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.
3,105
datasets available to search
ShareScore release 0.9.0
Dataset results
3,105 results for “Vegetation =”
Linked collectors and determiners for: Universidad de Murcia, Dpto. Biología Vegetal (Botánica), Murcia: MUB-MUSCI.
Natural history specimen data linked to collectors and determiners held within, "Universidad de Murcia, Dpto. Biología Vegetal (Botánica), Murcia: MUB-MUSCI". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/88af1796-f762-11e1-a439-00145eb45e9a">https://bionomia.net/dataset/88af1796-f762-11e1-a439-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/88af1796-f762-11e1-a439-00145eb45e9a">https://gbif.org/dataset/88af1796-f762-11e1-a439-00145eb45e9a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: CeDoc de Biodiversitat Vegetal: BCN-Phycophyta.
Natural history specimen data linked to collectors and determiners held within, "CeDoc de Biodiversitat Vegetal: BCN-Phycophyta". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/85fc0ce8-f762-11e1-a439-00145eb45e9a">https://bionomia.net/dataset/85fc0ce8-f762-11e1-a439-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/85fc0ce8-f762-11e1-a439-00145eb45e9a">https://gbif.org/dataset/85fc0ce8-f762-11e1-a439-00145eb45e9a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Universidad de Murcia, Dpto. Biología Vegetal (Botánica), Murcia: MUB-HEPATICAE.
Natural history specimen data linked to collectors and determiners held within, "Universidad de Murcia, Dpto. Biología Vegetal (Botánica), Murcia: MUB-HEPATICAE". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/85b69b0e-f762-11e1-a439-00145eb45e9a">https://bionomia.net/dataset/85b69b0e-f762-11e1-a439-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/85b69b0e-f762-11e1-a439-00145eb45e9a">https://gbif.org/dataset/85b69b0e-f762-11e1-a439-00145eb45e9a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: CeDoc de Biodiversitat Vegetal: BCN-Cormophyta.
Natural history specimen data linked to collectors and determiners held within, "CeDoc de Biodiversitat Vegetal: BCN-Cormophyta". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/834f1756-f762-11e1-a439-00145eb45e9a">https://bionomia.net/dataset/834f1756-f762-11e1-a439-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/834f1756-f762-11e1-a439-00145eb45e9a">https://gbif.org/dataset/834f1756-f762-11e1-a439-00145eb45e9a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Diversidad vegetal en un gradiente en la Sierra Madre Occidental: flora y vegetación de la Región de San Javier y Yécora, Sonora.
Natural history specimen data linked to collectors and determiners held within, "Diversidad vegetal en un gradiente en la Sierra Madre Occidental: flora y vegetación de la Región de San Javier y Yécora, Sonora". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/7f7a401a-f762-11e1-a439-00145eb45e9a">https://bionomia.net/dataset/7f7a401a-f762-11e1-a439-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/7f7a401a-f762-11e1-a439-00145eb45e9a">https://gbif.org/dataset/7f7a401a-f762-11e1-a439-00145eb45e9a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: CeDoc de Biodiversitat Vegetal: BCN-Lich.
Natural history specimen data linked to collectors and determiners held within, "CeDoc de Biodiversitat Vegetal: BCN-Lich". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/7f2889e6-f762-11e1-a439-00145eb45e9a">https://bionomia.net/dataset/7f2889e6-f762-11e1-a439-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/7f2889e6-f762-11e1-a439-00145eb45e9a">https://gbif.org/dataset/7f2889e6-f762-11e1-a439-00145eb45e9a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Herbario del Departamento de Biología Vegetal (Botánica) de la Universidad de La Laguna, Tenerife (TFC).
