on commissural side. B, E. cylindrica with broad mericarp commissure, non-lignified mesocarp parenchyma cells in marginal ribs, solitary vallecular vittae and flat endosperm on commissural side. C, E. latiloba with broad mericarp commissure, lignified mesocarp parenchyma cells with pitted walls in marginal ribs, numerous vallecular vittae and flat endosperm on commissural side. D, E. salsa with intermediate mericarp commissure, non-lignified mesocarp parenchyma cells in marginal ribs, solitary vallecular vittae and flat endosperm on commissural side. E, E. setacea with intermediate mericarp commissure, non-lignified mesocarp parenchyma cells in marginal ribs, large solitary vallecular vittae and endosperm on commissural side with groove. F, E. vaginata with broad mericarp commissure, sclerenchyma cells at marginal ribs, solitary vallecular vittae and flat endosperm on commissural side. 1, exocarp; 2, vallecular vittae; 3, vascular bundle; 4, mesocarp, non-lignified parenchyma cells; 5, sclerenchyma cells; 6, endosperm; 7, commissure; 8, lignified parenchyma cells with pitted walls. Scale bar: 1 mm.
FIGURE 2 in Infrageneric classification of Elwendia (Apiaceae) with a restored species
FIGURE 2. Variability in fruit morphology in Elwendia from dorsal (A, C–D) and lateral (B) sides. A, mericarp of E. afghanica with beak. B, fruit of E. caroides with mericarps hardly separating. C, mericarp of E. persica with filiform dorsal and marginal ribs and without beak. D, mericarp of E. setacea with almost obsolete dorsal and marginal ribs and without beak. E, mericarp of E. vaginata with narrow-winged marginal ribs and without beak.
FIGURE 1 in Infrageneric classification of Elwendia (Apiaceae) with a restored species
FIGURE 1. Variability in shape of stem leaf sheaths within Elwendia. A, E. persica (MW barcode MW0859216), linear-lanceolate sheaths. B, E. vaginata (MW barcode MW0859365), inflated sheaths. Courtesy of the National Depository Bank of Live Systems, Moscow State University.
Data for: Evidence for a high carbon uptake potential in degraded grasslands through restoration
<p>Almost half of grasslands worldwide are degraded due to overgrazing or other forms of mismanagement, causing a severe decline in carbon uptake capacity. Therefore, through restoration, degraded grasslands are expected to have a high potential for carbon uptake. However, the strength of carbon uptake rate in degraded grasslands with effective restoration measures, such as nutrient amendment, is poorly evaluated. By combining a meta-analysis of nutrient effects on carbon fluxes in degraded vs. non-degraded grasslands in China with a nutrient amendment experiment in a degraded grassland, we evaluated the carbon uptake potential in degraded grasslands. </p>
Restoration and replication: a case study on the value of computational reproducibility assessment
<p class="MsoNormal">Open science is vital to the interdisciplinary field of ecology due to its integrative nature and use of longitudinal datasets that build upon earlier data collections. To highlight the importance of open science in the rapidly growing discipline of restoration ecology, we conducted a 'computational reproducibility' assessment of a publication on a mining restoration program spanning several decades and over 250 km<sup>2</sup> in a global biodiversity hotspot. Open data and code provided alongside the original publication were assessed for consistency with the results and conclusions of the original publication, as were potential limitations in findings due to the methodology. The impacts of inconsistencies and limitations were qualitatively assessed against the key findings from the publication and data were re-analysed where impacts were potentially significant. Of the six inconsistencies and limitations identified, two had a significant impact on five of the 11 key findings of the original publication, and one new key finding was made. The impact of this is of high ecological significance as the findings related to key restoration parameters: species richness (similarity of species richness between forest and 25-year-old restoration), functional diversity (correlation of species richness and functional diversity), and the restoration trajectory (long term trends and restored areas' resilience to disturbance). These outcomes highlight the <span>importance of open data and the value of detailed </span>third-party data reviews, particularly in restoration ecology which relies on research findings to inform decision-making and policy and drive adaptive management.</p>
Modelling potential growth of forest restoration options in Indonesia
