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I'm running R 3.4.4 and QGIS 2.14.9 on a linux server. Is there a possibility to utilize QGIS functions inside R - like the ArcGIS-R-bridge (which sadly only works on Windows)?

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You can use the RQGIS package for this. The linked CRAN package includes an installation guide for different platforms as well.

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