Natural history specimen data linked to collectors and determiners held within, "Herbario del Departamento de Biología Vegetal (Botánica) de la Universidad de La Laguna, Tenerife (TFC)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/7a2c29fc-f762-11e1-a439-00145eb45e9a">https://bionomia.net/dataset/7a2c29fc-f762-11e1-a439-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/7a2c29fc-f762-11e1-a439-00145eb45e9a">https://gbif.org/dataset/7a2c29fc-f762-11e1-a439-00145eb45e9a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: CeDoc de Biodiversitat Vegetal: BCN-Seeds.
Natural history specimen data linked to collectors and determiners held within, "CeDoc de Biodiversitat Vegetal: BCN-Seeds". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/7a4856d6-f762-11e1-a439-00145eb45e9a">https://bionomia.net/dataset/7a4856d6-f762-11e1-a439-00145eb45e9a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/7a4856d6-f762-11e1-a439-00145eb45e9a">https://gbif.org/dataset/7a4856d6-f762-11e1-a439-00145eb45e9a</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Colecção Entomológica do Departamento de Sanidade Vegetal - Ministério da Agricultura e Segurança Alimentar.
Natural history specimen data linked to collectors and determiners held within, "Colecção Entomológica do Departamento de Sanidade Vegetal - Ministério da Agricultura e Segurança Alimentar". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/6984bfd1-2483-470d-b92f-19d08d8aa6b5">https://bionomia.net/dataset/6984bfd1-2483-470d-b92f-19d08d8aa6b5</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/6984bfd1-2483-470d-b92f-19d08d8aa6b5">https://gbif.org/dataset/6984bfd1-2483-470d-b92f-19d08d8aa6b5</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: CeDoc de Biodiversitat Vegetal: BCB-bryo.
Natural history specimen data linked to collectors and determiners held within, "CeDoc de Biodiversitat Vegetal: BCB-bryo". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/3f907a27-73e4-429b-9d36-7476f3b75c58">https://bionomia.net/dataset/3f907a27-73e4-429b-9d36-7476f3b75c58</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/3f907a27-73e4-429b-9d36-7476f3b75c58">https://gbif.org/dataset/3f907a27-73e4-429b-9d36-7476f3b75c58</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: Banco de Germoplasma Vegetal del Jardín Botánico de Olarizu (Vitoria-Gasteiz)/Olarizuko Lorategi Botanikoaren Landare Germoplasma Bankua (Vitoria-Gasteiz).
Natural history specimen data linked to collectors and determiners held within, "Banco de Germoplasma Vegetal del Jardín Botánico de Olarizu (Vitoria-Gasteiz)/Olarizuko Lorategi Botanikoaren Landare Germoplasma Bankua (Vitoria-Gasteiz)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/04b949ba-e65a-427c-acce-8a5df15605e8">https://bionomia.net/dataset/04b949ba-e65a-427c-acce-8a5df15605e8</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/04b949ba-e65a-427c-acce-8a5df15605e8">https://gbif.org/dataset/04b949ba-e65a-427c-acce-8a5df15605e8</a>. Formatted as a Frictionless Data package.
Linked collectors and determiners for: CeDoc de Biodiversitat Vegetal: BCN-Bryophyta.
Natural history specimen data linked to collectors and determiners held within, "CeDoc de Biodiversitat Vegetal: BCN-Bryophyta". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/035c61a1-b2a0-4c10-bf96-577997b3b21a">https://bionomia.net/dataset/035c61a1-b2a0-4c10-bf96-577997b3b21a</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/035c61a1-b2a0-4c10-bf96-577997b3b21a">https://gbif.org/dataset/035c61a1-b2a0-4c10-bf96-577997b3b21a</a>. Formatted as a Frictionless Data package.
