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    "content": ".Rproj.user\n.Rhistory\n.RData\n36.1.-5.65.png\n36.1.-5.65.png.rda\n53.086.-2.31.png\n53.086.-2.31.png.rda\nESP2_msk_alt.grd\nESP2_msk_alt.gri\nESP2_msk_alt.vrt\nESP_msk_alt.grd\nESP_msk_alt.gri\nESP_msk_alt.vrt\nFrance.gfw\nFrance.gif\nFrance.prj\nG_2013-02-25_185157_55492.kmz\nR-GIS tutorial.Rproj\nR-GIS_tutorial.html\nREADME.html\ngmap.png\ngmap.png.rda\nlocsgb.dbf\nlocsgb.kml\nlocsgb.shp\nlocsgb.shx\nnewmap.png\nnewmap.png.rda\nnewmap2.png\nnewmap2.png.rda\nnewmap3.png\nnewmap3.png.rda\ntmin.all.grd\ntmin.all.gri\ntmin1.c.grd\ntmin1.c.gri\ntmin1.kmz\nwc10\nBES_MacroEcology_SpatialRFlyer.jpg\nG_2013-12-18_150958_77388.kmz\nG_2013-12-19_012141_82937.kmz\nG_2013-12-19_123019_21910.kmz\n"
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    "path": "R-GIS_tutorial.Rmd",
    "content": "\nSpatial data in R: Using R as a GIS     \n========================================================\n\n\nA tutorial to perform basic operations with spatial data in R, such as importing and exporting data (both vectorial and raster), plotting, analysing and making maps.\n\n\n[Francisco Rodriguez-Sanchez](http://sites.google.com/site/rodriguezsanchezf) \n\n\nv 2.2  \n\n27-01-2015 \n\nLicence: [CC BY 4.0](http://creativecommons.org/licenses/by/4.0/)\n\n\nCheck out code and latest version at [GitHub](https://github.com/Pakillo/R-GIS-tutorial/blob/master/R-GIS_tutorial.md)\n\n\n\n<br>\n<br>\n<br>\n\nCONTENTS <a name=\"contents\"></a>\n=========\n\n<br>\n<br>\n\n[1. INTRODUCTION](#intro)\n<br>\n<br>\n\n\n[2. GENERIC MAPPING](#mapping)\n<br>\n  \n  * [Retrieving base maps from Google with `gmap` function in package `dismo`](#gmap)\n  \n  * [`RgoogleMaps`: Map your data onto Google Map tiles](#rgooglemaps)\n  \n  * [`googleVis`: visualise data in a web browser using Google Visualisation API](#googlevis)\n  \n  * [`RWorldMap`: mapping global data](#rworldmap)\n<br>\n<br>\n\n\n[3. SPATIAL VECTOR DATA (points, lines, polygons)](#vector)\n<br>\n\n  * [Example dataset: retrieve point occurrence data from GBIF](#gbif)\n  \n  * [Making data 'spatial'](#spatial)\n  \n  * [Define spatial projection](#projection)\n  \n  * [Quickly plotting point data on a map](#plot)\n  \n  * [Subsetting and mapping again](#subset)\n  \n  * [Mapping vectorial data (points, polygons, polylines)](#mapvector)\n  \n  * [Drawing polygons and polylines (e.g. for digitising)](#digitise)\n  \n  * [Converting between formats, reading in, and saving spatial vector data](#iovec)\n  \n  * [Changing projection of spatial vector data](#changeproj)\n<br>\n<br>\n  \n  \n[4. USING RASTER (GRID) DATA](#raster)\n<br>\n\n  * [Downloading raster climate data from internet](#getdata)\n  \n  * [Loading a raster layer](#loadraster)\n  \n  * [Creating a raster stack](#rasterstack)\n  \n  * [Raster bricks](#rasterbrick)\n  \n  * [Crop rasters](#cropraster)\n  \n  * [Define spatial projection of the rasters](#projectionraster)\n  \n  * [Changing projection](#changeprojraster)\n  \n  * [Plotting raster data](#plotraster)\n  \n  * [Spatial autocorrelation](#autocorrelation)\n  \n  * [Extract values from raster](#extract)\n  \n  * [Rasterize vector data (points, lines or polygons)](#rasterize)\n  \n  * [Changing raster resolution](#resolution)\n  \n  * [Spline interpolation](#interpolation)\n  \n  * [Setting all rasters to the same extent, projection and resolution all in one](#spatialsync)\n  \n  * [Elevations, slope, aspect, etc](#elevation)\n  \n  * [Saving and exporting raster data](#saveraster)\n<br>\n<br>\n\n\n\n\n[5. SPATIAL STATISTICS](#spatstats)\n<br>\n\n  * [Point pattern analysis](#pointpatterns)\n  \n  * [Geostatistics](#geostatistics)\n<br> \n<br>\n\n  \n  \n[6. INTERACTING WITH OTHER GIS](#othergis)\n<br>\n<br>\n\n[7. OTHER USEFUL PACKAGES](#otherpackages)\n<br>\n<br>\n\n[8. TO LEARN MORE](#tolearnmore)\n\n\n<br>\n<br>\n<br>\n<br>\n\n\n\n\n\n1. INTRODUCTION <a name=\"intro\"></a>\n===============\n\n<br>\n\nR is great not only for doing statistics, but also for many other tasks, including GIS analysis and working with spatial data. For instance, R is capable of doing wonderful maps such as [this](http://spatialanalysis.co.uk/wp-content/uploads/2012/02/bike_ggplot.png) or [this](http://oscarperpinan.github.io/spacetime-vis/images/airMadrid_stamen.png). In this tutorial I will show some basic GIS functionality in R.\n\n\n\n#### Basic packages\n\n```{r message=FALSE}\n\nlibrary(sp)         # classes for spatial data\nlibrary(raster)     # grids, rasters\nlibrary(rasterVis)  # raster visualisation\nlibrary(maptools)   \nlibrary(rgeos)\n    # and their dependencies\n```\n\nThere are many other useful packages, e.g. check [CRAN Spatial Task View](http://cran.r-project.org/web/views/Spatial.html). Some of them will be used below.\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n\n     \n2. GENERIC MAPPING <a name=\"mapping\"></a>\n==================\n\n<br>\n\n\nRetrieving base maps from Google with `gmap` function in package `dismo` <a name=\"gmap\"></a>\n------------------------------------------------------------------------\n\nSome examples:\n\nGetting maps for countries:\n\n```{r gmap1, message=FALSE}\n\nlibrary(dismo)\n  \nmymap <- gmap(\"France\")   # choose whatever country\nplot(mymap)\n```\n\nChoose map type:\n```{r gmap2, message=FALSE}\nmymap <- gmap(\"France\", type=\"satellite\")  \nplot(mymap)\n```\n\nChoose zoom level:\n```{r gmap3, message=FALSE}\nmymap <- gmap(\"France\", type=\"satellite\", exp=3)\nplot(mymap)\n```\n\nSave the map as a file in your working directory for future use\n```{r message=FALSE}\nmymap <- gmap(\"France\", type=\"satellite\", filename=\"France.gmap\")    \n```\n\n\nNow get a map for a region drawn at hand\n\n```{r eval=FALSE}\n\nmymap <- gmap(\"Europe\")\nplot(mymap)\n\nselect.area <- drawExtent()   \n# now click 2 times on the map to select your region\nmymap <- gmap(select.area)\nplot(mymap)\n# See ?gmap for many other possibilities\n```\n\n\n\n<br>\n<br>\n\n\n\n\n\n\n\n\n`RgoogleMaps`: Map your data onto Google Map tiles <a name=\"rgooglemaps\"></a>\n------------------------------------------------\n\n```{r message=FALSE, results='hide'}\nlibrary(RgoogleMaps) \n```\n\n\nGet base maps from Google (a file will be saved in your working directory)\n```{r message=FALSE, results='hide'}\nnewmap <- GetMap(center=c(36.7,-5.9), zoom =10, destfile = \"newmap.png\", maptype = \"satellite\")   \n\n# Now using bounding box instead of center coordinates:\nnewmap2 <- GetMap.bbox(lonR=c(-5, -6), latR=c(36, 37), destfile = \"newmap2.png\", maptype=\"terrain\")   \n\n# Try different maptypes\nnewmap3 <- GetMap.bbox(lonR=c(-5, -6), latR=c(36, 37), destfile = \"newmap3.png\", maptype=\"satellite\")\n```\n\n\nNow plot data onto these maps, e.g. these 3 points\n```{r}\nPlotOnStaticMap(lat = c(36.3, 35.8, 36.4), lon = c(-5.5, -5.6, -5.8), zoom= 10, \n                cex=4, pch= 19, col=\"red\", FUN = points, add=F)\n\n```\n\n\n\n\n\n\n<br>\n<br>\n\n\n\n\n\n`googleVis`: visualise data in a web browser using Google Visualisation API <a name=\"googlevis\"></a>\n---------------------------------------------------------------------------\n\n```{r message=FALSE}\nlibrary(googleVis) \n```\n\nRun `demo(googleVis)` to see all the possibilities\n\n\n```{r setOptions, echo=FALSE}\nop <- options(gvis.plot.tag = \"chart\")  \n# necessary so that googleVis works with knitr, see http://lamages.blogspot.co.uk/2012/10/googlevis-032-is-released-better.html\n```\n\n<br>\n\n### Example: plot country-level data\n```{r results='asis', tidy=FALSE, eval=TRUE}\ndata(Exports)    # a simple data frame\nGeo <- gvisGeoMap(Exports, locationvar=\"Country\", numvar=\"Profit\", \n                  options=list(height=400, dataMode='regions'))\nplot(Geo)\n```\nUsing `print(Geo)` we can get the HTML code to embed the map in a web page!\n\n<br>\n\n### Example: Plotting point data onto a google map (internet)\n```{r results='asis', tidy=FALSE, eval=TRUE}\ndata(Andrew)\nM1 <- gvisMap(Andrew, \"LatLong\", \"Tip\", \n              options=list(showTip=TRUE, showLine=F, enableScrollWheel=TRUE, \n                           mapType='satellite', useMapTypeControl=TRUE, width=800,height=400))\nplot(M1)\n```\n\n\n  \n    \n<br>\n<br>\n\n\n\n\n\n`RWorldMap`: mapping global data <a name=\"rworldmap\"></a>\n--------------------------------\n\nSome examples\n\n```{r message=FALSE, warning=FALSE}\n\nlibrary(rworldmap)\n\nnewmap <- getMap(resolution=\"coarse\")    # different resolutions available\nplot(newmap)\n```\n\n```{r message=FALSE} \nmapCountryData()\n```\n```{r message=FALSE}\nmapCountryData(mapRegion=\"europe\")\n```\n```{r message=FALSE}\nmapGriddedData()\n```\n```{r message=FALSE}\nmapGriddedData(mapRegion=\"europe\")\n  \n```\n\n\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n<br>\n    \n\n\n\n\n\n\n  \n   \n\n\n3. SPATIAL VECTOR DATA (points, lines, polygons) <a name=\"vector\"></a>\n================================================\n\n<br>\n<br>\n\n### Example dataset: retrieve point occurrence data from GBIF <a name=\"gbif\"></a>\n\nLet's create an example dataset: retrieve occurrence data \nfor the laurel tree (Laurus nobilis) from the \n[Global Biodiversity Information Facility (GBIF)](http://gbif.org)\n```{r message=FALSE}\nlibrary(dismo)      # check also the nice \"rgbif\" package! \nlaurus <- gbif(\"Laurus\", \"nobilis\")      \n# get data frame with spatial coordinates (points)\nlocs <- subset(laurus, select=c(\"country\", \"lat\", \"lon\"))\nhead(locs)    # a simple data frame with coordinates\n\n# Discard data with errors in coordinates:\nlocs <- subset(locs, locs$lat<90)\n```\n\n<br>\n\n### Making data 'spatial' <a name=\"spatial\"></a>\n\nSo we have got a simple dataframe containing spatial coordinates. \nLet's make these data explicitly *spatial*\n```{r}\ncoordinates(locs) <- c(\"lon\", \"lat\")    # set spatial coordinates\nplot(locs)\n```\n\n\n### Define spatial projection <a name=\"projection\"></a>\n\nImportant: define geographical projection. \nConsult the appropriate PROJ.4 description here: \n[http://www.spatialreference.org/](http://www.spatialreference.org/)\n```{r}\ncrs.geo <- CRS(\"+proj=longlat +ellps=WGS84 +datum=WGS84\")    # geographical, datum WGS84\nproj4string(locs) <- crs.geo     # define projection system of our data\nsummary(locs)\n```\n\n<br>\n\n### Quickly plotting point data on a map <a name=\"plot\"></a>\n```{r}\nplot(locs, pch=20, col=\"steelblue\")\nlibrary(rworldmap)\n# library rworldmap provides different types of global maps, e.g:\ndata(coastsCoarse) \ndata(countriesLow)\nplot(coastsCoarse, add=T)\n```\n\n\n### Subsetting and mapping again <a name=\"subset\"></a>\n```{r}\ntable(locs$country)     # see localities of Laurus nobilis by country\n\nlocs.gb <- subset(locs, locs$country==\"United Kingdom\")    # select only locs in UK\nplot(locs.gb, pch=20, cex=2, col=\"steelblue\")\ntitle(\"Laurus nobilis occurrences in UK\")\nplot(countriesLow, add=T)\nsummary(locs.gb)\n\n```\n\n\n<br>\n\nMapping vectorial data (points, polygons, polylines) <a name=\"mapvector\"></a>\n---------------------------------------------------------------------\n\n<br>\n\n### Mapping