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The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data

2020· article· en· 1,766 citations· W3040739689 on OpenAlex· 10.1038/s41597-020-0534-3

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A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Opus teacher head0.065
GPT teacher head0.277
Teacher spread
0.212 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

, water, and energy exchange between the biosphere and the atmosphere, and other meteorological and biological measurements, from 212 sites around the globe (over 1500 site-years, up to and including year 2014). These sites, independently managed and operated, voluntarily contributed their data to create global datasets. Data were quality controlled and processed using uniform methods, to improve consistency and intercomparability across sites. The dataset is already being used in a number of applications, including ecophysiology studies, remote sensing studies, and development of ecosystem and Earth system models. FLUXNET2015 includes derived-data products, such as gap-filled time series, ecosystem respiration and photosynthetic uptake estimates, estimation of uncertainties, and metadata about the measurements, presented for the first time in this paper. In addition, 206 of these sites are for the first time distributed under a Creative Commons (CC-BY 4.0) license. This paper details this enhanced dataset and the processing methods, now made available as open-source codes, making the dataset more accessible, transparent, and reproducible.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

The record

Venue
Scientific Data
Topic
Plant Water Relations and Carbon Dynamics
Field
Environmental Science
Canadian institutions
Queen's UniversityUniversity of ManitobaCentre de Géomatique du QuébecUniversity of SaskatchewanCanadian Forest ServiceEnvironment and Climate Change CanadaUniversity of British ColumbiaUniversity of WaterlooGlobal Institute for Water SecurityUniversité LavalNatural Resources CanadaMinistère des Ressources naturelles et des ForêtsOntario Drive & Gear (Canada)McMaster University
Funders
Natural Environment Research CouncilSight Research UK
Keywords
Eddy covarianceCovariancePipeline (software)Computer scienceData miningStatisticsMathematicsBiology
Has abstract in OpenAlex
yes