Skip to main content
Powered by ShareScore

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.

18,658

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

18,658 results for “impacts”

Learn how ShareScore rates datasets ↗
zenodo32/100

Figure 4 in Removal of historical taxonomic bias and its impact on biogeographic analyses: a case study of Neotropical tardigrade fauna

Figure 4. PCoA of the dissimilarity values for species compositions for each province from biogeographic regions and transitions zones (Andean region (AR), South American transition zone (SATZ), Neotropical region (NR), and Mexican transition zone (MTZ)) considering a. all data ('false cosmopolitan' and 'indigenous species'; n = 51 provinces) and b. only 'indigenous data' (n = 43 provinces). Points represent provinces. All provinces are connected to the centroid (larger points with black outline), representing the mean of ordination values from all provinces from that area. Points furthest from the rest are interconnected, forming a polygon representing the space occupied by that area in ordination space. The AR is represented by blue points, lines and polygon; SATZ by light green points, lines and polygon; NR by pink points, lines and polygon, and MTZ by purple points, lines and polygon.

opennotspecifiedJul 2024View details →
zenodo32/100

Figure 3 in Removal of historical taxonomic bias and its impact on biogeographic analyses: a case study of Neotropical tardigrade fauna

Figure 3. Species accumulation curves for all data ('false cosmopolitan' and 'indigenous species'), and only 'indigenous data' for a. the Neotropical region (NR), b. the Andean region (AR), c. the South American transition zone (SATZ), and d. the Mexican transition zone (MTZ). Orange curves represent all data, violet curves represent only 'indigenous data', and shaded areas around them represent their 95% confidence interval. Each publication containing species records was considered a survey.

opennotspecifiedJul 2024View details →
zenodo32/100

Figure 2 in Removal of historical taxonomic bias and its impact on biogeographic analyses: a case study of Neotropical tardigrade fauna

Figure 2. Map of all incidence records of freshwater and limnoterrestrial tardigrades, from 1908 to 2023, present in the Andean and Neotropical regions proposed by Morrone (2015) and Morrone et al. (2022), respectively. Orange circles with black outline represent records. The hierarchy of compartmentalisation is from highest to lowest level: region, transition zone, subregion, dominion, and province. Each level can be subdivided into multiple lower levels under their name (e.g., a region consisting of several subregions). Each biogeographic province is coloured according to its transition zone, subregion or dominion. The Neotropical region (NR), in this study, is composed of the Antillean subregion (ASR), Brazilian subregion (BSR) and Chacoan subregion (CSR). The BSR is composed of the Mesoamerican dominion (MD), Pacific dominion (PD), Boreal Brazilian dominion (BBD) and South Brazilian dominion (BBD). The CSR is composed of the Southeastern Amazonian dominion (SAD), Chacoan dominion (CD) and Paraná dominion (PD). The Andean region (AR), in this study, is composed of the Central Chilean subregion (CCSR), Subantarctic subregion (SSR) and Patagonian subregion (PSR). The acronym for each region, transition zone, subregion or dominion is presented next to its name.

opennotspecifiedJul 2024View details →
zenodo32/100

Figure 1 in Removal of historical taxonomic bias and its impact on biogeographic analyses: a case study of Neotropical tardigrade fauna

Figure 1. Biogeographic compartmentalisation of provinces from the Andean and Neotropical regions proposed by Morrone (2015) and Morrone et al. (2022), respectively. The hierarchy of compartmentalisation is from highest to lowest level: region, transition zone, subregion, dominion, and province. Each level can be subdivided into multiple lower levels under their name (e.g., a region consisting of several subregions). Each biogeographic province is coloured according to its transition zone, subregion or dominion. The Neotropical region (NR), in this study, is composed of the Antillean subregion (ASR), Brazilian subregion (BSR) and Chacoan subregion (CSR). The BSR is composed of the Mesoamerican dominion (MD), Pacific dominion (PD), Boreal Brazilian dominion (BBD) and South Brazilian dominion (BBD). The CSR is composed of the Southeastern Amazonian dominion (SAD), Chacoan dominion (CD) and Paraná dominion (PD). The Andean region (AR), in this study, is composed of the Central Chilean subregion (CCSR), Subantarctic subregion (SSR) and Patagonian subregion (PSR). The acronym for each region, transition zone, subregion or dominion is presented next to its name. Under each subregion or dominion, the names of the comprising provinces are listed. The nature of the records present in each province is indicated by an icon of a coloured tardigrade next to its name: provinces without records of tardigrade species (red tardigrade), provinces with only records of 'false cosmopolitan species' (blue tardigrade), provinces with records of 'false cosmopolitan' and 'indigenous species' (orange tardigrade), and provinces with only records of 'indigenous species' (violet tardigrade). The tardigrade icon is in the public domain and was obtained from Phylopic (https://www.phylopic.org).

