[R-sig-Geo] Reclassification of raster
John Wasige
johnwasige at gmail.com
Sun Dec 10 15:19:10 CET 2017
Thank you Ben,
works great!
Best Rgds
John
On Sat, Dec 9, 2017 at 12:52 AM, Ben Tupper <btupper at bigelow.org> wrote:
> Hi John,
>
> I'm happy to help, but I have copied the r-sig-geo list as the community
> (and you and I) benefit from using the list.
>
> I'm not very clear on what you mean by 'I loose the negative values'.
> Also, I don't see the connection between the raster you show and the
> quantile values computed. If you asked for the 0% quantile you should get
> the lowest available value - (since all pixels are at or above this
> value). According to the raster info you show that should be -0.893809,
> but instead your 0% quantile is shown to be 40.00199 Perhaps you have
> unwittingly mixed up the rasters you are using.
>
> Here is what I get using a small reproducible example (thanks, reprex!
> https://github.com/tidyverse/reprex) You can see that all of the -1
> values are classified to class #1.
>
> library(raster)
> #> Loading required package: sp
>
> # make a dummy matrix that ranges from -1 to 6
> nx = 10
> ny = 5
> m <- matrix(sample(-1:6, nx*ny, replace = TRUE), nrow = nx, ncol = ny)
>
> # and make a raster
> r <- raster(m)
> r
> #> class : RasterLayer
> #> dimensions : 10, 5, 50 (nrow, ncol, ncell)
> #> resolution : 0.2, 0.1 (x, y)
> #> extent : 0, 1, 0, 1 (xmin, xmax, ymin, ymax)
> #> coord. ref. : NA
> #> data source : in memory
> #> names : layer
> #> values : -1, 6 (min, max)
>
>
> # compute the quantiles
> pp <- quantile(r, c(0, 0.15, 0.85))
> pp
> #> 0% 15% 85%
> #> -1 0 5
>
> # classify the pixels according to the quantile each pixel belongs to
> ix <- findInterval(getValues(r), pp)
>
> # make a classified version of r (class 0, 1 or 3)
> classified_r <- setValues(r, ix)
> classified_r
> #> class : RasterLayer
> #> dimensions : 10, 5, 50 (nrow, ncol, ncell)
> #> resolution : 0.2, 0.1 (x, y)
> #> extent : 0, 1, 0, 1 (xmin, xmax, ymin, ymax)
> #> coord. ref. : NA
> #> data source : in memory
> #> names : layer
> #> values : 1, 3 (min, max)
>
> # show how they pair up
> df <- data.frame(value = getValues(r), class = getValues(classified_r))
> df
> #> value class
> #> 1 0 2
> #> 2 0 2
> #> 3 5 2
> #> 4 6 3
> #> 5 5 2
> #> 6 4 2
> #> 7 1 2
> #> 8 5 2
> #> 9 -1 1
> #> 10 2 2
> #> 11 0 2
> #> 12 1 2
> #> 13 3 2
> #> 14 3 2
> #> 15 6 3
> #> 16 -1 1
> #> 17 2 2
> #> 18 6 3
> #> 19 1 2
> #> 20 0 2
> #> 21 1 2
> #> 22 5 2
> #> 23 4 2
> #> 24 2 2
> #> 25 1 2
> #> 26 0 2
> #> 27 4 2
> #> 28 6 3
> #> 29 3 2
> #> 30 0 2
> #> 31 6 3
> #> 32 6 3
> #> 33 0 2
> #> 34 2 2
> #> 35 2 2
> #> 36 6 3
> #> 37 5 2
> #> 38 6 3
> #> 39 1 2
> #> 40 5 2
> #> 41 4 2
> #> 42 4 2
> #> 43 3 2
> #> 44 4 2
> #> 45 0 2
> #> 46 4 2
> #> 47 0 2
> #> 48 1 2
> #> 49 1 2
> #> 50 -1 1
>
>
> Cheers,
> Ben
>
>
> On Dec 8, 2017, at 7:36 AM, John Wasige <johnwasige at gmail.com> wrote:
>
> Hi Ben,
>
> We had an email exchange on r-sig-geo at r-project.org in June this year on
> raster classification where you made some suggestions. See the link below
>
>
> <http://r-sig-geo.2731867.n2.nabble.com/Thresholds-amp-reclassify-raster-td7591266.html>
>
>
> <http://r-sig-geo.2731867.n2.nabble.com/Thresholds-amp-reclassify-raster-td7591266.html>
> http://r-sig-geo.2731867.n2.nabble.com/Thresholds-amp-reclas
> sify-raster-td7591266.html
>
>
> <http://r-sig-geo.2731867.n2.nabble.com/Thresholds-amp-reclassify-raster-td7591266.html>
> However, when I run the reclassification, I loose the negative values. Any
> suggestion on how I can have all data classified & not loose pixels?
> Thanks for your help
>
> pp <- quantile(r, c(0, 0.15, 0.85))
> # pp
> # 0% 15% 85%
> # 40.00199 47.64569 82.50751
> ix <- findInterval(getValues(r), pp)
> classified_r <- setValues(r, ix)
>
> ########
>
> My raster looks;
>
> class : RasterLayer
> dimensions : 6557, 4281, 28070517 (nrow, ncol, ncell)
> resolution : 0.0002335903, 0.0001525088 (x, y)
> extent : 0, 1, 0, 1 (xmin, xmax, ymin, ymax)
> coord. ref. : NA
> data source : J:\LPD_data\gpp.tif
> names : gpp
> values : -0.893809, 5.855252 (min, max)
>
>
>
>
> <http://r-sig-geo.2731867.n2.nabble.com/Thresholds-amp-reclassify-raster-td7591266.html>
>
>
> <http://r-sig-geo.2731867.n2.nabble.com/Thresholds-amp-reclassify-raster-td7591266.html>
>
>
> Ben Tupper
> Bigelow Laboratory for Ocean Sciences
> 60 Bigelow Drive
> <https://maps.google.com/?q=60+Bigelow+Drive&entry=gmail&source=g>, P.O.
> Box 380
> East Boothbay, Maine 04544
> http://www.bigelow.org
>
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>
>
>
>
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