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.
13,117
datasets available to search
ShareScore release 0.9.0
Dataset results
13,117 results for “Maps”
MAP 5 in Taxonomic revision of the genus Parena Motschulsky, 1860 (Coleoptera, Carabidae, Lebiini, Metallicina)
MAP 5. Distributions for species in the Parena (Bothynoptera) heteronycha group and Parena (Bothynoptera) taiwana group.
MAP 1 in An additional species of the genus Nemaspela Šilhavý, 1966 from a cave in Georgia with a note on Nemaspela melouri (Opiliones: Nemastomatidae)
MAP 1. Distributional map of the Nemaspela species in the Caucasus. 1. Vorontsovskaya Cave (N. sokolovi); 2. Labirintovaya Cave (N. sokolovi); 3. Dolgaya Cave (N. sokolovi); 4. Fontanka Cave (N. kovali); 5. Omega-15 Cave (N. kovali); 6. Omega-12 Cave (N. kovali); 7. Otte-Shik Cave (N. kovali); 8. Akhunskaya Cave (N. abchasica); 9. Beloskalskaya Cave (N. abchasica); 10. Kolokolnaya Cave (N. abchasica); 11. Kuibishevi Cave (N. abchasica); 12. L 24 Cave (N. abchasica); 13. Kveda Shakurani (=Nizhnyaya Shakuranskaya) Cave (N. abchasica); 14. Zemo Eshera Cave (N. birsteini); 15. Tarkili Cave (N. birsteini); 16. Sarma Cave (N. gagrica); 17. Veryovkina Cave (N. gagrica); 18. Sakishore Cave (N. femorecurvata); 19. Prometheus Cave (N. prometheus); 20. Melouri Cave (N. melouri); 21. Solkota Cave (N. melouri); 22. Kotia Cave (=Kotiasklde Cave) (N. kotia) (for details of localities and collection depositories see Martens et al. 2021).
MAP 2 in Systematics of the Nososticta salomonis complex (Odonata: Zygoptera: Platycnemididae)
MAP 2.—Distribution of Nososticta africana (Schmidt) in the Bismarck Archipelago and adjacent Huon Peninsula.
Mapping Monasticism: A Digital Approach to the Network of Conques (raw data)
<p>Original dataset used to produce the digital map of the Monastic Network of Conques. The file includes a link to the GMaps, as well as the KMZ file of the map itself.</p>
Mapping surface flaws on float glass through Fourier ptychographic quantitative phase imaging
<p>This dataset contains the 0.7 GP quantitative phase map described in the paper "Mapping surface flaws on float glass through Fourier ptychographic quantitative phase imaging". The phase map can be loaded and visualized in Matlab. Note that the file is large (>20 GB) and requires sufficient RAM to be loaded. The pixel size of the phase map is 542 nm.</p>
Global coastal flood maps
<p>Global coastal flood maps for the present day 100-year event. </p>
Geodiversity Index and sub-indices Map of French Guiana
<p>This file contains:</p> <p>1) The vector (.shp) of the Geodiversity Index Map of French Guiana. The attribute table includes the following fields:</p> <p>- "id": as the code identifier for each grid-cell;</p> <p>- "CODE": as the number of each grid-cell;</p> <p>- "LITHO", "MIN", "HYDRO", "GEOM": as the abundance of respectively lithological, mineralogical, hydrological, geomorphological entities per each cell according to the methodology described in the main paper (see below).</p> <p>- "CLS_L", "CLS_M", "CLS_Gm", "CLSH3": as geodiversity sub-indices values (i.e. respectively, lithodiversity, mineral diversity, geomorphodiversity, hydrodiversity) on a scale between 1 (low diversity) and 4 (very high diversity).</p> <p>- "TOT_GI3": the sum of the sub-indices values</p> <p>-"GI_CLS3": the final Geodiversity Index</p> <p> </p> <p>2) The rasterized (.tiff) version of the map</p> <p> </p> <p>The spatial data are associated with the following paper:</p> <p>Scammacca, O., Bétard, F., Aertgeerts, G. <em>et al.</em> Geodiversity Assessment of French Guiana: Challenges and Implications for Sustainable Land Planning. <em>Geoheritage</em> <strong>14</strong>, 83 (2022). https://doi.org/10.1007/s12371-022-00716-6</p>
Fig. 1. Map showing the sampling site. A in Pontopolycope orientalis sp. nov. (Crustacea: Ostracoda: Polycopidae), the First Report of a Living Species of the Genus from the Indo-Pacific Region
Fig. 1. Map showing the sampling site. A, Japan; B, type locality of Pontopolycope orientalis sp. nov. (open circle).