opennotspecifiedJul 2024View details →
zenodo32/100

Figure 5 in Removal of historical taxonomic bias and its impact on biogeographic analyses: a case study of Neotropical tardigrade fauna

Figure 5. Tanglegram of consensus tree exhibiting the similarity between all biogeographic provinces from biogeographic regions and transitions zones (Andean region (AR), South American transition zone (SATZ), Neotropical region (NR), and Mexican transition zone (MTZ)) for all data ('false cosmopolitan' and 'indigenous species', on the left) and only 'indigenous data' (on the right). Each province is connected to itself by a dark grey line. The consensus tree was obtained by resampling (1000×) the row order with the 'recluster' package (Dapporto et al. 2020). Each province is coloured according to their area of origin: provinces from the AR are coloured blue, provinces from the SATZ are coloured light green, provinces from the NR are coloured pink, and provinces from the MTZ are coloured purple. Branches of provinces that appear unrelated to any other are bold and red-coloured. Provinces without any records of 'indigenous species' are not present in the tanglegram. Provinces without any records of tardigrade species were excluded from the clustering analysis.

opennotspecifiedJul 2024View details →
zenodo32/100

Table 2 in Removal of historical taxonomic bias and its impact on biogeographic analyses: a case study of Neotropical tardigrade fauna

<p><b>Table 2.</b> Extrapolated richness of limnoterrestrial and freshwater tardigrade species and standard error for each region and transition zone. Estimations were made with all data (&lsquo;false cosmopolitan&rsquo; and &lsquo;indigenous species&rsquo;) and only &lsquo;indigenous data for comparison. Estimations were made using the Jackknife1 estimator (based on: Burnham and Overton 1978, 1979).</p><table><tbody><tr><th><b>Area</b></th><th><b>Dataset</b></th><th><b>Number of provinces with at least one record</b></th><th><b>Total number of provinces</b></th><th><b>Observed richness</b></th><th><b>Estimated richness</b></th><th><b>Standard error</b></th></tr></tbody><tbody><tr><th>Neotropical region</th><td>All data (&lsquo;false cosmopolitan&rsquo; and &lsquo;indigenous species&rsquo;)</td><td>33</td><td>50</td><td>186</td><td>282.969</td><td>29.094</td></tr><tr><td>&lsquo;Indigenous data&rsquo;</td><td>29</td><td>50</td><td>96</td><td>157.793</td><td>19.499</td></tr><tr><th>Andean region</th><td>All data (&lsquo;false cosmopolitan&rsquo; and &lsquo;indigenous species&rsquo;)</td><td>7</td><td>9</td><td>105</td><td>159.857</td><td>31.489</td></tr><tr><td>&lsquo;Indigenous data&rsquo;</td><td>7</td><td>9</td><td>43</td><td>68.714</td><td>14.154</td></tr><tr><th>South America transition zone</th><td>All data (&lsquo;false cosmopolitan&rsquo; and &lsquo;indigenous species&rsquo;)</td><td>6</td><td>7</td><td>66</td><td>102.666</td><td>25.011</td></tr><tr><td>&lsquo;Indigenous data&rsquo;</td><td>3</td><td>7</td><td>26</td><td>41.330</td><td>12.995</td></tr><tr><th>Mexican transition zone</th><td>All data (&lsquo;false cosmopolitan&rsquo; and &lsquo;indigenous species&rsquo;)</td><td>5</td><td>5</td><td>41</td><td>65.800</td><td>14.881</td></tr><tr><td>&lsquo;Indigenous data&rsquo;</td><td>4</td><td>5</td><td>11</td><td>19.250</td><td>5.068</td></tr></tbody></table>

