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dataspice-tutorial

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The goal of dataspice-tutorial is a practical exercise in creating metadata for an example field collected data product using package dataspice.

  • Understand basic metadata and why it is important
  • Understand where and how to store them
  • Understand how they can feed into more complex metadata objects.



dataspice

Package dataspice makes it easier for researchers to create basic, lightweight and concise metadata files for their datasets. Metadata fields are based on schema.org


Data source : NEON data portal

Woody plant vegetation structure

This data product contains the quality-controlled, native sampling resolution data from in-situ measurements of live and standing dead woody individuals and shrub groups, from all terrestrial NEON sites with qualifying woody vegetation. The exact measurements collected per individual depend on growth form, and these measurements are focused on:

  • enabling biomass and productivity estimation,
  • estimation of shrub volume and biomass
  • calibration / validation of multiple NEON airborne remote-sensing data products.

In general, comparatively large individuals that are visible to remote-sensing instruments are mapped, tagged and measured, and other smaller individuals are tagged and measured but not mapped. Smaller individuals may be subsampled according to a nested subplot approach in order to standardize the per plot sampling effort.

Structure and mapping data are reported per individual per plot; sampling metadata, such as per growth form sampling area (m2) or National Land Cover Database Vegetation Type Name (NLCD class) are reported per plot.

For additional details, see protocols:

  • NEON.DP1.10098/NEON.DP1.10045: NEON User Guide to Woody Plant Vegetation Structure (NEON.DP1.10098) and Non- herbaceous Perennial Vegetation Structure (NEON.DP1.10045)

  • NEON.DOC.000987vG: TOS Protocol and Procedure: Measurement of Vegetation Structure, and Science Design

  • NEON.DOC.000914: TOS Science Design for Plant Biomass, Productivity and Leaf Area Index.


dataspice exercise data

The data are a trimmed subset of data downladed from the NEON data portal after filtering for:

  • time periods between 2015-06 - 2016-06

  • locations within NEON Domain area D01: Northeast

Filter returned data from 2 sites from 2015-6 to 2015-11.


vst_perplotperyear.csv

Plot level data

date siteID plotID plotType nlcdClass decimalLatitude decimalLongitude treesPresent shrubsPresent lianasPresent totalSampledAreaTrees totalSampledAreaShrubSapling totalSampledAreaLiana recordedBy
2015-06-06 BART BART_042 tower deciduousForest 44.06019 -71.28805 NA NA NA 800 400 800 wmtulGhdefWiPr5g1VRF0YnRBawgSBx1
2015-07-16 BART BART_047 tower deciduousForest 44.06496 -71.29087 NA NA NA 800 400 800 XdV86USKkiYZfb6rmwpnK/f2Yah5qnQO
2015-07-21 BART BART_047 tower deciduousForest 44.06496 -71.29087 NA NA NA 800 400 800 XdV86USKkiYZfb6rmwpnK/f2Yah5qnQO
2015-07-22 BART BART_034 tower mixedForest 44.06428 -71.28561 NA NA NA 800 400 800 bWvVSKjgptV89BwHA3h10JNaeV+PHmDU
2015-07-22 BART BART_041 tower deciduousForest 44.06534 -71.28561 NA NA NA 800 400 800 MRgCvwP2WueoGZahvpQXNZ+be1CYdCGm
2015-07-22 BART BART_033 tower deciduousForest 44.06320 -71.28367 NA NA NA 800 100 800 XdV86USKkiYZfb6rmwpnK/f2Yah5qnQO

vst_mappingandtagging.csv

Individual level data

date siteID plotID individualID taxonID scientificName recordedBy
2015-08-04 BART BART_051 NEON.PLA.D01.BART.04140 TSCA Tsuga canadensis (L.) Carrière 6HzkzFDdLaNgPi31AaqxNPsuI5nRHqWu
2015-08-04 BART BART_051 NEON.PLA.D01.BART.03804 TSCA Tsuga canadensis (L.) Carrière 6HzkzFDdLaNgPi31AaqxNPsuI5nRHqWu
2015-07-22 BART BART_034 NEON.PLA.D01.BART.02967 FAGR Fagus grandifolia Ehrh. zODC+zTh3jdHKFo7lDoQcuNYRkWsGu3I
2015-08-26 BART BART_036 NEON.PLA.D01.BART.05106 FAGR Fagus grandifolia Ehrh. zODC+zTh3jdHKFo7lDoQcuNYRkWsGu3I
2015-08-04 BART BART_051 NEON.PLA.D01.BART.04080 PICEA Picea sp. 6HzkzFDdLaNgPi31AaqxNPsuI5nRHqWu
2015-08-04 BART BART_039 NEON.PLA.D01.BART.02904A TSCA Tsuga canadensis (L.) Carrière 0uwWHUCkGoRVT9RpJxngFjI8cZrsFWgn


Citation

National Ecological Observatory Network. 2018. Data Products: DP1.10098.001. Provisional data downloaded from http://data.neonscience.org on 2018-05-04. Battelle, Boulder, CO, USA


Creative Commons License
dataspice tutorial is licensed under a Creative Commons Attribution 4.0 International License.

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Tutorial in practical research data management: creating simple metadata files using dataspice

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