vectorial data using `gmap` from `dismo`\n\n\n```{r}\ngbmap <- gmap(locs.gb, type=\"satellite\")\nlocs.gb.merc <- Mercator(locs.gb)    # Google Maps are in Mercator projection. \n  # This function projects the points to that projection to enable mapping\nplot(gbmap)\npoints(locs.gb.merc, pch=20, col=\"red\")\n```\n\n\n\n\n\n<br>\n\n### Mapping vectorial data with `RgoogleMaps` \n\n\n```{r message=FALSE}\n\nrequire(RgoogleMaps)\n\nlocs.gb.coords <- as.data.frame(coordinates(locs.gb))    # retrieves coordinates \n  # (1st column for longitude, 2nd column for latitude)\nPlotOnStaticMap(lat = locs.gb.coords$lat, lon = locs.gb.coords$lon, \n                zoom= 5, cex=1.4, pch= 19, col=\"red\", FUN = points, add=F)\n```\n\nDownload base map from Google Maps and plot onto it\n```{r message=FALSE}\nmap.lim <- qbbox (locs.gb.coords$lat, locs.gb.coords$lon, TYPE=\"all\")    # define region \n  # of interest (bounding box)\nmymap <- GetMap.bbox(map.lim$lonR, map.lim$latR, destfile = \"gmap.png\", maptype=\"satellite\")\n# see the file in the wd\nPlotOnStaticMap(mymap, lat = locs.gb.coords$lat, lon = locs.gb.coords$lon, \n                zoom= NULL, cex=1.3, pch= 19, col=\"red\", FUN = points, add=F)\n```\n\n<br>\n<br>\n\nUsing different background (base map)\n```{r message=FALSE}\nmymap <- GetMap.bbox(map.lim$lonR, map.lim$latR, destfile = \"gmap.png\", maptype=\"hybrid\")\nPlotOnStaticMap(mymap, lat = locs.gb.coords$lat, lon = locs.gb.coords$lon, \n                zoom= NULL, cex=1.3, pch= 19, col=\"red\", FUN = points, add=F)\n\n```\n\n\n\n\n\n\n\n\n<br>\n<br>\n\n### Map vectorial data with `googleVis` (internet) \n\n\n```{r results='asis', tidy=FALSE, eval=TRUE}\npoints.gb <- as.data.frame(locs.gb)\npoints.gb$latlon <- paste(points.gb$lat, points.gb$lon, sep=\":\")\nmap.gb <- gvisMap(points.gb, locationvar=\"latlon\", tipvar=\"country\", \n                  options = list(showTip=T, showLine=F, enableScrollWheel=TRUE,\n                           useMapTypeControl=T, width=1400,height=800))\nplot(map.gb)\n#print(map.gb)    # get HTML suitable for a webpage\n```\n\n\n\n\n<br>\n<br>\n<br>\n\n### Drawing polygons and polylines (e.g. for digitising) <a name=\"digitise\"></a>\n\n\n```{r eval=FALSE}\nplot(gbmap)\nmypolygon <- drawPoly()    # click on the map to draw a polygon and press ESC when finished\nsummary(mypolygon)    # now you have a spatial polygon! Easy, isn't it?\n```\n\n\n<br>\n<br>\n<br>\n<br>\n\nConverting between formats, reading in, and saving spatial vector data <a name=\"iovec\"></a>\n-------------------------------------------------------------------\n\n<br>\n\n### Exporting KML (Google Earth)\n```{r}\nwriteOGR(locs.gb, dsn=\"locsgb.kml\", layer=\"locs.gb\", driver=\"KML\")\n```\n\n### Reading KML\n```{r}\nnewmap <- readOGR(\"locsgb.kml\", layer=\"locs.gb\")\n```\n\n### Save as shapefile\n```{r}\nwritePointsShape(locs.gb, \"locsgb\")\n```\n\n### Reading shapefiles\n```{r}\ngb.shape <- readShapePoints(\"locsgb.shp\")\nplot(gb.shape)\n```\nUse `readShapePoly` to read polygon shapefiles, and `readShapeLines` to read polylines.\nSee also `shapefile` in `raster` package.   \n\n\n\n<br>\n<br>\n<br>\n\nChanging projection of spatial vector data <a name=\"changeproj\"></a>\n-------------------------------------------\n\n`spTransform` (package `sp`) will do the projection as long as the original and new projection are correctly specified.\n\n<br>\n\n### Projecting point dataset\n\nTo illustrate, let's project the dataframe with Laurus nobilis coordinates that we obtained above:\n```{r}\nsummary(locs)\n```\nThe original coordinates are in lat lon format. Let's define the new desired projection:\nLambert Azimuthal Equal Area in this case \n(look up parameters at [http://spatialreference.org](http://spatialreference.org))\n```{r}\ncrs.laea <- CRS(\"+proj=laea +lat_0=52 +lon_0=10 +x_0=4321000 +y_0=3210000 +ellps=GRS80 +units=m +no_defs\") # Lambert Azimuthal Equal Area\nlocs.laea <- spTransform(locs, crs.laea)    # spTransform makes the projection\n```\n\n<br>\n\n### Projecting shapefile of countries\n```{r}\nplot(countriesLow)    # countries map in geographical projection\ncountry.laea <- spTransform(countriesLow, crs.laea)  # project\n```\n\nLet's plot this:\n```{r}\nplot(locs.laea, pch=20, col=\"steelblue\")\nplot(country.laea, add=T)\n\n# define spatial limits for plotting\nplot(locs.laea, pch=20, col=\"steelblue\", xlim=c(1800000, 3900000), ylim=c(1000000, 3000000))\nplot(country.laea, add=T)\n```\n\n\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n<br>\n<br>\n\n\n\n\n\n\n\n4. USING RASTER (GRID) DATA <a name=\"raster\"></a>\n===========================\n\n\n<br>\n\n### Downloading raster climate data from internet <a name=\"getdata\"></a>\nThe `getData` function from the `dismo` package will easily retrieve climate data, elevation, administrative boundaries, etc. Check also the excellent [rWBclimate package](http://ropensci.org/packages/rwbclimate.html) by rOpenSci with additional functionality. \n\n```{r}\ntmin <- getData(\"worldclim\", var=\"tmin\", res=10)   # this will download \n  # global data on minimum temperature at 10' resolution\n```\n\n<br>\n\n### Loading a raster layer <a name=\"loadraster\"></a>\n\n```{r}\ntmin1 <- raster(paste(getwd(), \"/wc10/tmin1.bil\", sep=\"\"))   # Tmin for January\n```\nEasy! The `raster` function reads many different formats, including Arc ASCII grids or netcdf files (see raster help). And values are stored on disk instead of memory! (useful for large rasters) \n```{r}\nfromDisk(tmin1)\n```\n\nLet's examine the raster layer:\n```{r}\ntmin1 <- tmin1/10    # Worldclim temperature data come in decimal degrees \ntmin1    # look at the info\nplot(tmin1)\n```\n\n<br>\n\n### Creating a raster stack <a name=\"rasterstack\"></a>\n\nA raster stack is collection of many raster layers with the same projection, spatial extent and resolution.\nLet's collect several raster files from disk and read them as a single raster stack:\n\n```{r message=FALSE, warning=FALSE}\n\nlibrary(gtools)\nfile.remove(paste(getwd(), \"/wc10/\", \"tmin_10m_bil.zip\", sep=\"\"))\nlist.ras <- mixedsort(list.files(paste(getwd(), \"/wc10/\", sep=\"\"), full.names=T, pattern=\".bil\"))\nlist.ras   # I have just collected a list of the files containing monthly temperature values\ntmin.all <- stack(list.ras)\ntmin.all\ntmin.all <- tmin.all/10\nplot(tmin.all)\n```\n\n\n<br>\n\n### Raster bricks <a name=\"rasterbrick\"></a>\n\nA rasterbrick is similar to a raster stack (i.e. multiple layers with the same extent and resolution), but all the data must be stored in a single file on disk.\n\n```{r}\ntmin.brick <- brick(tmin.all)   # creates rasterbrick\n```\n\n<br>\n\n### Crop rasters <a name=\"cropraster\"></a>\n\nCrop raster manually (drawing region of interest):\n\n```{r eval=FALSE}\nplot(tmin1)\nnewext <- drawExtent()    # click twice on the map to select the region of interest\ntmin1.c <- crop(tmin1, newext)\nplot(tmin1.c)\n```\n\nAlternatively, provide coordinates for the limits of the region of interest:\n```{r}\nnewext <- c(-10, 10, 30, 50)   \ntmin1.c <- crop(tmin1, newext)\nplot(tmin1.c)\n\ntmin.all.c <- crop(tmin.all, newext)\nplot(tmin.all.c)\n```\n\n<br>\n\n### Define spatial projection of the rasters <a name=\"projectionraster\"></a>\n\n```{r}\ncrs.geo    # defined above\nprojection(tmin1.c) <- crs.geo\nprojection(tmin.all.c) <- crs.geo\ntmin1.c    # notice info at coord.ref.\n```\n\n<br>\n\n### Changing projection <a name=\"changeprojraster\"></a>\n\nUse `projectRaster` function:\n```{r}\ntmin1.proj <- projectRaster(tmin1.c, crs=\"+proj=merc +lon_0=0 +k=1 +x_0=0 +y_0=0 +a=6378137 +b=6378137 +units=m +no_defs\")   # can also use a template raster, see ?projectRaster\ntmin1.proj   # notice info at coord.ref.\nplot(tmin1.proj)\n```\n\n\n<br>\n\n### Plotting raster data <a name=\"plotraster\"></a>\n\nDifferent plotting functions:\n```{r}\nhistogram(tmin1.c)\npairs(tmin.all.c)\npersp(tmin1.c)\ncontour(tmin1.c)\ncontourplot(tmin1.c)\nlevelplot(tmin1.c)\n#plot3D(tmin1.c)\nbwplot(tmin.all.c)\ndensityplot(tmin1.c)\n```\n\n\n### Spatial autocorrelation <a name=\"autocorrelation\"></a>\n\n```{r}\nMoran(tmin1.c)    # global Moran's I\ntmin1.Moran <- MoranLocal(tmin1.c)\nplot(tmin1.Moran)\n```\n\n\n### Extract values from raster <a name=\"extract\"></a>\n\nUse `extract` function:\n```{r}\nhead(locs)    # we'll obtain tmin values for our points\nprojection(tmin1) <- crs.geo\nlocs$tmin1 <- extract(tmin1, locs)    # raster values \n  # are incorporated to the dataframe\nhead(locs)\n```\n\nYou can also extract values for a given region instead of the whole raster:\n```{r eval=FALSE}\nplot(tmin1.c)\nreg.clim <- extract(tmin1.c, drawExtent())  # click twice to \n  # draw extent of the region of interest \nsummary(reg.clim)\n```\n\nUsing `rasterToPoints`:\n```{r}\n# rasterToPoints\ntminvals <- rasterToPoints(tmin1.c)\nhead(tminvals)\n```\n\nAnd also, the `click` function will get values from particular locations in the map\n```{r eval=FALSE}\nplot(tmin1.c)\nclick(tmin1.c, n=3)   # click n times in the map to get values\n```\n\n<br>\n\n### Rasterize points, lines or polygons <a name=\"rasterize\"></a>\n\n```{r}\nlocs2ras <- rasterize(locs.gb, tmin1, field=rep(1,nrow(locs.gb)))\nlocs2ras\nplot(locs2ras, xlim=c(-10,10), ylim=c(45, 60), legend=F)\ndata(wrld_simpl)\nplot(wrld_simpl, add=T)\n```\n\n\n<br>\n\n### Changing raster resolution <a name=\"resolution\"></a>\n\nUse `aggregate` function:\n```{r}\ntmin1.lowres <- aggregate(tmin1.c, fact=2, fun=mean)\ntmin1.lowres\ntmin1.c     # compare\npar(mfcol=c(1,2))\nplot(tmin1.c, main=\"original\")\nplot(tmin1.lowres, main=\"low resolution\")\n```\n\n\n### Spline interpolation <a name=\"interpolation\"></a>\n\n```{r message=FALSE, warning=FALSE}\nxy <- data.frame(xyFromCell(tmin1.lowres, 1:ncell(tmin1.lowres)))    # get raster cell coordinates\nhead(xy)\nvals <- getValues(tmin1.lowres)\nlibrary(fields)\nspline <- Tps(xy, vals)    # thin plate spline\nintras <- interpolate(tmin1.c, spline)\nintras    # note new resolution\nplot(intras)  \nintras <- mask(intras, tmin1.c)   # mask to land areas only\nplot(intras)\ntitle(\"Interpolated raster\")\n```\n\n### Setting all rasters to the same extent, projection and resolution all in one <a name=\"spatialsync\"></a>\n\nSee `spatial_sync_raster` function from `spatial.tools` package.\n\n<br>\n\n\n### Elevations, slope, aspect, etc <a name=\"elevation\"></a>\n\n<br>\nDownload elevation data from internet:\n```{r}\nelevation <- getData('alt', country='ESP')\n```\n\nSome quick maps:\n```{r}\nx <- terrain(elevation, opt=c('slope', 'aspect'), unit='degrees')\nplot(x)\n\nslope <- terrain(elevation, opt='slope')\naspect <- terrain(elevation, opt='aspect')\nhill <- hillShade(slope, aspect, 40, 270)\nplot(hill, col=grey(0:100/100), legend=FALSE, main='Spain')\nplot(elevation, col=rainbow(25, alpha=0.35), add=TRUE)\n```\n\n\n### Saving and exporting raster data <a name=\"saveraster\"></a>\n\n\nSaving raster to file:\n\n```{r}\nwriteRaster(tmin1.c, filename=\"tmin1.c.grd\")   \nwriteRaster(tmin.all.c, filename=\"tmin.all.grd\")\n```\n`writeRaster` can export to many different file types, see help.