Spatial Analysis Using R
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Download and install R. 
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Installing and Loading Libraries
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Load Shapefiles into R
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Load Rasters into R
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Point Patterns Analysis
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*Extracting Centroids*

*Calculating Standard Distance Circles*

*Nearest neighbor distance*

*G-Function*

*K-Function*

*Quadrat Count*

*Kernel estimation*

*Spatial Interpolation*

*Local Moran's I*



https://pages.cms.hu-berlin.de/EOL/gcg_quantitative-methods/Lab13_PointPatterns.html



**Run R-Code in your Browsee**

.. raw:: html

 <iframe width='100%' height='400' src='https://rdrr.io/snippets/embed/' frameborder='0'></iframe> <p> <br> </p>
 

 Source: https://rdrr.io/snippets/embedding/