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.

13,117

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

13,117 results for “Maps”

Learn how ShareScore rates datasets ↗
zenodo28/100

Hippocampal Representation of Threat Features and Behavior in a Human Approach-Avoidance Conflict Anxiety Task: Unthresholded SPM Activation Maps

<p>This dataset includes group-level results from multifold parametric analyses of a high-resolution fMRI approach-avoidance conflict anxiety task (n = 19). SPM Results are divided in primary analyses using a 8 mm FWHM smoothing kernel, and secondary (localization) anaylses using a 4 mm FWHM kernel.</p> <p>Parametric modulators of BOLD activation were set up with serial orthogonalization in the following order: P1: TP, TM, TP x TM P2: A, TP, TM, A x TP, A x TM, TP x TM, A x TP x TM P3: Two separate analyses for approach and avoidance trials. Order of modulators as in P1.</p> <p>Abbreviations: TP = threat probability TM = threat magnitude A = action (approach / avoidance)</p> <p>The study is reported in the following reference: Abivardi A.*<em>, </em>Khemka S.*, Bach D.R. (2020) Hippocampal Representation of Threat Features and Behavior in a Human Approach-Avoidance Conflict Anxiety Task (accepted for publication in Journal of Neuroscience)</p> <p>Citation for this dataset: <a href="https://doi.org/10.5281/zenodo.3893443">https://doi.org/10.5281/zenodo.3893443</a>.</p>

openother-openJul 2020View details →
zenodo28/100

Map 2 from: Liu K-K, Luo H-P, Ying Y-H, Xiao Y-X, Xu X, Xiao Y-H (2020) A survey of Phrurolithidae spiders from Jinggang Mountain National Nature Reserve, Jiangxi Province, China. ZooKeys 947: 1-37. https://doi.org/10.3897/zookeys.947.51175

Map 2 Map of China, enlargement showing records of Otacilia acutangula sp. nov., O. bijiashanica sp. nov., O. longtanica sp. nov., O. ovoidea sp. nov., O. shenshanica sp. nov., Otacilia subovoidea sp. nov. and O. xiaoxiica sp. nov. in Jinggang Mountain National Nature Reserve, Jiangxi.

opencc-by-4.0Jul 2020View details →
zenodo28/100

Simulated read data analysed in "Removing reference bias and improving indel calling in ancient DNA data analysis by mapping to a sequence variation graph"

<p>Simulated read data analyzed in &quot;Removing reference bias and improving indel calling in ancient DNA data analysis by mapping to a sequence variation graph&quot;.</p> <p><strong>1) Human sequence data</strong></p> <p><strong>HO_chr11_50bp_sliding_window*fq.gz:</strong><br> All possible 50 bp reads overlapping chromosome 11 SNPs in the Human Origins dataset. Files with the word &quot;alternate&quot; in their filename carry the alternate allele, otherwise, they carry the reference allele. Deamination has been added into these simulated reads using gargammel (Renaud 2016) based on empirically estimated post-mortem damage in a dataset of 102 ancient genomes (Allentoft et al., 2015).</p> <p><strong>2) microbial data</strong></p> <p><strong>simulation_*_s.fq.gz:</strong><br> Simulated microbial read data&nbsp;from a set of microbial reference genomes identified in the ancient Clovis genome (Rasmussen 2014), using gargammel.</p>

opencc-by-4.0Jul 2020View details →
zenodo28/100

Perspectives and Challenges in the Analysis of Prison Systems Data: A Systematic Mapping

<p>This is a&nbsp;list of 207 selected papers from a&nbsp;systematic mapping performed to analyze existing evidence on prison systems original data from peer-reviewed studies published between 2000 and 2019.</p>

opencc-by-4.0Jul 2020View details →
zenodo28/100

Systematic Mapping Study Data on Case Survey Studies in Software Engineering Research

<p>This dataset includes the systematic mapping study intermediate results to a study on the use of case survey in software engineering research. It includes the results to queries on four different databases (ACM Digital Library, IEEE Xplore, Scopus and Web of Science), the final set of unique results (eliminating duplicates) and how they were classified regarding if it was focused on software engineering, if it is an empirical research paper, and if it employed case survey.</p>