\n\n<br>\n\nExporting to KML (Google Earth)\n```{r}\ntmin1.c <- raster(tmin.all.c, 1)\nKML(tmin1.c, file=\"tmin1.kml\")  \nKML(tmin.all.c)     # can export multiple layers\n\n```\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n5. SPATIAL STATISTICS (just a glance) <a name=\"spatstats\"></a>\n=====================================\n\n<br>\n\n### Point pattern analysis <a name=\"pointpatterns\"></a>\n\nSome useful packages:\n\n```{r message=FALSE}\nlibrary(spatial)\nlibrary(spatstat)\nlibrary(spatgraphs)\nlibrary(ecespa)    # ecological focus\n```\nSee [CRAN Spatial Task View](http://cran.r-project.org/web/views/Spatial.html).\n\nLet's do a quick example with Ripley's K function:\n```{r}\ndata(fig1)\nplot(fig1)    # point pattern\ndata(Helianthemum)\ncosa12 <- K1K2(Helianthemum, j=\"deadpl\", i=\"survpl\", r=seq(0,200,le=201),\n               nsim=99, nrank=1, correction=\"isotropic\")\nplot(cosa12$k1k2, lty=c(2, 1, 2), col=c(2, 1, 2), xlim=c(0, 200),\n     main= \"survival- death\",ylab=expression(K[1]-K[2]), legend=FALSE)\n\n```\n\n<br>\n\n### Geostatistics <a name=\"geostatistics\"></a>\n\nSome useful packages:\n\n```{r message=FALSE, eval=FALSE}\nlibrary(gstat)\nlibrary(geoR)\nlibrary(akima)   # for spline interpolation\nlibrary(spdep)   # dealing with spatial dependence\n```\nSee [CRAN Spatial Task View](http://cran.r-project.org/web/views/Spatial.html).\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n6. INTERACTING WITH OTHER GIS <a name=\"othergis\"></a>\n===============================================\n\n```{r message=F, eval=F}\nlibrary(spgrass6)   # GRASS\nlibrary(RPyGeo)     # ArcGis (Python)\nlibrary(RSAGA)      # SAGA\nlibrary(spsextante) # Sextante \n\n```\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n\n7. OTHER USEFUL PACKAGES <a name=\"otherpackages\"></a>\n=========================\n\n```{r message=FALSE, eval=FALSE}\nlibrary(Metadata)    # automatically collates data from online GIS datasets (land cover, pop density, etc) for a given set of coordinates\n\n#library(GeoXp)    # Interactive exploratory spatial data analysis\nexample(columbus)\nhistomap(columbus,\"CRIME\")\n\nlibrary(maptools)\n# readGPS \n\nlibrary(rangeMapper)    # plotting species distributions, richness and traits\n\n\n# Species Distribution Modelling\nlibrary(dismo)\nlibrary(biomod2)\nlibrary(SDMTools)\n\nlibrary(BioCalc)   # computes 19 bioclimatic variables from monthly climatic values (tmin, tmax, prec)\n\n```\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n8. TO LEARN MORE <a name=\"tolearnmore\"></a>\n================\n\n* [ASDAR book](http://www.asdar-book.org/)\n\n* Packages help and vignettes, especially\n\n    http://cran.r-project.org/web/packages/raster/vignettes/Raster.pdf   \n    http://cran.r-project.org/web/packages/dismo/vignettes/sdm.pdf   \n    http://cran.r-project.org/web/packages/sp/vignettes/sp.pdf   \n\n* [CRAN Task View: Analysis of Spatial Data](http://cran.r-project.org/web/views/Spatial.html)\n\n\n* [Introduction to Spatial Data and ggplot2](http://rpubs.com/RobinLovelace/intro-spatial)\n\n* [R spatial tips](http://spatial.ly/category/r-spatial-data-hints/)\n\n* [R wiki: tips for spatial data](http://rwiki.sciviews.org/doku.php?id=tips:spatial-data&s=spatial)\n\n* [Spatial analysis in R](http://www.maths.lancs.ac.uk/~rowlings/Teaching/Sheffield2013/index.html)\n\n* [Displaying time series, spatial and space-time data with R](http://oscarperpinan.github.io/spacetime-vis/)\n\n* [Notes on Spatial Data Operations in R](https://dl.dropboxusercontent.com/u/9577903/broomspatial.pdf)\n\n* [Analysing spatial point patterns in R](http://www.csiro.au/resources/pf16h)\n\n* [Spatial data in R](http://science.nature.nps.gov/im/datamgmt/statistics/r/advanced/Spatial.cfm)\n\n* [NCEAS Geospatial use cases](http://www.nceas.ucsb.edu/scicomp/usecases)\n\n* [Spatial Analyst](http://spatial-analyst.net)\n\n* [Making maps with R](http://www.molecularecologist.com/2012/09/making-maps-with-r/)\n\n* [The Visual Raster Cheat Sheet](http://www.rpubs.com/etiennebr/visualraster)\n\n* [R-SIG-Geo mailing list](https://stat.ethz.ch/mailman/listinfo/R-SIG-Geo)\n\n* [Geospatial data processing and analysis in R (slides)](http://rpubs.com/ajlyons/rspatialdata)\n\n* [rMaps](http://rmaps.github.io/)\n\n\n\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>"
  },
  {
    "path": "R-GIS_tutorial.md",
    "content": "\nSpatial data in R: Using R as a GIS     \n========================================================\n\n\nA tutorial to perform basic operations with spatial data in R, such as importing and exporting data (both vectorial and raster), plotting, analysing and making maps.\n\n\n[Francisco Rodriguez-Sanchez](http://sites.google.com/site/rodriguezsanchezf) \n\n\nv 2.2  \n\n27-01-2015 \n\nLicence: [CC BY 4.0](http://creativecommons.org/licenses/by/4.0/)\n\n\nCheck out code and latest version at [GitHub](https://github.com/Pakillo/R-GIS-tutorial/blob/master/R-GIS_tutorial.md)\n\n\n\n<br>\n<br>\n<br>\n\nCONTENTS <a name=\"contents\"></a>\n=========\n\n<br>\n<br>\n\n[1. INTRODUCTION](#intro)\n<br>\n<br>\n\n\n[2. GENERIC MAPPING](#mapping)\n<br>\n  \n  * [Retrieving base maps from Google with `gmap` function in package `dismo`](#gmap)\n  \n  * [`RgoogleMaps`: Map your data onto Google Map tiles](#rgooglemaps)\n  \n  * [`googleVis`: visualise data in a web browser using Google Visualisation API](#googlevis)\n  \n  * [`RWorldMap`: mapping global data](#rworldmap)\n<br>\n<br>\n\n\n[3. SPATIAL VECTOR DATA (points, lines, polygons)](#vector)\n<br>\n\n  * [Example dataset: retrieve point occurrence data from GBIF](#gbif)\n  \n  * [Making data 'spatial'](#spatial)\n  \n  * [Define spatial projection](#projection)\n  \n  * [Quickly plotting point data on a map](#plot)\n  \n  * [Subsetting and mapping again](#subset)\n  \n  * [Mapping vectorial data (points, polygons, polylines)](#mapvector)\n  \n  * [Drawing polygons and polylines (e.g. for digitising)](#digitise)\n  \n  * [Converting between formats, reading in, and saving spatial vector data](#iovec)\n  \n  * [Changing projection of spatial vector data](#changeproj)\n<br>\n<br>\n  \n  \n[4. USING RASTER (GRID) DATA](#raster)\n<br>\n\n  * [Downloading raster climate data from internet](#getdata)\n  \n  * [Loading a raster layer](#loadraster)\n  \n  * [Creating a raster stack](#rasterstack)\n  \n  * [Raster bricks](#rasterbrick)\n  \n  * [Crop rasters](#cropraster)\n  \n  * [Define spatial projection of the rasters](#projectionraster)\n  \n  * [Changing projection](#changeprojraster)\n  \n  * [Plotting raster data](#plotraster)\n  \n  * [Spatial autocorrelation](#autocorrelation)\n  \n  * [Extract values from raster](#extract)\n  \n  * [Rasterize vector data (points, lines or polygons)](#rasterize)\n  \n  * [Changing raster resolution](#resolution)\n  \n  * [Spline interpolation](#interpolation)\n  \n  * [Setting all rasters to the same extent, projection and resolution all in one](#spatialsync)\n  \n  * [Elevations, slope, aspect, etc](#elevation)\n  \n  * [Saving and exporting raster data](#saveraster)\n<br>\n<br>\n\n\n\n\n[5. SPATIAL STATISTICS](#spatstats)\n<br>\n\n  * [Point pattern analysis](#pointpatterns)\n  \n  * [Geostatistics](#geostatistics)\n<br> \n<br>\n\n  \n  \n[6. INTERACTING WITH OTHER GIS](#othergis)\n<br>\n<br>\n\n[7. OTHER USEFUL PACKAGES](#otherpackages)\n<br>\n<br>\n\n[8. TO LEARN MORE](#tolearnmore)\n\n\n<br>\n<br>\n<br>\n<br>\n\n\n\n\n\n1. INTRODUCTION <a name=\"intro\"></a>\n===============\n\n<br>\n\nR is great not only for doing statistics, but also for many other tasks, including GIS analysis and working with spatial data. For instance, R is capable of doing wonderful maps such as [this](http://spatialanalysis.co.uk/wp-content/uploads/2012/02/bike_ggplot.png) or [this](http://oscarperpinan.github.io/spacetime-vis/images/airMadrid_stamen.png). In this tutorial I will show some basic GIS functionality in R.\n\n\n\n#### Basic packages\n\n\n```r\n\nlibrary(sp)  # classes for spatial data\nlibrary(raster)  # grids, rasters\nlibrary(rasterVis)  # raster visualisation\nlibrary(maptools)\nlibrary(rgeos)\n# and their dependencies\n```\n\n\nThere are many other useful packages, e.g. check [CRAN Spatial Task View](http://cran.r-project.org/web/views/Spatial.html). Some of them will be used below.\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n\n     \n2. GENERIC MAPPING <a name=\"mapping\"></a>\n==================\n\n<br>\n\n\nRetrieving base maps from Google with `gmap` function in package `dismo` <a name=\"gmap\"></a>\n------------------------------------------------------------------------\n\nSome examples:\n\nGetting maps for countries:\n\n\n```r\n\nlibrary(dismo)\n\nmymap <- gmap(\"France\")  # choose whatever country\nplot(mymap)\n```\n\n![plot of chunk gmap1](figure/gmap11.png) ![plot of chunk gmap1](figure/gmap12.png) \n\n\nChoose map type:\n\n```r\nmymap <- gmap(\"France\", type = \"satellite\")\nplot(mymap)\n```\n\n![plot of chunk gmap2](figure/gmap21.png) ![plot of chunk gmap2](figure/gmap22.png) \n\n\nChoose zoom level:\n\n```r\nmymap <- gmap(\"France\", type = \"satellite\", exp = 3)\nplot(mymap)\n```\n\n![plot of chunk gmap3](figure/gmap31.png) ![plot of chunk gmap3](figure/gmap32.png) \n\n\nSave the map as a file in your working directory for future use\n\n```r\nmymap <- gmap(\"France\", type = \"satellite\", filename = \"France.gmap\")\n```\n\n\n\nNow get a map for a region drawn at hand\n\n\n```r\n\nmymap <- gmap(\"Europe\")\nplot(mymap)\n\nselect.area <- drawExtent()\n# now click 2 times on the map to select your region\nmymap <- gmap(select.area)\nplot(mymap)\n# See ?gmap for many other possibilities\n```\n\n\n\n\n<br>\n<br>\n\n\n\n\n\n\n\n\n`RgoogleMaps`: Map your data onto Google Map tiles <a name=\"rgooglemaps\"></a>\n------------------------------------------------\n\n\n```r\nlibrary(RgoogleMaps)\n```\n\n\n\nGet base maps from Google (a file will be saved in your working directory)\n\n```r\nnewmap <- GetMap(center = c(36.7, -5.9), zoom = 10, destfile = \"newmap.png\", \n    maptype = \"satellite\")\n\n# Now using bounding box instead of center coordinates:\nnewmap2 <- GetMap.bbox(lonR = c(-5, -6), latR = c(36, 37), destfile = \"newmap2.png\", \n    maptype = \"terrain\")\n\n# Try different maptypes\nnewmap3 <- GetMap.bbox(lonR = c(-5, -6), latR = c(36, 37), destfile = \"newmap3.png\", \n    maptype = \"satellite\")\n```\n\n\n\nNow plot data onto these maps, e.g. these 3 points\n\n```r\nPlotOnStaticMap(lat = c(36.3, 35.8, 36.4), lon = c(-5.5, -5.6, -5.8), zoom = 10, \n    cex = 4, pch = 19, col = \"red\", FUN = points, add = F)\n```\n\n![plot of chunk unnamed-chunk-6](figure/unnamed-chunk-6.png) \n\n\n\n\n\n\n\n<br>\n<br>\n\n\n\n\n\n`googleVis`: visualise data in a web browser using Google Visualisation API <a name=\"googlevis\"></a>\n---------------------------------------------------------------------------\n\n\n```r\nlibrary(googleVis)\n```\n\n\nRun `demo(googleVis)` to see all the possibilities\n\n\n\n\n\n<br>\n\n### Example: plot country-level data\n\n```r\ndata(Exports)    # a simple data frame\nGeo <- gvisGeoMap(Exports, locationvar=\"Country\", numvar=\"Profit\", \n                  options=list(height=400, dataMode='regions'))\nplot(Geo)\n```\n\n<!