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| library(sp) | |
| library(ggmap) | |
| library(RColorBrewer) | |
| ## Get data from OpenPV | |
| ## https://openpv.nrel.gov/search?&state=CA&minsize=100&maxsize=30600&pagenum=1&nppage=25 | |
| caPV <- read.csv('californiaOpenPV.csv') | |
| coordinates(caPV) <- ~ Longitude + Latitude | |
| proj4string(caPV) <- CRS("+proj=longlat +datum=WGS84") | |
| names(caPV)[3] <- 'Pdc.kW' | |
| ## Download stamen tiles using the bounding box of the SpatialPointsDataFrame object | |
| bbPoints <- bbox(caPV) | |
| gmap <- get_map(c(bbPoints), maptype='watercolor', source='stamen', crop=FALSE) | |
| ## http://spatialreference.org/ref/sr-org/6864/ | |
| ## Bounding box of the map to resize and position the image with grid.raster | |
| bbMap <- attr(gmap, 'bb') | |
| latCenter <- with(bbMap, ll.lat + ur.lat)/2 | |
| lonCenter <- with(bbMap, ll.lon + ur.lon)/2 | |
| height <- with(bbMap, ur.lat - ll.lat) | |
| width <- with(bbMap, ur.lon - ll.lon) | |
| ## Use sp.layout of spplot: a list with the function and its | |
| ## arguments | |
| sp.raster <- list('grid.raster', gmap, | |
| x=lonCenter, y=latCenter, | |
| width=width, height=height, | |
| default.units='native') | |
| ## Define classes and sizes of the circle for each class | |
| breaks <- c(100, 200, 500, 1e3, 25e3) | |
| classes <- cut(caPV$Pdc.kW, breaks) | |
| meds <- tapply(caPV$Pdc.kW, classes, FUN=median) | |
| sizes <- (meds/max(meds))^0.57 * 1.8 | |
| ## Finally, the spplot function | |
| spplot(caPV["Pdc.kW"], | |
| cuts = breaks, | |
| col.regions=brewer.pal(n=5, 'Greens'), | |
| cex=sizes, | |
| edge.col='black', alpha=0.7, | |
| scales=list(draw=TRUE), key.space='right', | |
| sp.layout=sp.raster) | |
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