Testing Struvute in Herb and Vegetable Soil
<p><span>Testing struvite in herb and vegetable soil with five different mixing ratios.</span></p>
Asynchronous changes in precipitation and soil water content decelerate alpine vegetation greening
<p>data for "Asynchronous changes in precipitation and soil water content decelerate alpine vegetation greening".</p>
VICGlobal: soil and vegetation parameters for the Variable Infiltration Capacity hydrological model
<p>## VICGlobal: soil, vegetation, and elevation band input files for the VIC hydrological model</p> <p>Date updated: June 28, 2021</p> <p>Authors and affiliations: Jacob Schaperow (1), Dongyue Li (1,2)<br> 1. Department of Civil and Environmental Engineering, UCLA<br> 2. Department of Geography, UCLA<br> Author contact info: jschap@g.ucla.edu</p> <p>The current version, v1.6d improves upon v1.6c by splitting the image parameters by continent, reducing file sizes.</p> <p>v1.6c is the same as v1.6, except that the image mode parameters have been updated to reflect the changes made to the classic mode parameters (e.g. r0 and rmin are different, and albedo, fcanopy, and LAI are calculated based on snow-free values).</p> <p>## Overview</p> <p>VICGlobal is a dataset that can be used to run the Variable Infiltration Capacity (VIC) hydrological model over regional to continental scales. The dataset is at 1/16 degree resolution and has latitudinal coverage from -60 to 85 degrees. All files are referenced to the WGS84 ellipsoid and datum (EPSG code 4326).</p> <p>The vegetation parameter file uses the IGBP classification and use partial land use types. The vegetation parameter rooting depths and root fractions are based on the method of Zeng (2001). The vegetation library file is largely the same as that of Livneh et al. (2013; 2015); however, the monthly average LAI, canopy fraction, and albedo values for each land cover type are calculated based on MODIS observations from 2017, using the method of Bohn and Vivoni (2019).</p> <p>There are two vegetation libraries: one for the northern hemisphere, and one for the southern hemisphere, in order to account for the seasonality of LAI, canopy fraction, and albedo.</p> <p>WARNING: although it appears small in compressed form, the image driver parameter input file, VICGlobal_params.nc, is about 140 GB when unzipped. Users are encouraged to use the image mode parameters that are already split by continent. For example, the parameter file for Africa is about 19 GB.</p> <p>A data descriptor is in preparation for submission to Nature Scientific Data (https://www.nature.com/sdata/).</p> <p>Other VIC input datasets (coverage limited to North America):<br> * Bohn and Vivoni MOD-LSP dataset: https://zenodo.org/record/2559631</p> <p>## List of contents</p> <p>Inputs for VIC-4 or the VIC-5 Classic Driver<br> * Soil parameter file<br> * Vegetation parameter file<br> * Elevation band file<br> * Vegetation library files (one each for the northern and southern hemispheres)</p> <p>Inputs for the VIC-5 Image Driver<br> * Parameter file (global)<br> * Domain file (global)<br> * Parameter files for each continent<br> * Africa<br> * Australia<br> * Eurasia (except Kamchatka)<br> * Kamchatka<br> * North America<br> * Oceania (New Zealand and nearby islands)<br> * South America<br> * Domain files for each continent<br> * GeoTiffs with continent masks</p> <p>Matlab codes for subsetting the VICGlobal parameters to a region of interest are also provided.</p> <p>## References</p> <p>* Bohn and Vivoni (2019). MOD-LSP, MODIS-based parameters for hydrologic modeling of North American land cover change. https://www.nature.com/articles/s41597-019-0150-2</p> <p>* Livneh et al. (2015). A spatially comprehensive, hydrometeorological data set for Mexico, the U.S., and Southern Canada 1950–2013. https://www.nature.com/articles/sdata201542</p> <p>* Livneh, B., Rosenberg, E. A., Lin, C., Nijssen, B., Mishra, V., Andreadis, K. M., Maurer, E. P. and Lettenmaier, D. P.: A long-term hydrologically based dataset of land surface fluxes and states for the conterminous United States: Update and extensions, J. Clim., 26(23), 9384–9392, doi:10.1175/JCLI-D-12-00508.1, 2013.</p> <p>* Zeng (2001). Global Vegetation Root Distribution for Land Modeling. Journal of Hydrometeorology. https://doi.org/10.1175/1525-7541(2001)002<0525:GVRDFL>2.0.CO;2</p>