-- GeoMap generated in R 3.0.2 by googleVis 0.4.7 package -->\n<!-- Thu Dec 19 12:27:31 2013 -->\n\n\n<!-- jsHeader -->\n<script type=\"text/javascript\">\n \n// jsData \nfunction gvisDataGeoMapIDb083e32714a () {\nvar data = new google.visualization.DataTable();\nvar datajson =\n[\n [\n \"Germany\",\n3 \n],\n[\n \"Brazil\",\n4 \n],\n[\n \"United States\",\n5 \n],\n[\n \"France\",\n4 \n],\n[\n \"Hungary\",\n3 \n],\n[\n \"India\",\n2 \n],\n[\n \"Iceland\",\n1 \n],\n[\n \"Norway\",\n4 \n],\n[\n \"Spain\",\n5 \n],\n[\n \"Turkey\",\n1 \n] \n];\ndata.addColumn('string','Country');\ndata.addColumn('number','Profit');\ndata.addRows(datajson);\nreturn(data);\n}\n \n// jsDrawChart\nfunction drawChartGeoMapIDb083e32714a() {\nvar data = gvisDataGeoMapIDb083e32714a();\nvar options = {};\noptions[\"dataMode\"] = \"regions\";\noptions[\"width\"] =    556;\noptions[\"height\"] =    400;\n\n    var chart = new google.visualization.GeoMap(\n    document.getElementById('GeoMapIDb083e32714a')\n    );\n    chart.draw(data,options);\n    \n\n}\n  \n \n// jsDisplayChart\n(function() {\nvar pkgs = window.__gvisPackages = window.__gvisPackages || [];\nvar callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\nvar chartid = \"geomap\";\n  \n// Manually see if chartid is in pkgs (not all browsers support Array.indexOf)\nvar i, newPackage = true;\nfor (i = 0; newPackage && i < pkgs.length; i++) {\nif (pkgs[i] === chartid)\nnewPackage = false;\n}\nif (newPackage)\n  pkgs.push(chartid);\n  \n// Add the drawChart function to the global list of callbacks\ncallbacks.push(drawChartGeoMapIDb083e32714a);\n})();\nfunction displayChartGeoMapIDb083e32714a() {\n  var pkgs = window.__gvisPackages = window.__gvisPackages || [];\n  var callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\n  window.clearTimeout(window.__gvisLoad);\n  // The timeout is set to 100 because otherwise the container div we are\n  // targeting might not be part of the document yet\n  window.__gvisLoad = setTimeout(function() {\n  var pkgCount = pkgs.length;\n  google.load(\"visualization\", \"1\", { packages:pkgs, callback: function() {\n  if (pkgCount != pkgs.length) {\n  // Race condition where another setTimeout call snuck in after us; if\n  // that call added a package, we must not shift its callback\n  return;\n}\nwhile (callbacks.length > 0)\ncallbacks.shift()();\n} });\n}, 100);\n}\n \n// jsFooter\n</script>\n \n<!-- jsChart -->  \n<script type=\"text/javascript\" src=\"https://www.google.com/jsapi?callback=displayChartGeoMapIDb083e32714a\"></script>\n \n<!-- divChart -->\n  \n<div id=\"GeoMapIDb083e32714a\"\n  style=\"width: 556px; height: 400px;\">\n</div>\n\nUsing `print(Geo)` we can get the HTML code to embed the map in a web page!\n\n<br>\n\n### Example: Plotting point data onto a google map (internet)\n\n```r\ndata(Andrew)\nM1 <- gvisMap(Andrew, \"LatLong\", \"Tip\", \n              options=list(showTip=TRUE, showLine=F, enableScrollWheel=TRUE, \n                           mapType='satellite', useMapTypeControl=TRUE, width=800,height=400))\nplot(M1)\n```\n\n<!-- Map generated in R 3.0.2 by googleVis 0.4.7 package -->\n<!-- Thu Dec 19 12:27:31 2013 -->\n\n\n<!-- jsHeader -->\n<script type=\"text/javascript\">\n \n// jsData \nfunction gvisDataMapIDb08491aa1 () {\nvar data = new google.visualization.DataTable();\nvar datajson =\n[\n [\n 10.8,\n-35.5,\n\"Tropical Depression<BR>Pressure=1010<BR>Speed=25\" \n],\n[\n 11.2,\n-37.4,\n\"Tropical Depression<BR>Pressure=1009<BR>Speed=30\" \n],\n[\n 11.7,\n-39.6,\n\"Tropical Depression<BR>Pressure=1008<BR>Speed=30\" \n],\n[\n 12.3,\n-42,\n\"Tropical Storm<BR>Pressure=1006<BR>Speed=35\" \n],\n[\n 13.1,\n-44.2,\n\"Tropical Storm<BR>Pressure=1003<BR>Speed=35\" \n],\n[\n 13.6,\n-46.2,\n\"Tropical Storm<BR>Pressure=1002<BR>Speed=40\" \n],\n[\n 14.1,\n-48,\n\"Tropical Storm<BR>Pressure=1001<BR>Speed=45\" \n],\n[\n 14.6,\n-49.9,\n\"Tropical Storm<BR>Pressure=1000<BR>Speed=45\" \n],\n[\n 15.4,\n-51.8,\n\"Tropical Storm<BR>Pressure=1000<BR>Speed=45\" \n],\n[\n 16.3,\n-53.5,\n\"Tropical Storm<BR>Pressure=1001<BR>Speed=45\" \n],\n[\n 17.2,\n-55.3,\n\"Tropical Storm<BR>Pressure=1002<BR>Speed=45\" \n],\n[\n 18,\n-56.9,\n\"Tropical Storm<BR>Pressure=1005<BR>Speed=45\" \n],\n[\n 18.8,\n-58.3,\n\"Tropical Storm<BR>Pressure=1007<BR>Speed=45\" \n],\n[\n 19.8,\n-59.3,\n\"Tropical Storm<BR>Pressure=1011<BR>Speed=40\" \n],\n[\n 20.7,\n-60,\n\"Tropical Storm<BR>Pressure=1013<BR>Speed=40\" \n],\n[\n 21.7,\n-60.7,\n\"Tropical Storm<BR>Pressure=1015<BR>Speed=40\" \n],\n[\n 22.5,\n-61.5,\n\"Tropical Storm<BR>Pressure=1014<BR>Speed=40\" \n],\n[\n 23.2,\n-62.4,\n\"Tropical Storm<BR>Pressure=1014<BR>Speed=45\" \n],\n[\n 23.9,\n-63.3,\n\"Tropical Storm<BR>Pressure=1010<BR>Speed=45\" \n],\n[\n 24.4,\n-64.2,\n\"Tropical Storm<BR>Pressure=1007<BR>Speed=50\" \n],\n[\n 24.8,\n-64.9,\n\"Tropical Storm<BR>Pressure=1004<BR>Speed=50\" \n],\n[\n 25.3,\n-65.9,\n\"Tropical Storm<BR>Pressure=1000<BR>Speed=55\" \n],\n[\n 25.6,\n-67,\n\"Tropical Storm<BR>Pressure=994<BR>Speed=60\" \n],\n[\n 25.8,\n-68.3,\n\"Hurricane<BR>Pressure=981<BR>Speed=70\" \n],\n[\n 25.7,\n-69.7,\n\"Hurricane<BR>Pressure=969<BR>Speed=80\" \n],\n[\n 25.6,\n-71.1,\n\"Hurricane<BR>Pressure=961<BR>Speed=90\" \n],\n[\n 25.5,\n-72.5,\n\"Hurricane<BR>Pressure=947<BR>Speed=105\" \n],\n[\n 25.4,\n-74.2,\n\"Hurricane<BR>Pressure=933<BR>Speed=120\" \n],\n[\n 25.4,\n-75.8,\n\"Hurricane<BR>Pressure=922<BR>Speed=135\" \n],\n[\n 25.4,\n-77.5,\n\"Hurricane<BR>Pressure=930<BR>Speed=125\" \n],\n[\n 25.4,\n-79.3,\n\"Hurricane<BR>Pressure=937<BR>Speed=120\" \n],\n[\n 25.6,\n-81.2,\n\"Hurricane<BR>Pressure=951<BR>Speed=110\" \n],\n[\n 25.8,\n-83.1,\n\"Hurricane<BR>Pressure=947<BR>Speed=115\" \n],\n[\n 26.2,\n-85,\n\"Hurricane<BR>Pressure=943<BR>Speed=115\" \n],\n[\n 26.6,\n-86.7,\n\"Hurricane<BR>Pressure=948<BR>Speed=115\" \n],\n[\n 27.2,\n-88.2,\n\"Hurricane<BR>Pressure=946<BR>Speed=115\" \n],\n[\n 27.8,\n-89.6,\n\"Hurricane<BR>Pressure=941<BR>Speed=120\" \n],\n[\n 28.5,\n-90.5,\n\"Hurricane<BR>Pressure=937<BR>Speed=120\" \n],\n[\n 29.2,\n-91.3,\n\"Hurricane<BR>Pressure=955<BR>Speed=115\" \n],\n[\n 30.1,\n-91.7,\n\"Tropical Storm<BR>Pressure=973<BR>Speed=80\" \n],\n[\n 30.9,\n-91.6,\n\"Tropical Storm<BR>Pressure=991<BR>Speed=50\" \n],\n[\n 31.5,\n-91.1,\n\"Tropical Depression<BR>Pressure=995<BR>Speed=35\" \n],\n[\n 32.1,\n-90.5,\n\"Tropical Depression<BR>Pressure=997<BR>Speed=30\" \n],\n[\n 32.8,\n-89.6,\n\"Tropical Depression<BR>Pressure=998<BR>Speed=30\" \n],\n[\n 33.6,\n-88.4,\n\"Tropical Depression<BR>Pressure=999<BR>Speed=25\" \n],\n[\n 34.4,\n-86.7,\n\"Tropical Depression<BR>Pressure=1000<BR>Speed=20\" \n],\n[\n 35.4,\n-84,\n\"Tropical Depression<BR>Pressure=1000<BR>Speed=20\" \n] \n];\ndata.addColumn('number','Latitude');\ndata.addColumn('number','Longitude');\ndata.addColumn('string','Tip');\ndata.addRows(datajson);\nreturn(data);\n}\n \n// jsDrawChart\nfunction drawChartMapIDb08491aa1() {\nvar data = gvisDataMapIDb08491aa1();\nvar options = {};\noptions[\"showTip\"] = true;\noptions[\"showLine\"] = false;\noptions[\"enableScrollWheel\"] = true;\noptions[\"mapType\"] = \"satellite\";\noptions[\"useMapTypeControl\"] = true;\noptions[\"width\"] =    800;\noptions[\"height\"] =    400;\n\n    var chart = new google.visualization.Map(\n    document.getElementById('MapIDb08491aa1')\n    );\n    chart.draw(data,options);\n    \n\n}\n  \n \n// jsDisplayChart\n(function() {\nvar pkgs = window.__gvisPackages = window.__gvisPackages || [];\nvar callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\nvar chartid = \"map\";\n  \n// Manually see if chartid is in pkgs (not all browsers support Array.indexOf)\nvar i, newPackage = true;\nfor (i = 0; newPackage && i < pkgs.length; i++) {\nif (pkgs[i] === chartid)\nnewPackage = false;\n}\nif (newPackage)\n  pkgs.push(chartid);\n  \n// Add the drawChart function to the global list of callbacks\ncallbacks.push(drawChartMapIDb08491aa1);\n})();\nfunction displayChartMapIDb08491aa1() {\n  var pkgs = window.__gvisPackages = window.__gvisPackages || [];\n  var callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\n  window.clearTimeout(window.__gvisLoad);\n  // The timeout is set to 100 because otherwise the container div we are\n  // targeting might not be part of the document yet\n  window.__gvisLoad = setTimeout(function() {\n  var pkgCount = pkgs.length;\n  google.load(\"visualization\", \"1\", { packages:pkgs, callback: function() {\n  if (pkgCount != pkgs.length) {\n  // Race condition where another setTimeout call snuck in after us; if\n  // that call added a package, we must not shift its callback\n  return;\n}\nwhile (callbacks.length > 0)\ncallbacks.shift()();\n} });\n}, 100);\n}\n \n// jsFooter\n</script>\n \n<!-- jsChart -->  \n<script type=\"text/javascript\" src=\"https://www.google.com/jsapi?callback=displayChartMapIDb08491aa1\"></script>\n \n<!-- divChart -->\n  \n<div id=\"MapIDb08491aa1\"\n  style=\"width: 800px; height: 400px;\">\n</div>\n\n\n\n  \n    \n<br>\n<br>\n\n\n\n\n\n`RWorldMap`: mapping global data <a name=\"rworldmap\"></a>\n--------------------------------\n\nSome examples\n\n\n```r\n\nlibrary(rworldmap)\n\nnewmap <- getMap(resolution = \"coarse\")  # different resolutions available\nplot(newmap)\n```\n\n![plot of chunk unnamed-chunk-10](figure/unnamed-chunk-10.png) \n\n\n\n```r\nmapCountryData()\n```\n\n![plot of chunk unnamed-chunk-11](figure/unnamed-chunk-11.png) \n\n\n```r\nmapCountryData(mapRegion = \"europe\")\n```\n\n![plot of chunk unnamed-chunk-12](figure/unnamed-chunk-12.png) \n\n\n```r\nmapGriddedData()\n```\n\n![plot of chunk unnamed-chunk-13](figure/unnamed-chunk-13.png) \n\n\n```r\nmapGriddedData(mapRegion = \"europe\")\n```\n\n![plot of chunk unnamed-chunk-14](figure/unnamed-chunk-14.png) \n\n\n\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n<br>\n    \n\n\n\n\n\n\n  \n   \n\n\n3. SPATIAL VECTOR DATA (points, lines, polygons) <a name=\"vector\"></a>\n================================================\n\n<br>\n<br>\n\n### Example dataset: retrieve point occurrence data from GBIF <a name=\"gbif\"></a>\n\nLet's create an example dataset: retrieve occurrence data \nfor the laurel tree (Laurus nobilis) from the \n[Global Biodiversity Information Facility (GBIF)](http://gbif.org)\n\n```r\nlibrary(dismo)  # check also the nice 'rgbif' package! \nlaurus <- gbif(\"Laurus\", \"nobilis\")\n```\n\n```\n## Laurus nobilis : 2120 occurrences found\n## 1-1000-2000-2120\n```\n\n```r\n# get data frame with spatial coordinates (points)\nlocs <- subset(laurus, select = c(\"country\", \"lat\", \"lon\"))\nhead(locs)  # a simple data frame with coordinates\n```\n\n```\n##   country   lat    lon\n## 1   Spain 36.12 -5.579\n## 2   Spain 38.26 -5.207\n## 3   Spain 36.11 -5.534\n## 4   Spain 36.87 -5.312\n## 5   Spain 37.30 -1.918\n## 6   Spain 36.10 -5.545\n```\n\n```r\n\n# Discard data with errors in coordinates:\nlocs <- subset(locs, locs$lat < 90)\n```\n\n\n<br>\n\n### Making data 'spatial' <a name=\"spatial\"></a>\n\nSo