<p>Potential growth of secondary forest and tree species typology were assessed using biophysical productivity model developed by IIASA's Agriculture, Forestry, and Ecosystems Services Group. The methodology involved the integration of random forest algorithm, ground data, remote sensing products, soil properties, and literature on yield tables (more detailed methodology publication in preparation). To calibrate the model, the MODIS NPP dataset was adjusted using forest biomass and land cover maps. The model utilized ERA5-Land monthly averaged meteorological data from 2006 to 2015, with a resolution of 0.1° x 0.1°, in addition to soil properties, land cover, and elevation. This comprehensive approach allowed for the determination of spatially explicit site index values for plantations, secondary forests, and primary forests. The resulting productivity information are reflected in growth curves for both fast and slow-growing commercial species as well as native tree species. The parametrization of Chapman-Richards growth curves was conducted using data from representative tree species available in the literature. In the case of peatland areas, potential growth are also modelled using <a href="https://doi.org/10.5281/zenodo.7355835">water regime scenarios</a> provided by IIASA's EPIC model, offering insights into different implications of the potentially varying water table conditions in peatland.</p>
Data set for Dynamic Service Restoration of Distribution Networks with Volt-Var Devices, Distributed Energy Resources, and Energy Storage Systems
<p>Data for three power distribution systems are presented in this document. The first system consists of 53 nodes and 61 branches. The second is composed of 217 nodes and 219 branches. Finally, the third system consists of 404 nodes and 430 branches. Both distribution systems offer extensive applications in problems related to multi-time service restoration, Volt/Var devices, and distributed energy resource operation.</p>
Plantar Somatosensory Restoration Enhances Gait, Speed Perception, and Motor Adaptation
<p>These are the data/code needed to reproduce our results.</p> <p>Below is a description of the data stored inside 'DATA.mat'.</p> <p>- Baseline: Walking at 0.5 m/s (tied-belt)</p> <ul> <li>Controls: 6 able-bodied participants</li> <li>LLA01, LLA02, & LLA03: 3 participants used sensory neuroprosthesis</li> <li>SL_DominantLimb: Dominant leg's step length (SL)</li> <li>SL_NonDominantLimb: Non-dominant leg's step length</li> <li>SL_Symmetry: Step length symmetry between dominant and non-dominant legs</li> <li>ST_DominantLimb: Dominant leg's stance time (ST)</li> <li>ST_NonDominantLimb: Non-dominant leg's stance time</li> <li>ST_Symmetry: Stance time symmetry between dominant and non-dominant legs</li> <li>GRFx_DominantLimb: Mediolateral ground reaction force (GRF) generated from dominant leg</li> <li>GRFy_DominantLimb: Anteroposterior GRF generated from dominant leg</li> <li>GRFz_DominantLimb: Vertical GRF generated from dominant leg</li> <li>GRFx_NonDominantLimb: Mediolateral GRF generated from non-dominant leg</li> <li>GRFy_NonDominantLimb: Anteroposterior GRF generated from non-dominant leg</li> <li>GRFz_NonDominantLimb: Vertical GRF generated from non-dominant leg</li> <li>COP_COM_x: Mediolateral distance between center of pressure (COP) and center of mass (COM) trajectories</li> <li>COP_COM_y: Anteroposterior distance between center of pressure and center of mass trajectories</li> <li>AMx: Whole-body angular momentum (AM) in the sagittal plane</li> <li>AMy: Whole-body AM in the frontal plane</li> </ul> <p>- StimOff/On: Condition under which sensory neuroprosthesis turned off/on</p> <ul> <li>SL_ProstheticLimb: Prosthetic leg's step length</li> <li>SL_IntactLimb: Intact leg's step length</li> <li>SL_Symmetry: Step length symmetry between Prosthetic and Intact legs</li> <li>ST_ProstheticLimb: Prosthetic leg's stance time</li> <li>ST_IntactLimb: Intact leg's stance time</li> <li>ST_Symmetry: Stance time symmetry between Prosthetic and Intact legs</li> <li>GRFx_ProstheticLimb: Mediolateral GRF generated from Prosthetic leg</li> <li>GRFy_ProstheticLimb: Anteroposterior GRF generated from Prosthetic leg</li> <li>GRFz_ProstheticLimb: Vertical GRF generated from Prosthetic leg</li> <li>GRFx_IntactLimb: Mediolateral GRF generated from Intact leg</li> <li>GRFy_IntactLimb: Anteroposterior GRF generated from Intact leg</li> <li>GRFz_IntactLimb: Vertical GRF generated from Intact leg</li> <li>COP_COM_x: Mediolateral distance between center of pressure and center of mass trajectories</li> <li>COP_COM_y: Anteroposterior distance between center of pressure and center of mass trajectories</li> <li>AMx: Whole-body angular momentum in the sagittal plane</li> <li>Amy: Whole-body angular momentum in the frontal plane</li> </ul> <p>- MAT: Motor adaptation task (a 2:1, 1.0 m/s:0.5 m/s, belt speed perturbation for 10 minutes)</p> <ul> <li>COMVy: Forward velocity of the body's center of mass </li> </ul> <p>- SJTpre/post: Symmetry judgment task (verbally announcing whether they perceived both limbs at the same speed) before/after performing the MAT</p> <ul> <li>SymmetryResponse_Early/Late: Verbal response from the participant on whether the treadmill belts were at the same speed (at early/late SJT)</li> <li>ResponseDealy_Early/Late: Time delay to the verbal response (at early/late SJT)</li> </ul>
A Trial of Validation and Restoration of Immune Dysfunction in Severe Infections and Sepsis
ClinicalTrials.gov study NCT03332225. IPD Sharing: NO. Countries: 1. Publications: 15.
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.