opencc-by-4.0Jul 2020View details →
zenodo28/100

Lidar-derived snow depth maps along the Chilean Extratropical Andes, winter 2018

<p>All the files included here contain the data produced for the manuscript &quot;<strong>Spatial distribution and scaling properties of lidar-derived snow depth in the extratropical Andes</strong>&quot;, submitted for possible publication in Water Resources Research.&nbsp;Lidar measurements for snow-covered conditions were conducted on September 4th, August 9th, and October 25th 2018 in Tascadero, Las Bayas and Valle Hermoso, respectively. Each data acquisition was conducted using a Riegl VZ6000 long range scanner on dates with and without snow, using an angular resolution of 0.01&deg;.</p> <p>Lidar-derived maps are contained in the following files:</p> <p>SiteName_SD_TPI.txt (SiteName: Tascadero, Las Bayas, VH East or VH West).</p> <p>Where the file structure is as follows:</p> <p>X,Y,Z,SD,SLP,NOR,TPI04,TPI07,TPI15,TPI20,TPI30,TPI40,TPI50</p> <p>where Z is bare earth elevation (m a.s.l.), SD is snow depth, SLP is&nbsp;slope (&deg;), NOR is&nbsp;northness&nbsp;(&deg;) whereby 180 = north&nbsp;facing and 0 = south facing, TPIXX is the Topographic Position Index&nbsp;(TPI) computed for a search distance of XX m,&nbsp;whereby positive differences are convex landforms, and negative is concave. The magnitude of TPI indicates the scale of the relative concavity/convexity.</p> <p>Variogram results are contained in files .rsav with the following nomenclature:</p> <p>SiteName_X_TypeOfVariogram.rsav</p> <p>Where X can be SD (snow depth) or Z (bare earth topography), and the type of variogram can be omnidirectional or directional.</p>

opencc-by-4.0Jul 2020View details →
zenodo28/100

Systematic Mapping Study on Domain-Specific Language Development Tools - Data Repository

<p>Domain-specific languages (DSL) are programming or modeling languages devoted to a given application domain. There are many tools used to support the implementation of a DSL, making hard the decision-making process for one or another. In this sense, identifying and mapping their features is relevant for decision-making by academic and industrial initiative on DSL development.&nbsp;<br> Objective: The goal of this work is to identify and map the tools, Language Workbenches (LW), or frameworks that were proposed to develop DSLs discussed and referenced in publications between 2012 and 2019.&nbsp;<br> Method: A Systematic Mapping Study (SMS) of the literature scoping tools for DSL development.&nbsp;<br> Results: We identified 59 tools, including 9 under a commercial license and 41 with non-commercial licenses, and analyzed their features from 230 papers.&nbsp;<br> Conclusion: There is a substantial amount of tools that cover a large number of features. Furthermore, we observed that usually, the developer adopts one type of notation to implement the DSL: textual or graphical. We also discussed research gaps, such as a lack of tools that allow meta-meta model transformations and that support modeling tools interoperability.&nbsp;</p>

opencc-by-4.0Jul 2020View details →
zenodo28/100

Viewing the US presidential electoral map through the lens of public health

<p>Data for the publication:&nbsp;Viewing the US presidential electoral map through the lens of public health</p>

opencc-by-4.0Aug 2020View details →
zenodo28/100

Map 4 from: Dorjderem S, Shi H, Liang H (2020) The genus Pterostichus in China III: a brief review of subgenus Chinapterus Berlov (Coleoptera, Carabidae) with descriptions of two new species. ZooKeys 953: 61-83. https://doi.org/10.3897/zookeys.953.52282

Map 4 Distributions for Pterostichus (Chinapterus) spp. P. singularis (green), P. przewalskyi (violet), P. lianhuaensis sp. nov. (red), P. liupanensis sp. nov. (blue); black boxes mark area shown in maps 1–3.

opencc-by-4.0Aug 2020View details →
dryad28/100

Data from: Mapping phosphorus hotspots in Sydney's organic wastes: a spatially-explicit inventory to facilitate urban phosphorus recycling

Phosphorus is an essential element for food production whose main global sources are becoming scarce and expensive. Furthermore, losses of phosphorus throughout the food production chain can also cause serious aquatic pollution. Recycling urban organic waste resources high in phosphorus could simultaneously address scarcity concerns for agricultural producers who reply on phosphorus fertilisers, and waste managers seeking to divert waste from landfills to decrease environmental burdens. Recycling phosphorus back to agricultural lands however requires careful logistical planning to maximize benefits and minimize costs including, processing and transportation. The first step towards such analyses is quantifying recycling potential in a spatially-explicit way. Here we present such inventories and scenarios for the Greater Sydney Basin's recyclable phosphorus supply and agricultural demand. In 2011, there was fifteen times more phosphorus available in organic waste than agricultural demand for phosphorus in Sydney. Hypothetically, if future city residents shifted to a plant-based diet, eliminated edible food waste, and removed animal production in the Greater Sydney Basin, available phosphorus supply would decrease to 7.25 kt of phosphorus per year, even when accounting for population growth by 2031, and demand would also decrease to 0.40 kt of phosphorus per year. Creating a circular phosphorus economy for Sydney, in all scenarios considered, would require effective recycling strategies which include transport outside of the Greater Sydney Basin. These spatially explicit scenarios can be used as a tool to facilitate stakeholders engagement to identify opportunities and barriers for appropriate organic waste recycling strategies.