we have got a simple dataframe containing spatial coordinates. \nLet's make these data explicitly *spatial*\n\n```r\ncoordinates(locs) <- c(\"lon\", \"lat\")  # set spatial coordinates\nplot(locs)\n```\n\n![plot of chunk unnamed-chunk-16](figure/unnamed-chunk-16.png) \n\n\n\n### Define spatial projection <a name=\"projection\"></a>\n\nImportant: define geographical projection. \nConsult the appropriate PROJ.4 description here: \n[http://www.spatialreference.org/](http://www.spatialreference.org/)\n\n```r\ncrs.geo <- CRS(\"+proj=longlat +ellps=WGS84 +datum=WGS84\")  # geographical, datum WGS84\nproj4string(locs) <- crs.geo  # define projection system of our data\nsummary(locs)\n```\n\n```\n## Object of class SpatialPointsDataFrame\n## Coordinates:\n##         min    max\n## lon -123.25 145.04\n## lat  -37.78  59.84\n## Is projected: FALSE \n## proj4string :\n## [+proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0]\n## Number of points: 2109\n## Data attributes:\n##    Length     Class      Mode \n##      2109 character character\n```\n\n\n<br>\n\n### Quickly plotting point data on a map <a name=\"plot\"></a>\n\n```r\nplot(locs, pch = 20, col = \"steelblue\")\nlibrary(rworldmap)\n# library rworldmap provides different types of global maps, e.g:\ndata(coastsCoarse)\ndata(countriesLow)\nplot(coastsCoarse, add = T)\n```\n\n![plot of chunk unnamed-chunk-18](figure/unnamed-chunk-18.png) \n\n\n\n### Subsetting and mapping again <a name=\"subset\"></a>\n\n```r\ntable(locs$country)  # see localities of Laurus nobilis by country\n```\n\n```\n## \n##      Australia         Canada        Croatia         France        Germany \n##              2              1              1              1              1 \n##         Greece        Ireland         Israel          Italy          Spain \n##              5             69           1231              2            206 \n##         Sweden United Kingdom  United States \n##              2            578             10\n```\n\n```r\n\nlocs.gb <- subset(locs, locs$country == \"United Kingdom\")  # select only locs in UK\nplot(locs.gb, pch = 20, cex = 2, col = \"steelblue\")\ntitle(\"Laurus nobilis occurrences in UK\")\nplot(countriesLow, add = T)\n```\n\n![plot of chunk unnamed-chunk-19](figure/unnamed-chunk-19.png) \n\n```r\nsummary(locs.gb)\n```\n\n```\n## Object of class SpatialPointsDataFrame\n## Coordinates:\n##        min    max\n## lon -6.392  1.772\n## lat 49.951 56.221\n## Is projected: FALSE \n## proj4string :\n## [+proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0]\n## Number of points: 578\n## Data attributes:\n##    Length     Class      Mode \n##       578 character character\n```\n\n\n\n<br>\n\nMapping vectorial data (points, polygons, polylines) <a name=\"mapvector\"></a>\n---------------------------------------------------------------------\n\n<br>\n\n### Mapping vectorial data using `gmap` from `dismo`\n\n\n\n```r\ngbmap <- gmap(locs.gb, type = \"satellite\")\nlocs.gb.merc <- Mercator(locs.gb)  # Google Maps are in Mercator projection. \n# This function projects the points to that projection to enable mapping\nplot(gbmap)\n```\n\n![plot of chunk unnamed-chunk-20](figure/unnamed-chunk-201.png) \n\n```r\npoints(locs.gb.merc, pch = 20, col = \"red\")\n```\n\n![plot of chunk unnamed-chunk-20](figure/unnamed-chunk-202.png) \n\n\n\n\n\n\n<br>\n\n### Mapping vectorial data with `RgoogleMaps` \n\n\n\n```r\n\nrequire(RgoogleMaps)\n\nlocs.gb.coords <- as.data.frame(coordinates(locs.gb))  # retrieves coordinates \n# (1st column for longitude, 2nd column for latitude)\nPlotOnStaticMap(lat = locs.gb.coords$lat, lon = locs.gb.coords$lon, zoom = 5, \n    cex = 1.4, pch = 19, col = \"red\", FUN = points, add = F)\n```\n\n![plot of chunk unnamed-chunk-21](figure/unnamed-chunk-21.png) \n\n\nDownload base map from Google Maps and plot onto it\n\n```r\nmap.lim <- qbbox(locs.gb.coords$lat, locs.gb.coords$lon, TYPE = \"all\")  # define region \n# of interest (bounding box)\nmymap <- GetMap.bbox(map.lim$lonR, map.lim$latR, destfile = \"gmap.png\", maptype = \"satellite\")\n```\n\n```\n## [1] \"http://maps.google.com/maps/api/staticmap?center=53.086237,-2.30987445&zoom=6&size=640x640&maptype=satellite&format=png32&sensor=true\"\n```\n\n```r\n# see the file in the wd\nPlotOnStaticMap(mymap, lat = locs.gb.coords$lat, lon = locs.gb.coords$lon, zoom = NULL, \n    cex = 1.3, pch = 19, col = \"red\", FUN = points, add = F)\n```\n\n![plot of chunk unnamed-chunk-22](figure/unnamed-chunk-22.png) \n\n\n<br>\n<br>\n\nUsing different background (base map)\n\n```r\nmymap <- GetMap.bbox(map.lim$lonR, map.lim$latR, destfile = \"gmap.png\", maptype = \"hybrid\")\n```\n\n```\n## [1] \"http://maps.google.com/maps/api/staticmap?center=53.086237,-2.30987445&zoom=6&size=640x640&maptype=hybrid&format=png32&sensor=true\"\n```\n\n```r\nPlotOnStaticMap(mymap, lat = locs.gb.coords$lat, lon = locs.gb.coords$lon, zoom = NULL, \n    cex = 1.3, pch = 19, col = \"red\", FUN = points, add = F)\n```\n\n![plot of chunk unnamed-chunk-23](figure/unnamed-chunk-23.png) \n\n\n\n\n\n\n\n\n\n<br>\n<br>\n\n### Map vectorial data with `googleVis` (internet) \n\n\n\n```r\npoints.gb <- as.data.frame(locs.gb)\npoints.gb$latlon <- paste(points.gb$lat, points.gb$lon, sep=\":\")\nmap.gb <- gvisMap(points.gb, locationvar=\"latlon\", tipvar=\"country\", \n                  options = list(showTip=T, showLine=F, enableScrollWheel=TRUE,\n                           useMapTypeControl=T, width=1400,height=800))\nplot(map.gb)\n```\n\n<!-- Map generated in R 3.0.2 by googleVis 0.4.7 package -->\n<!-- Thu Dec 19 12:28:17 2013 -->\n\n\n<!-- jsHeader -->\n<script type=\"text/javascript\">\n \n// jsData 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50.75039,\n-1.0785117,\n\"United Kingdom\" \n],\n[\n 50.261433,\n-5.157261,\n\"United Kingdom\" \n],\n[\n 51.199993,\n-2.9304304,\n\"United Kingdom\" \n],\n[\n 50.571564,\n-1.2232367,\n\"United Kingdom\" \n],\n[\n 50.163692,\n-5.430941,\n\"United Kingdom\" \n],\n[\n 51.108856,\n-3.0714636,\n\"United Kingdom\" \n],\n[\n 50.171623,\n-5.1513333,\n\"United Kingdom\" \n],\n[\n 50.746254,\n-3.346685,\n\"United Kingdom\" \n],\n[\n 50.92434,\n-3.494124,\n\"United Kingdom\" \n],\n[\n 50.662354,\n-1.363243,\n\"United Kingdom\" \n],\n[\n 51.823296,\n-0.4763173,\n\"United Kingdom\" \n],\n[\n 50.75039,\n-1.0785117,\n\"United Kingdom\" \n],\n[\n 52.057198,\n1.282405,\n\"United Kingdom\" \n],\n[\n 51.017548,\n-3.211943,\n\"United Kingdom\" \n],\n[\n 50.65462,\n-3.485549,\n\"United Kingdom\" \n],\n[\n 51.192116,\n-3.645898,\n\"United Kingdom\" \n],\n[\n 50.752285,\n-1.3620236,\n\"United Kingdom\" \n],\n[\n 51.110077,\n-2.9286234,\n\"United Kingdom\" \n],\n[\n 50.84135,\n-1.218766,\n\"United Kingdom\" \n],\n[\n 50.751423,\n-1.2202638,\n\"United Kingdom\" \n],\n[\n 50.83772,\n-0.7927215,\n\"United Kingdom\" \n],\n[\n 52.317932,\n1.5952591,\n\"United Kingdom\" \n],\n[\n 50.571564,\n-1.2232367,\n\"United Kingdom\" \n],\n[\n 50.571564,\n-1.2232367,\n\"United Kingdom\" \n],\n[\n 50.66304,\n-1.5047381,\n\"United Kingdom\" \n],\n[\n 50.751423,\n-1.2202638,\n\"United Kingdom\" \n],\n[\n 50.66304,\n-1.5047381,\n\"United Kingdom\" \n],\n[\n 51.112694,\n-2.500053,\n\"United Kingdom\" \n],\n[\n 51.194042,\n-0.49716815,\n\"United Kingdom\" \n],\n[\n 50.66149,\n-1.2217541,\n\"United Kingdom\" \n],\n[\n 50.66046,\n-1.0802728,\n\"United Kingdom\" \n],\n[\n 51.369785,\n-0.20405345,\n\"United Kingdom\" \n],\n[\n 52.71545,\n-3.9987974,\n\"United Kingdom\" \n],\n[\n 50.751423,\n-1.2202638,\n\"United Kingdom\" \n],\n[\n 51.471687,\n-2.64796,\n\"United Kingdom\" \n],\n[\n 51.020157,\n-2.926826,\n\"United Kingdom\" \n],\n[\n 52.4031,\n1.7492679,\n\"United Kingdom\" \n],\n[\n 50.571564,\n-1.2232367,\n\"United Kingdom\" \n],\n[\n 50.383022,\n-3.6177242,\n\"United Kingdom\" \n],\n[\n 52.317932,\n1.5952591,\n\"United Kingdom\" \n],\n[\n 50.727654,\n-4.4798613,\n\"United Kingdom\" \n],\n[\n 51.88537,\n0.97914094,\n\"United Kingdom\" \n],\n[\n 51.20192,\n-2.6441677,\n\"United Kingdom\" \n],\n[\n 50.463715,\n-4.1841645,\n\"United Kingdom\" \n],\n[\n 52.71545,\n-3.9987974,\n\"United Kingdom\" \n],\n[\n 51.96329,\n1.4211539,\n\"United Kingdom\" \n],\n[\n 51.10589,\n-0.6428895,\n\"United Kingdom\" \n],\n[\n 50.163692,\n-5.430941,\n\"United Kingdom\" \n],\n[\n 50.283962,\n-4.1759233,\n\"United Kingdom\" \n],\n[\n 50.159473,\n-5.570697,\n\"United Kingdom\" \n],\n[\n 50.75039,\n-1.0785117,\n\"United Kingdom\" \n],\n[\n 51.3719,\n-0.3476622,\n\"United Kingdom\" \n],\n[\n 51.88537,\n0.97914094,\n\"United Kingdom\" \n],\n[\n 51.01894,\n-3.0693898,\n\"United Kingdom\" \n],\n[\n 52.06857,\n0.8453797,\n\"United Kingdom\" \n],\n[\n 50.751423,\n-1.2202638,\n\"United Kingdom\" \n],\n[\n 49.956474,\n-6.2530303,\n\"United Kingdom\" \n],\n[\n 51.194042,\n-3.502832,\n\"United Kingdom\" \n],\n[\n 53.41154,\n-2.9779854,\n\"United Kingdom\" \n],\n[\n 53.64498,\n-3.013637,\n\"United Kingdom\" \n],\n[\n 51.467308,\n-2.626301,\n\"United Kingdom\" \n],\n[\n 50.538197,\n-4.893384,\n\"United Kingdom\" \n],\n[\n 50.36823,\n-4.461068,\n\"United Kingdom\" \n],\n[\n 50.57413,\n-1.9293817,\n\"United Kingdom\" \n],\n[\n 50.472927,\n-3.620791,\n\"United Kingdom\" \n],\n[\n 51.01894,\n-3.0693898,\n\"United Kingdom\" \n],\n[\n 50.538197,\n-4.893384,\n\"United Kingdom\" \n],\n[\n 51.108856,\n-3.0714636,\n\"United Kingdom\" \n],\n[\n 50.839104,\n-3.0652738,\n\"United Kingdom\" \n],\n[\n 51.471687,\n-2.64796,\n\"United Kingdom\" \n],\n[\n 50.361942,\n-4.742008,\n\"United Kingdom\" \n],\n[\n 50.834435,\n-0.50874895,\n\"United Kingdom\" \n],\n[\n 53.358746,\n-1.1735004,\n\"United Kingdom\" \n],\n[\n 52.057198,\n1.282405,\n\"United Kingdom\" \n],\n[\n 52.865036,\n1.3431085,\n\"United Kingdom\" \n],\n[\n 51.108856,\n-3.0714636,\n\"United Kingdom\" \n],\n[\n 50.171623,\n-5.1513333,\n\"United Kingdom\" \n],\n[\n 51.192116,\n-0.35410187,\n\"United Kingdom\" \n],\n[\n 52.072,\n0.6996428,\n\"United Kingdom\" \n] \n];\ndata.addColumn('number','Latitude');\ndata.addColumn('number','Longitude');\ndata.addColumn('string','country');\ndata.addRows(datajson);\nreturn(data);\n}\n \n// jsDrawChart\nfunction drawChartMapIDb085424efa() {\nvar data = gvisDataMapIDb085424efa();\nvar options = {};\noptions[\"showTip\"] = true;\noptions[\"showLine\"] = false;\noptions[\"enableScrollWheel\"] = true;\noptions[\"useMapTypeControl\"] = true;\noptions[\"width\"] =   1400;\noptions[\"height\"] =    800;\n\n    var chart = new google.visualization.Map(\n    document.getElementById('MapIDb085424efa')\n    );\n    chart.draw(data,options);\n    \n\n}\n  \n \n// jsDisplayChart\n(function() {\nvar pkgs = window.__gvisPackages = window.__gvisPackages || [];\nvar callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\nvar chartid = \"map\";\n  \n// Manually see if chartid is in pkgs (not all browsers support Array.indexOf)\nvar i, newPackage = true;\nfor (i = 0; newPackage && i < pkgs.length; i++) {\nif (pkgs[i] === chartid)\nnewPackage = false;\n}\nif (newPackage)\n  pkgs.push(chartid);\n  \n// Add the drawChart function to the global list of callbacks\ncallbacks.push(drawChartMapIDb085424efa);\n})();\nfunction displayChartMapIDb085424efa() {\n  var pkgs = window.