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.
761
datasets available to search
ShareScore release 0.7.1
Dataset results
761 results for “impact assessment”
Statistical data - Assessing the State and Impact Towards Just Transition Process in the Energy Sector in North Macedonia
<p><span>The dataset represents statistical data collected and interpreted by the authors in the framework of the research titled <strong>'Assessing the State and Impact Towards Just Transition Process in the Energy Sector in North Macedonia'</strong>. The research was developed in the framework of the <a href="https://greenforcetwinning.net/">GreenFORCE</a> project and is available under Deliverables <em>4.5_1st Research Study Report</em>; and <em>4.6_2nd Research Study Report</em>. </span></p> <p><span> </span></p> <p><span>The dataset contains tables and graphs that are employed within the research and may be accessed by the general public in compliance with the Creative Commons Attribution license. The datasheets include:</span></p> <p><span> </span><span>1- Primary energy production data 2005-2022 </span></p> <p><span>2- Energy balance 2018-2022</span></p> <p><span>3- Electricity production by domestic producers 2017-2022</span></p> <p><span>4- GDP by production approach 2017-2022</span></p> <p><span>5- GDP components 2019-2021</span></p> <p><span>6- BDP components 2019</span></p> <p><span>7- GDP per capita 2015-2020</span></p> <p><span>8- BDP per sector and region 2021</span></p> <p><span>9- Employment per sector and regions 2017-2021</span></p> <p><span>10- Population data 2021</span></p> <p><span>11- Input-Output analysis data</span></p> <p><span>12- Environmental Investment statistics</span></p> <p><span>13- GHG emissions (+ projections) 2015-2025</span></p> <p><span>14- Environmental taxation (2016-2021)</span></p>
Statistical data - Assessing Local Impact of Decarbonization in Bosnia and Hercegovina"
<p>The dataset represents statistical data collected and interpreted by the authors in the framework of the research titled "<span>Assesment of Local Impact of Decarbonization in Bosnia and Hercegovina"</span></p> <p>he dataset contains tables and graphs that are employed within the research and may be accessed by the general public in compliance with the Creative Commons Attribution license. The datasheets include:</p> <ol> <li>Selected CO2 emission data for BiH, 2016-2021</li> <li>GHG per capita emissions (tons) in Western Balkan countries 2016-2021</li> <li>Greenhouse gas emission per sector in Bosnia and Herzegovina 2015-2019</li> <li>Comparison of CO2 emissions between BiH and EU</li> <li>Type of fuel and its production of CO2 in Bosnia and Herzegovina, 2016-2021</li> <li>Basic macroeconomic indicators relevant to the labour market in BiH, 2010-2020</li> <li>Employment levels in selected sectors in FBiH, 2016-2021</li> <li>Employment levels in selected sectors in Republic Srprska, 2016-2021</li> <li>Employment levels in selected sectors in FBiH, 2016-2021</li> <li>Number of legal entities in FBiH 2016-2021</li> <li>Number of business entities in RS 2016-2021</li> <li>Poverty and inequality indicators in BiH, 2015</li> <li>Heads of households by current activity status and education in BiH, 2015</li> <li>Household composition by industry of employment of household head, %, BiH, 2015</li> <li>Minimum wage earners in Bosnia and Herzegovina</li> <li>Number of social benefits recipients by household type, BiH 2015</li> <li>Stock of employed in selected municipalities and FBiH, 2016-2021</li> <li>Employment to population ratio in selected municipalities and FBiH, 2016-2021 (%)</li> <li>Employment rates in selected municipalities and FBiH, 2016-2021 (%)</li> <li>Unemployment rates in in selected municipalities and FBiH, 2016-2021 (%)</li> </ol> <p> </p>
Supplementary material 4 from: Hagen BL, Kumschick S (2018) The relevance of using various scoring schemes revealed by an impact assessment of feral mammals. NeoBiota 38: 37-75. https://doi.org/10.3897/neobiota.38.23509
Detailed SEICAT assessments (Table S4) : Explanation note: A summary of the impact assessment using the Socio-Economic Impact Classification for Alien Taxa (SEICAT). Impact scores, from highest to lowest are Massive (MV), Major (MR), Moderate (MO), Minor (MN) and Minimal Concern (MC). Full reference details are given in Appendix 2. Region indicates whether the impact was found on islands or the mainland.