opennotspecifiedJul 2024View details →
zenodo32/100

Appendices A-B-C for Malfait et al. 2024(a), Impact of HI cooling and study of accretion disks in AGB wind-companion smoothed particle hydrodynamic simulations

<p>Appendices A, B, C with figures, of the paper Malfait et al. 2024(a) "Impact of HI cooling and study of accretion disks in AGB wind-companion smoothed particle hydrodynamic simulations".</p>

opencc-by-4.0Sep 2024View details →
zenodo32/100

Ethical Impact Assessment of sharing nanosafety data: raw data of the online survey among participants in the XX Seminar on Nanotechnology, Society and Environment in Brazil and online, on 18 October 2023

<p>One excel sheet includes the responses to the online survey on Ethical Impact Assessment of sharing nanosafety data of participants in the XX Seminar on Nanotechnology, Society and Environment in Brazil and online, on 18 October 2023, in Portuguese, and the other the translated responses in English.</p>

opencc-by-4.0Jul 2024View details →
zenodo32/100

Be.CULTOUR Dashboard - Local Impact Indicators for Circular Cultural Tourism

<p>Dashboard of indicators for circular cultural tourism impacts assessment</p>

opencc-by-4.0Sep 2024View details →
zenodo32/100

Adhesion of silicate impact melts on impact glasses of Chang'e-5 regolith

<p><span>Reference data of components in Chang'e-5 regolith, and geochemical data gathered for five studied Chang'e-5 impact glass particles and surface microscopic silicate melts.</span></p>

opencc-by-4.0Sep 2024View details →
zenodo32/100

Excel Spreadsheet of data for CPBS Report 23UNM04 - Understanding External Factors and Workload's Impact on Cyclist Safety

<p>Excel spreadsheet data.</p>

opencc-by-4.0Sep 2024View details →
zenodo32/100

Data for submitted paper "Assessment of Land Reclamation Impacts on Coastal Hydrodynamics and Hydro-environment: A Case Study of Kau Yi Chau Artificial Islands in Hong Kong"

<p>Data for submitted paper "Assessment of Land Reclamation Impacts on Coastal Hydrodynamics and Hydro-environment: A Case Study of Kau Yi Chau Artificial Islands in Hong Kong"</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Exploring the Impact of Physiological C-Terminal Truncation on α-Synuclein Conformations to Unveil Mechanisms Regulating Pathological Aggregation

<p><span>Emerging evidence suggests that <a name="_Hlk179101300"></a>physiological C-terminal truncation of &alpha;-synuclein (&alpha;S) plays a critical role in regulating <a name="_Hlk178755669"></a>liquid&ndash;liquid phase separation and promoting amyloid aggregation, processes implicated in neurodegenerative diseases such as Parkinson&rsquo;s disease (PD). However, the molecular mechanisms through which C-terminal truncation influences &alpha;S conformation and modulates its aggregation remain poorly understood. In this study, we investigated the impact of C-terminal truncation on &alpha;S conformational dynamics by comparing full-length &alpha;S<sub>1-140</sub> with truncated &alpha;S<sub>1-103</sub> monomers using atomistic discrete molecular dynamics (DMD) simulations. Our findings revealed that both &alpha;S<sub>1-140</sub> and &alpha;S<sub>1-103</sub> primarily adopted helical conformations around residues 7&ndash;32, while residues 35-95, located in the second half of the N-terminal and NAC domains, predominantly formed a dynamic &beta;-sheet core. The C-terminus of &alpha;S<sub>1-140</sub> was largely unstructured and dynamically wrapped around the &beta;-sheet core. While residues 1-95 exhibited similar secondary structure propensities in both &alpha;S<sub>1-140</sub> and &alpha;S<sub>1-103</sub>, the dynamic capping by the C-terminus in &alpha;S<sub>1-140</sub> slightly enhanced &beta;-sheet formation around residues 35-95. In contrast, key aggregation-driving regions (residues 2-9, 36-42, 45-57, and 68-78) were dynamically shielded by the C-terminus in &alpha;S<sub>1-140</sub>, reducing their exposure and potentially preventing inter-peptide interactions that drive aggregation. C-terminal truncation, on the other hand, increased the exposed surface area of these aggregation-prone regions, thereby enhancing inter-peptide interactions, phase separation, and amyloid aggregation. Overall, our simulations provide valuable insights into the conformational effects of C-terminal truncation on &alpha;S and its role in promoting pathological aggregation.</span></p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Assessing the impact of central and peripheral obstructions on visual behavior: insights from gaze-contingent eye-tracking studies