Biopesticides and field margin vegetation for sustainable lablab crop production
<p>The data presents the effect of botanical insecticides, in the presence of field margin vegetation on aphids (abundance, severity of damage and percent incidence), number and diversity of natural enemies and growth and yield of lablab beans in the highlands of Rift Valley, Kenya. A clearly discernible reduction in the abundance, severity of damage and incidence of aphids, enhanced number and diversity of natural enemies and increased grain yield of lablab bean.</p>
Normalized Difference Vegetation Index for Andalusia Region based on MODIS
<p><strong>Normalized Difference Vegetation Index</strong> (NDVI) calculated using MODIS09 imagery provided by USGS/EROS.The original MODIS09 bands were used as data source and then the ndvi was calculated. </p> <p>NDVI quantifies vegetation by measuring the difference between near-infrared and red light (which vegetation absorbs). NDVI is a standardized way to measure healthy vegetation. High NDVI values indicates healthy vegetation.</p> <p><br> Each compressed file contains the NDVI by years. Internally each file have an ISO TC 211 metadata with a complete geographical description.</p> <p>spatial resolution: 463.313m<br> format: GeoTiff<br> reference system:SR-ORG 6842</p> <p> </p> <p>To easily manage the data, each file follow name structure:</p> <p>YYYYMMDD_medgold_workpackage_AoI_sensor_index.</p> <p>YYYYMMDD: Imagery acquisition date</p> <p>medgold: Project name</p> <p>sensor: sensor name</p> <p>workpackage: sectorial workpackage name ( WP2 - Olive Oil Sector, WP3 – Grape Wine sector, WP4- Durum wheat pasta sector)</p> <p>AoI: Andalusia, Douro Valley.</p> <p>Index: NDVI, NMDI, NDWI</p> <p>Example:</p> <p>20000218_medgold_wp2_andalusia_MOD09A1_ndvi</p> <p> </p>
Normalized Difference Vegetation Index for Douro Valley based on MODIS
<p><strong>Normalized Difference Vegetation Index</strong> (NDVI) calculated using MODIS09 imagery provided by USGS/EROS.The original MODIS09 bands were used as data source and then the ndvi was calculated. </p> <p>NDVI quantifies vegetation by measuring the difference between near-infrared and red light (which vegetation absorbs). NDVI is a standardized way to measure healthy vegetation. High NDVI values indicates healthy vegetation.</p> <p>Each compressed file contains the NDVI by years. Internally each file have an ISO TC 211 metadata with a complete geographical description.</p> <p>spatial resolution: 463.313m<br> format: GeoTiff<br> reference system:SR-ORG 6842</p> <p> </p> <p>To easily manage the data, each file follow name structure:</p> <p>YYYYMMDD_medgold_workpackage_AoI_sensor_index.</p> <p>YYYYMMDD: Imagery acquisition date</p> <p>medgold: Project name</p> <p>sensor: sensor name</p> <p>workpackage: sectorial workpackage name ( WP2 - Olive Oil Sector, WP3 – Wine Grape sector, WP4- Durum wheat pasta sector)</p> <p>Aoi: Andalusia, Douro Valley.</p> <p>Index: NDVI, NMDI, NDWI</p> <p>Example:</p> <p>20000218_medgold_wpe_douro_MOD09A1_ndvi</p> <p> </p>
Figure 1 in Colony site choice of blue-tailed bee-eaters: influences of soil, vegetation, and water quality
Figure 1. Distribution of blue-tailed bee-eater colony and soil sampling sites on Kinmen Island 2000–2002. Population estimates are given in parentheses for colonies active in 2002.
Figure 2 in Colony site choice of blue-tailed bee-eaters: influences of soil, vegetation, and water quality
Figure 2. Vegetation height profile comparisons between used (solid lines) and abandoned (dashed lines) bluetailed bee-eater nest cavities within colony (X) and between colonies (L and M).
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.