Supplementary material 2 from: Hagen BL, Kumschick S (2018) The relevance of using various scoring schemes revealed by an impact assessment of feral mammals. NeoBiota 38: 37-75. https://doi.org/10.3897/neobiota.38.23509
Detailed GISS assessments (Table S2) : Explanation note: Details of the environmental and socio-economic impact assessment using the Generic Impact Scoring System (GISS). Full reference details are given in Appendix 2. Region indicates whether the impact was found on islands or the mainland.
Supplementary material 1 from: Hagen BL, Kumschick S (2018) The relevance of using various scoring schemes revealed by an impact assessment of feral mammals. NeoBiota 38: 37-75. https://doi.org/10.3897/neobiota.38.23509
Differences between scoring schemes (Table S1) : Explanation note: Scoring differences for GISS, EICAT and SEICAT. This table was adapted from Kumschick et al. (2016) and Bacher et al. (2017). The numbers in the top column refer to the GISS scoring classifications, whereas the terms 'massive' to 'minimal concern' refer to EICAT and SEICAT scoring classifications.
Supplementary material 3 from: Hagen BL, Kumschick S (2018) The relevance of using various scoring schemes revealed by an impact assessment of feral mammals. NeoBiota 38: 37-75. https://doi.org/10.3897/neobiota.38.23509
Detailed EICAT assessments (Table S3) : Explanation note: A summary of the impact assessment using the Environmental Impact Classification for Alien Taxa (EICAT). Impact scores, from highest to lowest are Massive (MV), Major (MR), Moderate (MO), Minor (MN) and Minimal Concern (MC). Full reference details are given in Appendix 2. Region indicates whether the impact was found on islands or the mainland.
Supplementary material 2 from: Yazlık A, Pergl J, Pyšek P (2018) Impact of alien plants in Turkey assessed by the Generic Impact Scoring System. NeoBiota 39: 31-51. https://doi.org/10.3897/neobiota.39.23598
List of references : Explanation note: List of references used for scoring the impact of the studied species.
Supplementary material 1 from: Yazlık A, Pergl J, Pyšek P (2018) Impact of alien plants in Turkey assessed by the Generic Impact Scoring System. NeoBiota 39: 31-51. https://doi.org/10.3897/neobiota.39.23598
Distribution of alien species assessed in this study : Explanation note: Distribution in Turkey of the alien species studied using the grid system according to Davis (1965–1985, 1988).
Supplementary material 3 from: Yazlık A, Pergl J, Pyšek P (2018) Impact of alien plants in Turkey assessed by the Generic Impact Scoring System. NeoBiota 39: 31-51. https://doi.org/10.3897/neobiota.39.23598
Scoring of the impact : Explanation note: Scoring of environmental and socioeconomi impact. File contains values (Impact score) and categories in which these scores are assigned (Impact type), with source references.
Supplementary material 1 from: Underwood E, Taylor K, Tucker G (2018) The use of biodiversity data in spatial planning and impact assessment in Europe. Research Ideas and Outcomes 4: e28045. https://doi.org/10.3897/rio.4.e28045
Biodiversity data sources at the EU level comprise the biodiversity and landuse-related EU reporting and monitoring programmes, and global or regional data portals which include data from European countries. Also gives an overview of spatial planning and data sources for biodiversity impact assessment in a selection of EU Member States: UK, Bulgaria, Netherlands, Germany, Sweden, Denmark and the Baltic Sea.