<p>This dataset is a collection of image stimuli, as well as gaze tracks collected using visual field masks, such as central and peripheral scotoma, in order to assess the way people with visual field loss process visual stimuli in digital environments.</p> <h3><strong>This dataset is structured as follows :</strong></h3> <ul> <li>Stimuli: 125 fullHD images (1920x1080) used during the experiment trials; 4 fullHD images used during the training phase.</li> <li>Trials_metadata: <ul> <li>Psychopy_outputs: various callbacks and logs files from the Psychopy experiment</li> <li>trials_metadata: .csv files containing metadata such as stimuli order and timestamps.</li> </ul> </li> <li>Raw_eyetracking_outputs: subfolders containing the raw .edf files output by the Eyelink 1000+ eye-tracker. .edf files are divided into groups of 25 successive stimuli displayed.</li> <li>Raw_gaze_points: .csv files, containing the raw gaze points locations for each subject, stimulus and mask. Blinks, invalid coordinates and out-of-bounds gaze points are already removed from these files.</li> <li>Fixations: .csv files (one per image per participant) containing eye fixations locations extracted from the raw gaze points using a I-VT algorithm with a saccade velocity threshold of 45 deg/s.</li> </ul> <h2><br><strong>Experiment</strong></h2> <h3>Images</h3> <p>This database consists of 100 images collected from personal collections and various public image datasets, such as the CityScapes and the KITTI-360 datasets, covering a variety of themes, including landscapes, people, actions, and nature.<br>Images had a 1920 x 1080 pixel resolution (FullHD) and were shown on a screen with the same resolution.&nbsp;</p> <h3>Eye-tracking data collection</h3> <p>The stimuli were presented to a group of 37 observers, with normal or corrected-to-normal vision. We used a table-mounted EyeLink 1000 Plus eye-tracker, working at a fixed rate of 1000Hz, with a chin rest to ensure data accuracy. Participants were informed that they would observe images both with and without simulated visual field impairments, and the two types of masks used were described. They were also told that the only task is to view the images freely.&nbsp;</p> <p>To familiarize participants with the different types of masks, four training images (distinct from the trial dataset) were provided in the training phase, with each image presented in the three conditions -- peripheral mask, foveal mask, and control (no mask) -- with varying mask sizes.&nbsp;<br>In the trial phase, stimuli were displayed in a random order, with a randomly generated playlist ensuring no three consecutive stimuli were of the same image. A uniform gray screen was displayed between each stimulus.&nbsp;</p> <p>Viewing distance was set to be 90cm.<br>Eye-tracker calibration was carried out using a 9-point calibration protocol, i.e., 9 points were sequentially and randomly shown on the screen, where the observer should fixate their gaze.&nbsp;<br>Additionally, calibration was performed after every 25 displayed images.</p> <p>Each image was presented to the observers for a 5-second period.</p> <p>Each image in the database was presented to the observers under different conditions :<br>&nbsp; &nbsp; - The image without any obstruction, referred to as the control condition (C).&nbsp;<br>&nbsp; &nbsp; - Peripheral mask (P) simulating a tunnel vision, with two circular mask size variations (one individual mask for each eye): 1.5&deg; and 4.5&deg; radius of field of view, referred to as P1 and P2, respectively.&nbsp;<br>&nbsp; &nbsp; - Foveal mask (F) simulating a central scotoma, also with two size variations: 1.5&deg; and 4.5&deg; radius of obstruction, referred to as F1 and F2, in that order.</p> <p>&nbsp;</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