__gvisPackages = window.__gvisPackages || [];\n  var callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\n  window.clearTimeout(window.__gvisLoad);\n  // The timeout is set to 100 because otherwise the container div we are\n  // targeting might not be part of the document yet\n  window.__gvisLoad = setTimeout(function() {\n  var pkgCount = pkgs.length;\n  google.load(\"visualization\", \"1\", { packages:pkgs, callback: function() {\n  if (pkgCount != pkgs.length) {\n  // Race condition where another setTimeout call snuck in after us; if\n  // that call added a package, we must not shift its callback\n  return;\n}\nwhile (callbacks.length > 0)\ncallbacks.shift()();\n} });\n}, 100);\n}\n \n// jsFooter\n</script>\n \n<!-- jsChart -->  \n<script type=\"text/javascript\" src=\"https://www.google.com/jsapi?callback=displayChartMapIDb085424efa\"></script>\n \n<!-- divChart -->\n  \n<div id=\"MapIDb085424efa\"\n  style=\"width: 1400px; height: 800px;\">\n</div>\n\n```r\n#print(map.gb)    # get HTML suitable for a webpage\n```\n\n\n\n\n\n<br>\n<br>\n<br>\n\n### Drawing polygons and polylines (e.g. for digitising) <a name=\"digitise\"></a>\n\n\n\n```r\nplot(gbmap)\nmypolygon <- drawPoly()  # click on the map to draw a polygon and press ESC when finished\nsummary(mypolygon)  # now you have a spatial polygon! Easy, isn't it?\n```\n\n\n\n<br>\n<br>\n<br>\n<br>\n\nConverting between formats, reading in, and saving spatial vector data <a name=\"iovec\"></a>\n-------------------------------------------------------------------\n\n<br>\n\n### Exporting KML (Google Earth)\n\n```r\nwriteOGR(locs.gb, dsn = \"locsgb.kml\", layer = \"locs.gb\", driver = \"KML\")\n```\n\n\n### Reading KML\n\n```r\nnewmap <- readOGR(\"locsgb.kml\", layer = \"locs.gb\")\n```\n\n```\n## OGR data source with driver: KML \n## Source: \"locsgb.kml\", layer: \"locs.gb\"\n## with 578 features and 2 fields\n## Feature type: wkbPoint with 2 dimensions\n```\n\n\n### Save as shapefile\n\n```r\nwritePointsShape(locs.gb, \"locsgb\")\n```\n\n\n### Reading shapefiles\n\n```r\ngb.shape <- readShapePoints(\"locsgb.shp\")\nplot(gb.shape)\n```\n\n![plot of chunk unnamed-chunk-29](figure/unnamed-chunk-29.png) \n\nUse `readShapePoly` to read polygon shapefiles, and `readShapeLines` to read polylines.\nSee also `shapefile` in `raster` package.   \n\n\n\n<br>\n<br>\n<br>\n\nChanging projection of spatial vector data <a name=\"changeproj\"></a>\n-------------------------------------------\n\n`spTransform` (package `sp`) will do the projection as long as the original and new projection are correctly specified.\n\n<br>\n\n### Projecting point dataset\n\nTo illustrate, let's project the dataframe with Laurus nobilis coordinates that we obtained above:\n\n```r\nsummary(locs)\n```\n\n```\n## Object of class SpatialPointsDataFrame\n## Coordinates:\n##         min    max\n## lon -123.25 145.04\n## lat  -37.78  59.84\n## Is projected: FALSE \n## proj4string :\n## [+proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0]\n## Number of points: 2109\n## Data attributes:\n##    Length     Class      Mode \n##      2109 character character\n```\n\nThe original coordinates are in lat lon format. Let's define the new desired projection:\nLambert Azimuthal Equal Area in this case \n(look up parameters at [http://spatialreference.org](http://spatialreference.org))\n\n```r\ncrs.laea <- CRS(\"+proj=laea +lat_0=52 +lon_0=10 +x_0=4321000 +y_0=3210000 +ellps=GRS80 +units=m +no_defs\")  # Lambert Azimuthal Equal Area\nlocs.laea <- spTransform(locs, crs.laea)  # spTransform makes the projection\n```\n\n\n<br>\n\n### Projecting shapefile of countries\n\n```r\nplot(countriesLow)  # countries map in geographical projection\n```\n\n![plot of chunk unnamed-chunk-32](figure/unnamed-chunk-32.png) \n\n```r\ncountry.laea <- spTransform(countriesLow, crs.laea)  # project\n```\n\n\nLet's plot this:\n\n```r\nplot(locs.laea, pch = 20, col = \"steelblue\")\nplot(country.laea, add = T)\n```\n\n![plot of chunk unnamed-chunk-33](figure/unnamed-chunk-331.png) \n\n```r\n\n# define spatial limits for plotting\nplot(locs.laea, pch = 20, col = \"steelblue\", xlim = c(1800000, 3900000), ylim = c(1e+06, \n    3e+06))\nplot(country.laea, add = T)\n```\n\n![plot of chunk unnamed-chunk-33](figure/unnamed-chunk-332.png) \n\n\n\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n<br>\n<br>\n\n\n\n\n\n\n\n4. USING RASTER (GRID) DATA <a name=\"raster\"></a>\n===========================\n\n\n<br>\n\n### Downloading raster climate data from internet <a name=\"getdata\"></a>\nThe `getData` function from the `dismo` package will easily retrieve climate data, elevation, administrative boundaries, etc. Check also the excellent [rWBclimate package](http://ropensci.org/packages/rwbclimate.html) by rOpenSci with additional functionality. \n\n\n```r\ntmin <- getData(\"worldclim\", var = \"tmin\", res = 10)  # this will download \n# global data on minimum temperature at 10' resolution\n```\n\n\n<br>\n\n### Loading a raster layer <a name=\"loadraster\"></a>\n\n\n```r\ntmin1 <- raster(paste(getwd(), \"/wc10/tmin1.bil\", sep = \"\"))  # Tmin for January\n```\n\nEasy! The `raster` function reads many different formats, including Arc ASCII grids or netcdf files (see raster help). And values are stored on disk instead of memory! (useful for large rasters) \n\n```r\nfromDisk(tmin1)\n```\n\n```\n## [1] TRUE\n```\n\n\nLet's examine the raster layer:\n\n```r\ntmin1 <- tmin1/10  # Worldclim temperature data come in decimal degrees \ntmin1  # look at the info\n```\n\n```\n## class       : RasterLayer \n## dimensions  : 900, 2160, 1944000  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -180, 180, -60, 90  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +no_defs \n## data source : in memory\n## names       : tmin1 \n## values      : -54.7, 26.6  (min, max)\n```\n\n```r\nplot(tmin1)\n```\n\n![plot of chunk unnamed-chunk-37](figure/unnamed-chunk-37.png) \n\n\n<br>\n\n### Creating a raster stack <a name=\"rasterstack\"></a>\n\nA raster stack is collection of many raster layers with the same projection, spatial extent and resolution.\nLet's collect several raster files from disk and read them as a single raster stack:\n\n\n```r\n\nlibrary(gtools)\nfile.remove(paste(getwd(), \"/wc10/\", \"tmin_10m_bil.zip\", sep = \"\"))\n```\n\n```\n## [1] TRUE\n```\n\n```r\nlist.ras <- mixedsort(list.files(paste(getwd(), \"/wc10/\", sep = \"\"), full.names = T, \n    pattern = \".bil\"))\nlist.ras  # I have just collected a list of the files containing monthly temperature values\n```\n\n```\n##  [1] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin1.bil\" \n##  [2] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin2.bil\" \n##  [3] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin3.bil\" \n##  [4] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin4.bil\" \n##  [5] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin5.bil\" \n##  [6] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin6.bil\" \n##  [7] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin7.bil\" \n##  [8] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin8.bil\" \n##  [9] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin9.bil\" \n## [10] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin10.bil\"\n## [11] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin11.bil\"\n## [12] \"C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin12.bil\"\n```\n\n```r\ntmin.all <- stack(list.ras)\ntmin.all\n```\n\n```\n## class       : RasterStack \n## dimensions  : 900, 2160, 1944000, 12  (nrow, ncol, ncell, nlayers)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -180, 180, -60, 90  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +no_defs \n## names       : tmin1, tmin2, tmin3, tmin4, tmin5, tmin6, tmin7, tmin8, tmin9, tmin10, tmin11, tmin12 \n## min values  :  -547,  -525,  -468,  -379,  -225,  -170,  -171,  -178,  -192,   -302,   -449,   -522 \n## max values  :   266,   273,   277,   283,   295,   312,   311,   312,   300,    268,    267,    268\n```\n\n```r\ntmin.all <- tmin.all/10\nplot(tmin.all)\n```\n\n![plot of chunk unnamed-chunk-38](figure/unnamed-chunk-38.png) \n\n\n\n<br>\n\n### Raster bricks <a name=\"rasterbrick\"></a>\n\nA rasterbrick is similar to a raster stack (i.e. multiple layers with the same extent and resolution), but all the data must be stored in a single file on disk.\n\n\n```r\ntmin.brick <- brick(tmin.all)  # creates rasterbrick\n```\n\n\n<br>\n\n### Crop rasters <a name=\"cropraster\"></a>\n\nCrop raster manually (drawing region of interest):\n\n\n```r\nplot(tmin1)\nnewext <- drawExtent()  # click twice on the map to select the region of interest\ntmin1.c <- crop(tmin1, newext)\nplot(tmin1.c)\n```\n\n\nAlternatively, provide coordinates for the limits of the region of interest:\n\n```r\nnewext <- c(-10, 10, 30, 50)\ntmin1.c <- crop(tmin1, newext)\nplot(tmin1.c)\n```\n\n![plot of chunk unnamed-chunk-41](figure/unnamed-chunk-411.png) \n\n```r\n\ntmin.all.c <- crop(tmin.all, newext)\nplot(tmin.all.c)\n```\n\n![plot of chunk unnamed-chunk-41](figure/unnamed-chunk-412.png) \n\n\n<br>\n\n### Define spatial projection of the rasters <a name=\"projectionraster\"></a>\n\n\n```r\ncrs.geo  # defined above\n```\n\n```\n## CRS arguments:\n##  +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0\n```\n\n```r\nprojection(tmin1.c) <- crs.geo\nprojection(tmin.all.c) <- crs.geo\ntmin1.c  # notice info at coord.ref.\n```\n\n```\n## class       : RasterLayer \n## dimensions  : 120, 120, 14400  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : tmin1 \n## values      : -12.3, 10.3  (min, max)\n```\n\n\n<br>\n\n### Changing projection <a name=\"changeprojraster\"></a>\n\nUse `projectRaster` function:\n\n```r\ntmin1.proj <- projectRaster(tmin1.c, crs = \"+proj=merc +lon_0=0 +k=1 +x_0=0 +y_0=0 +a=6378137 +b=6378137 +units=m +no_defs\")  # can also use a template raster, see ?projectRaster\ntmin1.proj  # notice info at coord.ref.