FER-2013 subset ES-MAPs
<p>A modified subset of the FER-2013 dataset generated as ES-MAPs (emotional state heatmaps)</p>
Mapping Marine Plastic Pollution
<p>This dataset contains images of plastic objects placed over coastal areas. This is the organization of the folders:</p> <ul> <li>Source data (ASC and TIFF) / Simulated data (DART): Simulations built on the Discrete Anisotropic Radiative Transfer (DART) model using spectral databases provided by Garaba and Dierssen (doi:10.21232/C27H34, doi:10.21232/r7gg- yv83 and doi:10.21232/ex5j-0z25)</li> <li>Source data (ASC and TIFF) / Observed data (USGS): Clippings on regions of interest of images acquired in PLPs 2019 (https://zenodo.org/record/3752719) and 2021 (https://zenodo.org/ record/7085112) atmospherically corrected by the Acolite algorithm (https://github.com/acolite/acolite/releases/tag/20220222.0);</li> <li>Compiled datasets (CSVs): Source data compiled by Python script available at https://github.com/ufrgs-rescue/plastic_map</li> </ul>
COVID Analysis and Mapping of Policies dataset
<p>The COVID Analysis and Mapping of Policies (AMP) dataset is a research effort performed by researchers at the Georgetown University Center for Global Health Science and Security. The COVID AMP dataset is an Excel file (.xlsx) which includes data coded from 50,000 policies from January 2020 - June 2022, collected from U.S. states and the District of Columbia, US local governments (counties, cities) and national governments globally. The COVID AMP policy dataset contains a comprehensive set of fields describing the governing authority, the type of policy measure, the policy's intentions, and an analysis of the legal authority under which the policy is enacted. A Data Dictionary is included in the Excel file download.</p> <p>In addition to the coded data, the COVID AMP Policy PDF Files (.zip) folder contains the raw text of the policies from which records were coded. Please note, users may experience slower download times with this large file.</p> <p> </p>
Annual maps of rural settlements in Beijing-Tianjin-Hebei region, China (1990 to 2020)
<p>Using the Landsat-derived impervious surface area (ISA) data, the prolonged artificial Nighttime-light (NTL) data, and the Point of Interest (POI) data on the Google Earth Engine, we built the first annual maps of rural settlements (RUS) in the rapid urbanization region of Beijing-Tianjin-Hebei (BTH) in North China during 1990-2020. The RUS mapping model proposed in this study on the basis of referring to similar studies consisted of three basic steps, including kernel density estimation, initial boundary delineation, and post-processing. The location-based and the area-based comparison verified the effectiveness of our results, with a mean overall accuracy of 85% and a mean correlation value of 0.88, respectively.</p>
Dataset on "Argument maps as a proxy for critical thinking development: A Lab for undergraduate students"
<p>Argumentative skills are crucial for any individual at the personal and professional levels. In recent decades, there has been an increasing concern about the weak undergraduates' skills and considerable difficulty in reworking and expressing one's own reflection on a topic. In turn, this has implications for being a critical thinker, able to express an original point of view. Tailored interventions in Higher Education could constitute a powerful approach to promote argumentative skills and extend these skills to professional and personal life. In this regard, argument maps (AM) could prove to be a valuable support to the visualization process of arguments. They don’t just create associations between concepts, but trace the logical relationships between different statements, allowing you to track the reasoning chain and understand it better. We conducted an experimental study to investigate how a path with AM could support students in increasing the level of text comprehension (CoT) competence, in terms of identifying the elements of an argumentative