opencc-zeroDec 2017View details →
zenodo28/100

Map 4 in On the taxonomy and zoogeography of some West Palaearctic Quedius species, with a focus on the East Mediterranean and the species allied to Quedius umbrinus and Q. nivicola (Coleoptera: Staphylinidae: Staphylininae)

Map 4: Distributions of Quedius nivicola (white circles; revised records), Q. ortrudae (black circles; revised records), and Q. josue (black triangles: revised records; white triangles literature records) in the East Mediterranean.

opencc-by-4.0Jul 2018View details →
zenodo28/100

Map 3 in On the taxonomy and zoogeography of some West Palaearctic Quedius species, with a focus on the East Mediterranean and the species allied to Quedius umbrinus and Q. nivicola (Coleoptera: Staphylinidae: Staphylininae)

Map 3: Distribution of Quedius job in the East Mediterranean, based on revised (black circles) and literature records (white circles).

opencc-by-4.0Jul 2018View details →
zenodo28/100

Map 3 in On the Aleochara subgenera Ceranota and Xenochara. IV. A revision of types, a new species, and additional records (Coleoptera: Staphylinidae: Aleocharinae)

Map 3: Distributions of Aleochara caucasica (black circles) and A. claviculata (white circles), based on revised records.

opencc-by-4.0Jul 2018View details →
zenodo28/100

Map 2 in Three new species of Oxypoda from Spain, Armenia, and Ukraine with notes on the fauna of Armenia (Coleoptera: Staphylinidae: Aleocharinae)

Map 2: Distributions of Oxypoda flexa (black circles), O. subplicata (white circles), and O. verminata (white stars).

opencc-by-4.0Jul 2018View details →
zenodo28/100

Map 1 in On the Aleochara subgenera Ceranota and Xenochara. IV. A revision of types, a new species, and additional records (Coleoptera: Staphylinidae: Aleocharinae)

Map 1: Distribution of Aleochara erythroptera in the West Palaearctic region, based on revised records.

opencc-by-4.0Jul 2018View details →
zenodo28/100

Map 1 in Six new species of Trichoglossina from China (Coleoptera: Staphylinidae: Aleocharinae: Oxypodini)

Map 1: Distributions of Trichoglossina aptera (black and white triangles), T. alticola (white triangle), T. acutissima (white circle), T. volans (white circle), T. discolor (black circle), and T. bifida (white diamonds).

opencc-by-4.0Jul 2018View details →
zenodo28/100

Map 1 in New species and additional records of Cephalocousya and Drepasiagonusa from China and Russia (Coleoptera: Staphylinidae: Aleocharinae: Oxypodini)

Map 1: Distributions of Drepasiagonusa species in the East Palaearctic region: D. smetanai (white circles); D. procera (black diamond); D. tibetica (black triangles); D. angulata (black circles); D. feldmanni (black star); D. sp. 1 (black square); D. sp. 2 (white diamond).

opencc-by-4.0Jul 2018View details →
zenodo28/100

Map 2 in On the taxonomy and zoogeography of some West Palaearctic Quedius species, with a focus on the East Mediterranean and the species allied to Quedius umbrinus and Q. nivicola (Coleoptera: Staphylinidae: Staphylininae)

Map 2: Distribution of Quedius illyricus in the Balkans, based on revised (black circles) and literature records (white circles).

opencc-by-4.0Jul 2018View details →
zenodo28/100

Map 1 in On the taxonomy and zoogeography of some West Palaearctic Quedius species, with a focus on the East Mediterranean and the species allied to Quedius umbrinus and Q. nivicola (Coleoptera: Staphylinidae: Staphylininae)

Map 1: Distributions of Quedius hermonensis (black circles), Q. microcapillatus (white circles), and Q. orientalis (black star), based on revised records.

opencc-by-4.0Jul 2018View details →
zenodo28/100

Map 2 in A revision of Othiini. XX. Two new species of Othius, the first record of the genus from Myanmar, and additional records (Coleoptera: Staphylinidae: Staphylininae)

Map 2: Distribution of Othius hebes (black circles) in the Caucasus region, based on examined records. White star: doubtful locality "Helenendorf".

opencc-by-4.0Dec 2015View 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.