Supplementary material 2 from: Dickey JWE, Cuthbert RN, Rea M, Laverty C, Crane K, South J, Briski E, Chang X, Coughlan NE, MacIsaac HJ, Ricciardi A, Riddell GE, Xu M, Dick JTA (2018) Assessing the relative potential ecological impacts and invasion risks of emerging and future invasive alien species. NeoBiota 40: 1-24. https://doi.org/10.3897/neobiota.40.28519
Table S2. Summary of the GB online survey outlining which of the four species of turtle was being sold :
Measuring Impact: Research Assessment
<p>Audio from <em>Session 13: Measuring Impact - Research Assessment</em>, held Friday 28 June 2019 at the LIBER 2019 Annual Conference.</p> <p>Talks included:</p> <ul> <li>13.1 <a href="https://doi.org/10.5281/zenodo.3260276">RI2A – Towards a Responsible Institute Impact Assessment</a>, Gustaf Nelhans, University of Borås, Denmark, Evgenios Vlachos and Maéva Vignes, University of Southern Denmark, Denmark</li> <li>13.2 <a href="https://doi.org/10.5281/zenodo.3260280">How does Our Research Influence Policy on Global Societal Changes? A Bibliometric Proof of Concept Targeting the Sustainable Development Goals of the United Nations</a>, Maurice Vanderfeesten, René Otten, Joeri Both,Vrije Universiteit Amsterdam, The Netherlands, Felix Schmidt, Eike Spielberg, Universität Duisburg-Essen, Germany, Lars Kullman, University of Gothenburg, Denmark, Jaqui Farar, University of East Anglia, United Kingdom</li> <li>13.3 <a href="https://doi.org/10.5281/zenodo.3260282">Beyond Authorship, Recognising Contributions: the Value of CRedIT (contributor role taxonomy)</a>, Liz Allen, F1000, United Kingdom</li> <li>13.4 <a href="https://doi.org/10.5281/zenodo.3260285">Research Libraries: an Incubator for Science Communication, Public Engagement and Literacy Skills</a>, Heather Cunningham, University of Toronto Libraries, Canada</li> </ul>
Self-assessment tool for Institutional Changes and Impact (RFO)
<p>As part of T8.2, which aims to investigate the institutional pathways that help embed Citizen Science (CS) in the European research landscape, Université Paris Cité (Learning Planet Institut) developed a self-assessment tool. This tool was structured around the EU-funded TIME4CS framework, which identified four key intervention areas:</p> <ol> <li><strong>Research </strong></li> <li><strong>Education & Awareness </strong></li> <li><strong>Support Resources & Infrastructure </strong></li> <li><strong>Policy & Assessment </strong></li> </ol> <p>These areas are integral to the functioning of universities and research institutes, which were the primary audience for the <a href="../records/10405577">Stock-taking" institutional support for Citizen Science in Research Performing Organisations (RPOs)</a> developed by the TIME4CS project.</p> <p>The questions in this self-assessment tool were specifically tailored for Research Funding Organisations (RFOs) to evaluate their integration of citizen science at an institutional level. The attached Excel file is the self-assessment tool, designed to generate immediate results. These results offer an overview of the organisation's integration across the four intervention areas mentioned above.</p>
Fig. 2 in The Global Invasion of the Suckermouth Armored Catfish Genus Pterygoplichthys (Siluriformes: Loricariidae): Annotated List of Species, Distributional Summary, and Assessment of Impacts
Fig. 2. Number of exotic records of Pterygoplichthys spp. by year recorded in the literature. Records with missing dates were treated using the publication date and the single record of "late 1950s" was treated as 1960. A total of 71 records of exotic Pterygoplichthys spp., either individuals or populations, were reported through October, 2017; 55 of these records represented established populations.
Fig. 1 in The Global Invasion of the Suckermouth Armored Catfish Genus Pterygoplichthys (Siluriformes: Loricariidae): Annotated List of Species, Distributional Summary, and Assessment of Impacts
Fig. 1. Global distribution of nonnative Pterygoplichthys spp. represented with filled-in geopolitical polygons for established populations, filled-in circles for potentially isolated detections, and a circle with a red X over it for the single eradication. Each species is represented by a different color. Geopolitical areas with multiple established species are displayed with a multicolor pattern using the relevant species' colors. The Gulf Coast/Caribbean region and central Indo-Pacific region are represented in higher resolution map insets with red and yellow borders, respectively. Color-filled polygons (e.g. states) indicate establishment in, but not necessarily throughout, an area.
ASSESSING THE IMPACT OF AGROINDUSTRY AND EXTRACTIVISM ON DEFORESTATION IN THE BRAZILIAN LEGAL AMAZON
<p>Database to investigate the interrelationship between deforestation in the Legal Amazon, agroindustry and extractivism in the period from 1988 to 2022.</p>
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>
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>
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. </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. </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. <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. </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. <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> - The image without any obstruction, referred to as the control condition (C). <br> - Peripheral mask (P) simulating a tunnel vision, with two circular mask size variations (one individual mask for each eye): 1.5° and 4.5° radius of field of view, referred to as P1 and P2, respectively. <br> - Foveal mask (F) simulating a central scotoma, also with two size variations: 1.5° and 4.5° radius of obstruction, referred to as F1 and F2, in that order.</p> <p> </p>
Data used in The impact of variable DOC concentrations on acidification assessments
<p>Data used in Stadmark et al. The impact of variable DOC concentrations on acidification assessments.</p>
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.