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I have a raster image with different pixel values, each pixel values represent number of persons living in that pixel. I want all the pixels with population which are nearby to be clustered into one group.

How can i do this?

The image which should be clustered looks like this:

enter image description here

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    Just to make sure, you want a summary of values at a larger granularity? Have a look at Focal Statistics and use the "Sum" to aggregate values based on a specific distance. – Alex May 17 '17 at 9:10
  • Region group will do. Reclassify first to 0,1 – FelixIP May 17 '17 at 9:38

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