\n```\n\n```\n## class       : RasterLayer \n## dimensions  : 132, 134, 17688  (nrow, ncol, ncell)\n## resolution  : 18600, 24200  (x, y)\n## extent      : -1243395, 1249005, 3372876, 6567276  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=merc +lon_0=0 +k=1 +x_0=0 +y_0=0 +a=6378137 +b=6378137 +units=m +no_defs \n## data source : in memory\n## names       : tmin1 \n## values      : -11.59, 10.3  (min, max)\n```\n\n```r\nplot(tmin1.proj)\n```\n\n![plot of chunk unnamed-chunk-43](figure/unnamed-chunk-43.png) \n\n\n\n<br>\n\n### Plotting raster data <a name=\"plotraster\"></a>\n\nDifferent plotting functions:\n\n```r\nhistogram(tmin1.c)\n```\n\n![plot of chunk unnamed-chunk-44](figure/unnamed-chunk-441.png) \n\n```r\npairs(tmin.all.c)\n```\n\n![plot of chunk unnamed-chunk-44](figure/unnamed-chunk-442.png) \n\n```r\npersp(tmin1.c)\n```\n\n![plot of chunk unnamed-chunk-44](figure/unnamed-chunk-443.png) \n\n```r\ncontour(tmin1.c)\n```\n\n![plot of chunk unnamed-chunk-44](figure/unnamed-chunk-444.png) \n\n```r\ncontourplot(tmin1.c)\n```\n\n![plot of chunk unnamed-chunk-44](figure/unnamed-chunk-445.png) \n\n```r\nlevelplot(tmin1.c)\n```\n\n![plot of chunk unnamed-chunk-44](figure/unnamed-chunk-446.png) \n\n```r\n# plot3D(tmin1.c)\nbwplot(tmin.all.c)\n```\n\n![plot of chunk unnamed-chunk-44](figure/unnamed-chunk-447.png) \n\n```r\ndensityplot(tmin1.c)\n```\n\n![plot of chunk unnamed-chunk-44](figure/unnamed-chunk-448.png) \n\n\n\n### Spatial autocorrelation <a name=\"autocorrelation\"></a>\n\n\n```r\nMoran(tmin1.c)  # global Moran's I\n```\n\n```\n## [1] 0.9099\n```\n\n```r\ntmin1.Moran <- MoranLocal(tmin1.c)\nplot(tmin1.Moran)\n```\n\n![plot of chunk unnamed-chunk-45](figure/unnamed-chunk-45.png) \n\n\n\n### Extract values from raster <a name=\"extract\"></a>\n\nUse `extract` function:\n\n```r\nhead(locs)  # we'll obtain tmin values for our points\n```\n\n```\n##   country\n## 1   Spain\n## 2   Spain\n## 3   Spain\n## 4   Spain\n## 5   Spain\n## 6   Spain\n```\n\n```r\nprojection(tmin1) <- crs.geo\nlocs$tmin1 <- extract(tmin1, locs)  # raster values \n# are incorporated to the dataframe\nhead(locs)\n```\n\n```\n##   country tmin1\n## 1   Spain   6.7\n## 2   Spain   2.1\n## 3   Spain   6.7\n## 4   Spain   4.2\n## 5   Spain   6.2\n## 6   Spain   6.7\n```\n\n\nYou can also extract values for a given region instead of the whole raster:\n\n```r\nplot(tmin1.c)\nreg.clim <- extract(tmin1.c, drawExtent())  # click twice to \n# draw extent of the region of interest\nsummary(reg.clim)\n```\n\n\nUsing `rasterToPoints`:\n\n```r\n# rasterToPoints\ntminvals <- rasterToPoints(tmin1.c)\nhead(tminvals)\n```\n\n```\n##            x     y tmin1\n## [1,] -6.4167 49.92   4.2\n## [2,] -6.2500 49.92   4.2\n## [3,] -5.2500 49.92   2.4\n## [4,]  0.5833 49.92   1.0\n## [5,]  0.7500 49.92   1.0\n## [6,]  0.9167 49.92   1.0\n```\n\n\nAnd also, the `click` function will get values from particular locations in the map\n\n```r\nplot(tmin1.c)\nclick(tmin1.c, n = 3)  # click n times in the map to get values\n```\n\n\n<br>\n\n### Rasterize points, lines or polygons <a name=\"rasterize\"></a>\n\n\n```r\nlocs2ras <- rasterize(locs.gb, tmin1, field = rep(1, nrow(locs.gb)))\nlocs2ras\n```\n\n```\n## class       : RasterLayer \n## dimensions  : 900, 2160, 1944000  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -180, 180, -60, 90  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : layer \n## values      : 1, 1  (min, max)\n```\n\n```r\nplot(locs2ras, xlim = c(-10, 10), ylim = c(45, 60), legend = F)\ndata(wrld_simpl)\nplot(wrld_simpl, add = T)\n```\n\n![plot of chunk unnamed-chunk-50](figure/unnamed-chunk-50.png) \n\n\n\n<br>\n\n### Changing raster resolution <a name=\"resolution\"></a>\n\nUse `aggregate` function:\n\n```r\ntmin1.lowres <- aggregate(tmin1.c, fact = 2, fun = mean)\ntmin1.lowres\n```\n\n```\n## class       : RasterLayer \n## dimensions  : 60, 60, 3600  (nrow, ncol, ncell)\n## resolution  : 0.3333, 0.3333  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : tmin1 \n## values      : -10.57, 10.1  (min, max)\n```\n\n```r\ntmin1.c  # compare\n```\n\n```\n## class       : RasterLayer \n## dimensions  : 120, 120, 14400  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : tmin1 \n## values      : -12.3, 10.3  (min, max)\n```\n\n```r\npar(mfcol = c(1, 2))\nplot(tmin1.c, main = \"original\")\nplot(tmin1.lowres, main = \"low resolution\")\n```\n\n![plot of chunk unnamed-chunk-51](figure/unnamed-chunk-51.png) \n\n\n\n### Spline interpolation <a name=\"interpolation\"></a>\n\n\n```r\nxy <- data.frame(xyFromCell(tmin1.lowres, 1:ncell(tmin1.lowres)))  # get raster cell coordinates\nhead(xy)\n```\n\n```\n##        x     y\n## 1 -9.833 49.83\n## 2 -9.500 49.83\n## 3 -9.167 49.83\n## 4 -8.833 49.83\n## 5 -8.500 49.83\n## 6 -8.167 49.83\n```\n\n```r\nvals <- getValues(tmin1.lowres)\nlibrary(fields)\nspline <- Tps(xy, vals)  # thin plate spline\nintras <- interpolate(tmin1.c, spline)\nintras  # note new resolution\n```\n\n```\n## class       : RasterLayer \n## dimensions  : 120, 120, 14400  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : layer \n## values      : -10.43, 13.16  (min, max)\n```\n\n```r\nplot(intras)\n```\n\n![plot of chunk unnamed-chunk-52](figure/unnamed-chunk-521.png) \n\n```r\nintras <- mask(intras, tmin1.c)  # mask to land areas only\nplot(intras)\ntitle(\"Interpolated raster\")\n```\n\n![plot of chunk unnamed-chunk-52](figure/unnamed-chunk-522.png) \n\n\n### Setting all rasters to the same extent, projection and resolution all in one <a name=\"spatialsync\"></a>\n\nSee `spatial_sync_raster` function from `spatial.tools` package.\n\n<br>\n\n\n### Elevations, slope, aspect, etc <a name=\"elevation\"></a>\n\n<br>\nDownload elevation data from internet:\n\n```r\nelevation <- getData(\"alt\", country = \"ESP\")\n```\n\n\nSome quick maps:\n\n```r\nx <- terrain(elevation, opt = c(\"slope\", \"aspect\"), unit = \"degrees\")\nplot(x)\n```\n\n![plot of chunk unnamed-chunk-54](figure/unnamed-chunk-541.png) \n\n```r\n\nslope <- terrain(elevation, opt = \"slope\")\naspect <- terrain(elevation, opt = \"aspect\")\nhill <- hillShade(slope, aspect, 40, 270)\nplot(hill, col = grey(0:100/100), legend = FALSE, main = \"Spain\")\nplot(elevation, col = rainbow(25, alpha = 0.35), add = TRUE)\n```\n\n![plot of chunk unnamed-chunk-54](figure/unnamed-chunk-542.png) \n\n\n\n### Saving and exporting raster data <a name=\"saveraster\"></a>\n\n\nSaving raster to file:\n\n\n```r\nwriteRaster(tmin1.c, filename = \"tmin1.c.grd\")\n```\n\n```\n## class       : RasterLayer \n## dimensions  : 120, 120, 14400  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : C:\\Users\\FRS\\Dropbox\\R.scripts\\my.Rcode\\R-GIS tutorial\\tmin1.c.grd \n## names       : tmin1 \n## values      : -12.3, 10.3  (min, max)\n```\n\n```r\nwriteRaster(tmin.all.c, filename = \"tmin.all.grd\")\n```\n\n```\n## class       : RasterBrick \n## dimensions  : 120, 120, 14400, 12  (nrow, ncol, ncell, nlayers)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : C:\\Users\\FRS\\Dropbox\\R.scripts\\my.Rcode\\R-GIS tutorial\\tmin.all.grd \n## names       : tmin1, tmin2, tmin3, tmin4, tmin5, tmin6, tmin7, tmin8, tmin9, tmin10, tmin11, tmin12 \n## min values  : -12.3, -12.5, -10.8,  -8.6,  -4.2,  -0.8,   1.8,   1.6,  -0.1,   -3.3,   -8.1,  -10.8 \n## max values  :  10.3,  10.8,  12.5,  14.5,  19.7,  24.7,  27.6,  26.7,  22.9,   16.9,   13.7,   11.3\n```\n\n`writeRaster` can export to many different file types, see help.\n\n<br>\n\nExporting to KML (Google Earth)\n\n```r\ntmin1.c <- raster(tmin.all.c, 1)\nKML(tmin1.c, file = \"tmin1.kml\")\nKML(tmin.all.c)  # can export multiple layers\n```\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n5. SPATIAL STATISTICS (just a glance) <a name=\"spatstats\"></a>\n=====================================\n\n<br>\n\n### Point pattern analysis <a name=\"pointpatterns\"></a>\n\nSome useful packages:\n\n\n```r\nlibrary(spatial)\nlibrary(spatstat)\nlibrary(spatgraphs)\nlibrary(ecespa)  # ecological focus\n```\n\nSee [CRAN Spatial Task View](http://cran.r-project.org/web/views/Spatial.html).\n\nLet's do a quick example with Ripley's K function:\n\n```r\ndata(fig1)\nplot(fig1)  # point pattern\n```\n\n![plot of chunk unnamed-chunk-58](figure/unnamed-chunk-581.png) \n\n```r\ndata(Helianthemum)\ncosa12 <- K1K2(Helianthemum, j = \"deadpl\", i = \"survpl\", r = seq(0, 200, le = 201), \n    nsim = 99, nrank = 1, correction = \"isotropic\")\n```\n\n```\n## 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15,\n## 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30,\n## 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45,\n## 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60,\n## 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75,\n## 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90,\n## 91, 92, 93, 94, 95, 96, 97, 98,  99.\n```\n\n```r\nplot(cosa12$k1k2, lty = c(2, 1, 2), col = c(2, 1, 2), xlim = c(0, 200), main = \"survival- death\", \n    ylab = expression(K[1] - K[2]), legend = FALSE)\n```\n\n![plot of chunk unnamed-chunk-58](figure/unnamed-chunk-582.png) \n\n```\n##       lty col   key         label\n## lo      2   2    lo         lo(r)\n## K1-K2   1   1 K1-K2 K1(r) - K2(r)\n## hi      2   2    hi         hi(r)\n##                                                                               meaning\n## lo                                            lower pointwise envelope of simulations\n## K1-K2 differences of  Ripley isotropic correction estimate of expression(K[1] - K[2])\n## hi                                            upper pointwise envelope of simulations\n```\n\n\n<br>\n\n### Geostatistics <a name=\"geostatistics\"></a>\n\nSome useful packages:\n\n\n```r\nlibrary(gstat)\nlibrary(geoR)\nlibrary(akima)  # for spline interpolation\nlibrary(spdep)  # dealing with spatial dependence\n```\n\nSee [CRAN Spatial Task View](http://cran.r-project.org/web/views/Spatial.html).\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n6. INTERACTING WITH OTHER GIS <a name=\"othergis\"></a>\n===============================================\n\n\n```r\nlibrary(spgrass6)  # GRASS\nlibrary(RPyGeo)  # ArcGis (Python)\nlibrary(RSAGA)  # SAGA\nlibrary(spsextante)  # Sextante \n\n```\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n\n7. OTHER USEFUL PACKAGES <a name=\"otherpackages\"></a>\n=========================\n\n\n```r\nlibrary(Metadata)  # automatically collates data from online GIS datasets (land cover, pop density, etc) for a given set of coordinates\n\n# library(GeoXp) # Interactive exploratory spatial data analysis\nexample(columbus)\nhistomap(columbus, \"CRIME\")\n\nlibrary(maptools)\n# readGPS\n\nlibrary(rangeMapper)  # plotting species distributions, richness and traits\n\n\n# Species Distribution Modelling\nlibrary(dismo)\nlibrary(biomod2)\nlibrary(SDMTools)\n\nlibrary(BioCalc)  # computes 19 bioclimatic variables from monthly climatic values (tmin, tmax, prec)\n\n```\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n\n8. TO LEARN MORE <a name=\"tolearnmore\"></a>\n================\n\n* [ASDAR book](http://www.asdar-book.org/)\n\n* Packages help and vignettes, especially\n\n    http://cran.r-project.org/web/packages/raster/vignettes/Raster.pdf   \n    http://cran.r-project.org/web/packages/dismo/vignettes/sdm.pdf   \n    http://cran.r-project.org/web/packages/sp/vignettes/sp.pdf   \n\n* [CRAN Task View: Analysis of Spatial Data](http://cran.r-project.org/web/views/Spatial.html)\n\n\n* [Introduction to Spatial Data and ggplot2](http://rpubs.com/RobinLovelace/intro-spatial)\n\n* [R spatial tips](http://spatial.ly/category/r-spatial-data-hints/)\n\n* [R wiki: tips for spatial data](http://rwiki.sciviews.org/doku.php?id=tips:spatial-data&s=spatial)\n\n* [Spatial analysis in R](http://www.maths.lancs.ac.uk/~rowlings/Teaching/Sheffield2013/index.html)\n\n* [Displaying time series, spatial and space-time data with R](http://oscarperpinan.github.io/spacetime-vis/)\n\n* [Notes on Spatial Data Operations in R](https://dl.dropboxusercontent.com/u/9577903/broomspatial.pdf)\n\n* [Analysing spatial point patterns in R](http://www.csiro.au/resources/pf16h)\n\n* [Spatial data in R](http://science.nature.nps.gov/im/datamgmt/statistics/r/advanced/Spatial.cfm)\n\n* [NCEAS Geospatial use cases](http://www.nceas.ucsb.edu/scicomp/usecases)\n\n* [Spatial Analyst](http://spatial-analyst.net)\n\n* [Making maps with R](http://www.molecularecologist.com/2012/09/making-maps-with-r/)\n\n* [The Visual Raster Cheat Sheet](http://www.rpubs.com/etiennebr/visualraster)\n\n* [R-SIG-Geo mailing list](https://stat.ethz.ch/mailman/listinfo/R-SIG-Geo)\n\n\n\n\n\n<br>\n[Back to Contents](#contents)\n<br>\n<br>\n<br>\n<br>\n"