APS DPP 2024 - The impact of stable modes on the merging dynamics of Kelvin- Helmholtz vortices

<p>Supplementary figures for the poster presentation</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Online Repository for One-dimensional Power Spectral Analysis of Fresh Lunar Impact Craters

<p>This dataset includes:</p> <p>(1) Shape files of the rim crest, floor, and rim flank outlines of our selected fresh lunar craters.</p> <p>(2) Power spectral densities of the rim crest, floor, and rim flank outlines of our selected fresh lunar craters.</p> <p>(3) Python scripts to generate synthetic fresh lunar craters.</p> <p>(4) A spreadsheet that contains the morphometric parameters and the breakpoints (wavelengths and powers).</p>

opencc-by-4.0Sep 2024View details →
zenodo32/100

Data from the manuscript "Is the 2010 Maule Earthquake a repeating earthquake? Rupture heterogeneities and their impact on ground motion, landslides and cortical faults in Subduction Zones. "

<p>MATLAB data and codes used for the manuscript are provided. These calculate ground motion from a heterogeneous rupture, similar to the approach used in Venegas-Aravena (2024). The rupture simulation can be performed using the 'HE_B rupture.mat' code, which implements the Heterogeneous Energy-Based method (Venegas-Aravena, 2023) to model the 2010 Mw 8.8 Maule earthquake. The code for generating ground motion, 'Displacement_field.mat', calculates near-, intermediate-, and far-field displacement fields following equations 4.32 in Aki and Richards (2002) as a summation of point sources from the earthquake rupture. The subduction geometry is included in this dataset. The code can compute displacements in rho, theta, phi, direction and in east-west, north-south, and dip directions after following code instructions. Additionally, it includes a feature to add Rayleigh waves, although this was not utilized in the 2010 Maule earthquake manuscript.<br><br>A video showing the data can be seen here:&nbsp;<strong>https://youtu.be/6Zf3fgb6AGc.</strong><br><br><br>References</p> <p>Aki and Richards (2002): QUANTITATIVE SEISMOLOGY, SECOND EDITION.</p> <p>Venegas-Aravena (2023): https://doi.org/10.1515/geo-2022-0522.</p> <p>Venegas-Aravena (2024): https://doi.org/10.1007/s11069-024-06651-9.<br><br></p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Output and Validation for "Towards Change Impact Analysis..."

<p>Output data named "output-{system}.xlsx"</p> <p>Validation for "train-ticket" system named "validation-train-ticket.xlsx"</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Impacts and Challenges of Adopting Micro-Frontends

<p>Context: Incorporating new technologies into monolithic frontend projects has been challenging for software development teams, due to issues such as code redundancy, inconsistency, and scalability. To address these challenges, the micro-frontend architecture emerged, offering a more modular and independent solution.</p> <p>Goal: This study aims to investigate the impacts and challenges of adopting the micro-frontend architecture.&nbsp;</p> <p>Method: We conducted a Systematic Mapping Study (SMS) to identify the architectural patterns and approaches used in micro-frontends. Additionally, we carried out a survey to validate the strategies and challenges of adopting this architecture.</p> <p>Results: The findings highlight the relevance of the micro-frontend architecture in modernizing the frontend layer. However, its adoption is closely tied to the complexity and size of the project and team. Therefore, implementing the micro-frontend architecture with a well-defined set of methodological and technological decisions increases the likelihood of successful adoption.</p>

opencc-by-4.0Aug 2024View details →
zenodo32/100

Evaluating Sustainability Impacts of Intelligent Carpooling/Vanpooling System among SOV Commuters – Phase II: Park and Ride Interactions

Open the record for dataset details and reuse information.

opencc-by-4.0Oct 2024View 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.