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. 2020 Oct 14;10:17188. doi: 10.1038/s41598-020-74215-5

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© The Author(s) 2020

Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Classification map derived using the 2-BiLSTM model and the associated spatial distribution (up), and the pixel probability map and associated class mean probabilities (bottom). For the sake of visualisation, parcels belonging to rice, fallow, barley, oat, wheat, sunflower, and triticale have been grouped and displayed as arable land (ARL). Non interest areas have been masked out. Error bars indicate the standard deviation of every class probability. The maps were generated with the Arcmap v.10.5 software (https://desktop.arcgis.com/es/arcmap/).