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13,117 results for “Maps”

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zenodo32/100

Spatial transcriptome mapping of the desmoplastic growth pattern of colorectal liver metastases by in situ sequencing - Image and In SItu Sequencing data

<p>Image and ISS data for Spatial transcriptome mapping of the desmoplastic growth pattern of colorectal liver metastases by in situ sequencing reveals a biologically relevant zonation of the desmoplastic rim.</p><p>Image data consists of:</p><ul><li>Nucler stain (DAPI)</li><li>Masks for liver, rim and tumor regions</li><li>H&amp;E images of parallel tissue sections</li></ul><p>Gene and cluster marker data is collected in the <i>markers.h5ad</i> file which can be read using AnnData (<a href="https://anndata.readthedocs.io/en/latest/">https://anndata.readthedocs.io/en/latest/)</a>.&nbsp;</p><p>&nbsp;</p>

opencc-by-4.0Oct 2023View details →
zenodo32/100

Understanding the Relation Between Performance and Energy-Efficiency in Object-Relational Mapping Frameworks

Open the record for dataset details and reuse information.

opencc-by-4.0Oct 2023View details →
zenodo32/100

Sentinel-2 derived Chlorophyll-a prediction maps for high-altitude lakes in the Sierra Nevada, Spain

<p>This dataset contains chlorophyll-a (ug/L) predictions for 4 high-altitude lakes in the Sierra Nevada Mountain Range, Spain. Predictions were made using a simple linear regression model with field sample&nbsp;chlorophyll-a as the dependent variable, and the following Sentinel-2 derived spectral index as the independent variable:</p><p>B3 - (B4+((B2-B4)*((665-560)/(665-490)))</p><p>Prediction maps are included as GeoTiffs and NetCDF files. Sentinel-2 data were atmospherically corrected using the following algorithms:&nbsp;</p><ul><li><a href="https://github.com/acolite/acolite/releases/tag/20221114.0">ACOLITE</a> (<a href="https://doi.org/10.1016/j.rse.2018.07.015">Vanhellemont &amp; Ruddick, 2018</a>)</li><li><a href="https://grass.osgeo.org/grass83/manuals/i.atcorr.html">6SV</a> (<a href="https://doi.org/10.1109/36.581987">Vermote et al. 2006</a>)</li></ul><p><strong>Included Lakes and and their IDs:</strong></p><ul><li>Laguna de la Caldera (ID = P-2)</li><li>Laguna-embalse de las Yeguas (ID = D-6)</li><li>Laguna de Río Seco (ID = P-8)</li><li>Laguna Larga (ID = G-7)</li></ul>

opencc-by-4.0Oct 2023View details →
zenodo32/100

Bibliographic Data [Updated]: Mapping Global Research on Canon Law since 1896

<p>Updated Dataset studied in&nbsp;<br>Koutsoupias D., Kokovidou M. (2023). Mapping Global Research on Canon Law since 1896-Extracted-2023-04-23, Presented at the 11th Conference of the Greek Data Analysis Society, Univ of W Macedonia, GREECE</p>

opencc-by-4.0Apr 2023View details →
zenodo32/100

Mapping Research on Thucydides - A Longitudinal Analysis - Dataset

<p>Mapping Research on Thucydides - A Longitudinal Analysis - Dataset Analyzed and presented at the 11th GSDA Conference&nbsp;</p><p>http://www.gsda.gr</p><p>&nbsp;</p>

opencc-by-4.0May 2022View details →
zenodo32/100

Plate 410 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 410. Distribution map of Cercophis auratus in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 407 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 407. Distribution map of Xenopholis scalaris in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 403 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 403. Distribution map of Xenodon pulcher in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 400 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 400. Distribution map of Xenodon merremii in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 399 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 399. Distribution map of Xenodon matogrossensis in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 411 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 411. Distribution map of Lioheterophis iheringi in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 397 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 397. Distribution map of Xenodon guentheri in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 396 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 396. Distribution map of Xenodon dorbignyi in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 395 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 395. Distribution map of Lygophis paucidens in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 406 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 406. Distribution map of Xenodon werneri in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 393 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 393. Distribution map of Lygophis lineatus in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 398 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 398. Distribution map of Xenodon histricus in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 392 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 392. Distribution map of Lygophis flavifrenatus in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 391 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 391. Distribution map of Lygophis dilepis in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →
zenodo32/100

Plate 389 in Atlas of Brazilian Snakes: Verified Point-Locality Maps to Mitigate the Wallacean Shortfall in a Megadiverse Snake Fauna

Plate 389. Distribution map of Erythrolamprus viridis in relation to (A) South American Ecoregions (adapted from Olson et al., 2001) and (B) elevation. Red star indicates type-locality, if precisely located.

opennotspecifiedDec 2019View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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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

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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.