text, and critical thinking (CT), in terms of reconstructing meaning and building their own reflection. </p> <p>Our preliminary descriptive analysis suggested the positivity of the role of AM in increasing students’ CoT and CT proficiency levels</p> <p> </p> <p>This Zenodo record follows the full analysis process with R (https://cran.r-project.org/bin/windows/base/ ) composed of the following datasets and script:</p> <p>1. Comprehension of Text and AMs Results - ExpAM.xlsx</p> <p>2. Critical Thinking Results - CriThink.xlsx</p> <p>3. Argumentative skills in Forum - ExpForum.xlsx</p> <p>4. Selfassessment Results - Dataset_Quest.xlsx</p> <p>5. Data for Correlation and Regression - Dataset_CorRegr.xlsx</p> <p>6. Descriptive Statistics - Preliminary Analysis.R</p> <p>7. Inferential Statistics - Correlation and Regression.R</p> <p> </p> <p>Any comments or improvements are welcome!</p>
Swift/BAT-GUANO upper limits map for S230627c
<p>Swift/BAT-GUANO upper limits map for S230627c. The solid lines are the 50 and 90 % C.L. of the GW event.</p>
FITS file of the Swift/BAT-GUANO upper limits map for S230627c
<p>FITS file of the Swift/BAT-GUANO upper limits map for S230627c.</p>
Snowmelt runoff onset maps for stratovolcanoes in the Cascade Range
<p>This data archive contains snowmelt runoff onset maps for stratovolcanoes in the Cascade Range. They were created using the open-source <a href="https://github.com/egagli/sar_snowmelt_timing">sar_snowmelt_timing</a> toolbox. Raster values correspond to the day of year [0,365] of predicted snowmelt runoff onset. All products are in UTM Zone 10N (EPSG:32610) projected coordinate system. </p>
MAP 6 in Integrative taxonomic revision of the African taxa of the Racotis Moore, 1887 generic complex (Lepidoptera, Geometridae, Ennominae, Boarmiini)
MAP 6. Distribution of the subgenus Zebracotis 2.: A. (Z.) helicalis sp. n., milesi sp. n., ochsei sp. n., smithi sp. n. and takanoi sp. n.
MAP 5 in Integrative taxonomic revision of the African taxa of the Racotis Moore, 1887 generic complex (Lepidoptera, Geometridae, Ennominae, Boarmiini)
MAP 5. Distribution of the subgenus Zebracotis 1.: A. (Z.) chaineyi sp. n., lydiae lydiae sp. n., lydiae orientalis ssp. n., madagascariensis and zebrina.
MAP 3 in Integrative taxonomic revision of the African taxa of the Racotis Moore, 1887 generic complex (Lepidoptera, Geometridae, Ennominae, Boarmiini)
MAP 3. Distribution of the Afroracotis (Herbuloracotis) apodosima and A. (H.) deportata species-groups and the subgenera Rwandaracotis and Sokokeracotis.
Using a Web Map Service to map Little Ice Age glacier extents at regional scales
<p>Extending the record of glacier area changes into the past improves our understanding of climate change impacts. Although analogue maps showing historic glacier extents are abundant, digital outlines from before the satellite era are sparse as the digitisation of moraines and trimlines on freely available satellite images is challenging. With the now available very high-resolution images provided by Web Map Services (WMS), new doors are open for the precise digitisation. Here, we used the ESRI WMS to digitise Little Ice Age (LIA) glacier extents and present area changes since the LIA in four selected regions along with a detailed uncertainty analysis. We used modern glacier outlines as a starting point and additionally consulted Sentinel-2 images, the ArcticDEM and historic maps for interpretation. Dating records from the literature allowed calculating area change rates. In total, 493 LIA glaciers (4640 km2, now 891 ice bodies with 3590 km2) were digitised, yielding relative area changes of −20% (−0.14% a−1), −15% (−0.10% a−1), −26% (−0.16% a−1) and −61% (−0.19% a−1) for Alaska, Baffin Island, Novaya Zemlya and the tropics, respectively. The ESRI WMS images are a great asset to precisely map moraines and trimlines, but information about the timing of the related extents requires further sources.</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.