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    "path": "README.md",
    "content": "\nSpatial data in R: Using R as a GIS     \n========================================================\n\n\nA tutorial to perform basic operations with spatial data in R, such as importing and exporting data (both vectorial and raster), plotting, analysing and making maps.\n\n\n[Francisco Rodriguez-Sanchez](http://sites.google.com/site/rodriguezsanchezf) \n\n\nv 2.2  \n\n27-01-2015 \n\nLicence: [CC BY 4.0](http://creativecommons.org/licenses/by/4.0/)\n\n\nCheck out latest version at [http://pakillo.github.io/R-GIS-tutorial](http://pakillo.github.io/R-GIS-tutorial)\n"
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data in R: Using R as a GIS     </h1>\n\n<p>A tutorial to perform basic operations with spatial data in R, such as importing and exporting data (both vectorial and raster), plotting, analysing and making maps.</p>\n\n<p><a href=\"http://sites.google.com/site/rodriguezsanchezf\">Francisco Rodriguez-Sanchez</a> </p>\n\n<p>v 2.1  </p>\n\n<p>18-12-2013 </p>\n\n<p>Check out code and latest version at <a href=\"https://github.com/Pakillo/R-GIS-tutorial/blob/master/R-GIS_tutorial.md\">GitHub</a></p>\n\n<p><br>\n<br>\n<br></p>\n\n<h1>CONTENTS <a name=\"contents\"></a></h1>\n\n<p><br>\n<br></p>\n\n<p><a href=\"#intro\">1. INTRODUCTION</a>\n<br>\n<br></p>\n\n<p><a href=\"#mapping\">2. GENERIC MAPPING</a>\n<br></p>\n\n<ul>\n<li><p><a href=\"#gmap\">Retrieving base maps from Google with <code>gmap</code> function in package <code>dismo</code></a></p></li>\n<li><p><a href=\"#rgooglemaps\"><code>RgoogleMaps</code>: Map your data onto Google Map tiles</a></p></li>\n<li><p><a href=\"#googlevis\"><code>googleVis</code>: visualise data in a web browser using Google Visualisation API</a></p></li>\n<li><p><a href=\"#rworldmap\"><code>RWorldMap</code>: mapping global data</a>\n<br>\n<br></p></li>\n</ul>\n\n<p><a href=\"#vector\">3. SPATIAL VECTOR DATA (points, lines, polygons)</a>\n<br></p>\n\n<ul>\n<li><p><a href=\"#gbif\">Example dataset: retrieve point occurrence data from GBIF</a></p></li>\n<li><p><a href=\"#spatial\">Making data &#39;spatial&#39;</a></p></li>\n<li><p><a href=\"#projection\">Define spatial projection</a></p></li>\n<li><p><a href=\"#plot\">Quickly plotting point data on a map</a></p></li>\n<li><p><a href=\"#subset\">Subsetting and mapping again</a></p></li>\n<li><p><a href=\"#mapvector\">Mapping vectorial data (points, polygons, polylines)</a></p></li>\n<li><p><a href=\"#digitise\">Drawing polygons and polylines (e.g. for digitising)</a></p></li>\n<li><p><a href=\"#iovec\">Converting between formats, reading in, and saving spatial vector data</a></p></li>\n<li><p><a href=\"#changeproj\">Changing projection of spatial vector data</a>\n<br>\n<br></p></li>\n</ul>\n\n<p><a href=\"#raster\">4. USING RASTER (GRID) DATA</a>\n<br></p>\n\n<ul>\n<li><p><a href=\"#getdata\">Downloading raster climate data from internet</a></p></li>\n<li><p><a href=\"#loadraster\">Loading a raster layer</a></p></li>\n<li><p><a href=\"#rasterstack\">Creating a raster stack</a></p></li>\n<li><p><a href=\"#rasterbrick\">Raster bricks</a></p></li>\n<li><p><a href=\"#cropraster\">Crop rasters</a></p></li>\n<li><p><a href=\"#projectionraster\">Define spatial projection of the rasters</a></p></li>\n<li><p><a href=\"#changeprojraster\">Changing projection</a></p></li>\n<li><p><a href=\"#plotraster\">Plotting raster data</a></p></li>\n<li><p><a href=\"#autocorrelation\">Spatial autocorrelation</a></p></li>\n<li><p><a href=\"#extract\">Extract values from raster</a></p></li>\n<li><p><a href=\"#rasterize\">Rasterize vector data (points, lines or polygons)</a></p></li>\n<li><p><a href=\"#resolution\">Changing raster resolution</a></p></li>\n<li><p><a href=\"#interpolation\">Spline interpolation</a></p></li>\n<li><p><a href=\"#spatialsync\">Setting all rasters to the same extent, projection and resolution all in one</a></p></li>\n<li><p><a href=\"#elevation\">Elevations, slope, aspect, etc</a></p></li>\n<li><p><a href=\"#saveraster\">Saving and exporting raster data</a>\n<br>\n<br></p></li>\n</ul>\n\n<p><a href=\"#spatstats\">5. SPATIAL STATISTICS</a>\n<br></p>\n\n<ul>\n<li><p><a href=\"#pointpatterns\">Point pattern analysis</a></p></li>\n<li><p><a href=\"#geostatistics\">Geostatistics</a>\n<br> \n<br></p></li>\n</ul>\n\n<p><a href=\"#othergis\">6. INTERACTING WITH OTHER GIS</a>\n<br>\n<br></p>\n\n<p><a href=\"#otherpackages\">7. OTHER USEFUL PACKAGES</a>\n<br>\n<br></p>\n\n<p><a href=\"#tolearnmore\">8. TO LEARN MORE</a></p>\n\n<p><br>\n<br>\n<br>\n<br></p>\n\n<h1>1. INTRODUCTION <a name=\"intro\"></a></h1>\n\n<p><br></p>\n\n<p>R is great not only for doing statistics, but also for many other tasks, including GIS analysis and working with spatial data. For instance, R is capable of doing wonderful maps such as <a href=\"http://spatialanalysis.co.uk/wp-content/uploads/2012/02/bike_ggplot.png\">this</a> or <a href=\"http://oscarperpinan.github.io/spacetime-vis/images/airMadrid_stamen.png\">this</a>. In this tutorial I will show some basic GIS functionality in R.</p>\n\n<h4>Basic packages</h4>\n\n<pre><code class=\"r\">\nlibrary(sp)  # classes for spatial data\nlibrary(raster)  # grids, rasters\nlibrary(rasterVis)  # raster visualisation\nlibrary(maptools)\nlibrary(rgeos)\n# and their dependencies\n</code></pre>\n\n<p>There are many other useful packages, e.g. check <a href=\"http://cran.r-project.org/web/views/Spatial.html\">CRAN Spatial Task View</a>. Some of them will be used below.</p>\n\n<p><br>\n<a href=\"#contents\">Back to Contents</a>\n<br>\n<br>\n<br>\n<br></p>\n\n<h1>2. GENERIC MAPPING <a name=\"mapping\"></a></h1>\n\n<p><br></p>\n\n<h2>Retrieving base maps from Google with <code>gmap</code> function in package <code>dismo</code> <a name=\"gmap\"></a></h2>\n\n<p>Some examples:</p>\n\n<p>Getting maps for countries:</p>\n\n<pre><code class=\"r\">\nlibrary(dismo)\n\nmymap &lt;- gmap(&quot;France&quot;)  # choose whatever country\nplot(mymap)\n</code></pre>\n\n<p><img 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\" alt=\"plot of chunk gmap1\"/> </p>\n\n<p>Choose map type:</p>\n\n<pre><code class=\"r\">mymap &lt;- gmap(&quot;France&quot;, type = &quot;satellite&quot;)\nplot(mymap)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk gmap2\"/> <img 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\" alt=\"plot of chunk gmap2\"/> </p>\n\n<p>Choose zoom level:</p>\n\n<pre><code class=\"r\">mymap &lt;- gmap(&quot;France&quot;, type = &quot;satellite&quot;, exp = 3)\nplot(mymap)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAMAAACR9g9NAAAABlBMVEX9/v39/v17TDFfAAAAAnRSTlP/AOW3MEoAAAAJcEhZcwAACxIAAAsSAdLdfvwAAASISURBVHic7dExDQAACMAw8G8aGRxrFSzZLEnzHcAP46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzqVy+BudrHIxgAAAABJRU5ErkJggg==\" alt=\"plot of chunk gmap3\"/> <img 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\" alt=\"plot of chunk gmap3\"/> </p>\n\n<p>Save the map as a file in your working directory for future use</p>\n\n<pre><code class=\"r\">mymap &lt;- gmap(&quot;France&quot;, type = &quot;satellite&quot;, filename = &quot;France.gmap&quot;)\n</code></pre>\n\n<p>Now get a map for a region drawn at hand</p>\n\n<pre><code class=\"r\">\nmymap &lt;- gmap(&quot;Europe&quot;)\nplot(mymap)\n\nselect.area &lt;- drawExtent()\n# now click 2 times on the map to select your region\nmymap &lt;- gmap(select.area)\nplot(mymap)\n# See ?gmap for many other possibilities\n</code></pre>\n\n<p><br>\n<br></p>\n\n<h2><code>RgoogleMaps</code>: Map your data onto Google Map tiles <a name=\"rgooglemaps\"></a></h2>\n\n<pre><code class=\"r\">library(RgoogleMaps)\n</code></pre>\n\n<p>Get base maps from Google (a file will be saved in your working directory)</p>\n\n<pre><code class=\"r\">newmap &lt;- GetMap(center = c(36.7, -5.9), zoom = 10, destfile = &quot;newmap.png&quot;, \n    maptype = &quot;satellite&quot;)\n\n# Now using bounding box instead of center coordinates:\nnewmap2 &lt;- GetMap.bbox(lonR = c(-5, -6), latR = c(36, 37), destfile = &quot;newmap2.png&quot;, \n    maptype = &quot;terrain&quot;)\n\n# Try different maptypes\nnewmap3 &lt;- GetMap.bbox(lonR = c(-5, -6), latR = c(36, 37), destfile = &quot;newmap3.png&quot;, \n    maptype = &quot;satellite&quot;)\n</code></pre>\n\n<p>Now plot data onto these maps, e.g. these 3 points</p>\n\n<pre><code class=\"r\">PlotOnStaticMap(lat = c(36.3, 35.8, 36.4), lon = c(-5.5, -5.6, -5.8), zoom = 10, \n    cex = 4, pch = 19, col = &quot;red&quot;, FUN = points, add = F)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-6\"/> </p>\n\n<p><br>\n<br></p>\n\n<h2><code>googleVis</code>: visualise data in a web browser using Google Visualisation API <a name=\"googlevis\"></a></h2>\n\n<pre><code class=\"r\">library(googleVis)\n</code></pre>\n\n<p>Run <code>demo(googleVis)</code> to see all the possibilities</p>\n\n<p><br></p>\n\n<h3>Example: plot country-level data</h3>\n\n<pre><code class=\"r\">data(Exports)    # a simple data frame\nGeo &lt;- gvisGeoMap(Exports, locationvar=&quot;Country&quot;, numvar=&quot;Profit&quot;, \n                  options=list(height=400, dataMode=&#39;regions&#39;))\nplot(Geo)\n</code></pre>\n\n<!-- GeoMap generated in R 3.0.2 by googleVis 0.4.7 package -->\n\n<!-- Thu Dec 19 12:27:31 2013 -->\n\n<!-- jsHeader -->\n\n<script type=\"text/javascript\">\n \n// jsData \nfunction gvisDataGeoMapIDb083e32714a () {\nvar data = new google.visualization.DataTable();\nvar datajson =\n[\n [\n \"Germany\",\n3 \n],\n[\n \"Brazil\",\n4 \n],\n[\n \"United States\",\n5 \n],\n[\n \"France\",\n4 \n],\n[\n \"Hungary\",\n3 \n],\n[\n \"India\",\n2 \n],\n[\n \"Iceland\",\n1 \n],\n[\n \"Norway\",\n4 \n],\n[\n \"Spain\",\n5 \n],\n[\n \"Turkey\",\n1 \n] \n];\ndata.addColumn('string','Country');\ndata.addColumn('number','Profit');\ndata.addRows(datajson);\nreturn(data);\n}\n \n// jsDrawChart\nfunction drawChartGeoMapIDb083e32714a() {\nvar data = gvisDataGeoMapIDb083e32714a();\nvar options = {};\noptions[\"dataMode\"] = \"regions\";\noptions[\"width\"] =    556;\noptions[\"height\"] =    400;\n\n    var chart = new google.visualization.GeoMap(\n    document.getElementById('GeoMapIDb083e32714a')\n    );\n    chart.draw(data,options);\n    \n\n}\n  \n \n// jsDisplayChart\n(function() {\nvar pkgs = window.__gvisPackages = window.__gvisPackages || [];\nvar callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\nvar chartid = \"geomap\";\n  \n// Manually see if chartid is in pkgs (not all browsers support Array.indexOf)\nvar i, newPackage = true;\nfor (i = 0; newPackage && i < pkgs.length; i++) {\nif (pkgs[i] === chartid)\nnewPackage = false;\n}\nif (newPackage)\n  pkgs.push(chartid);\n  \n// Add the drawChart function to the global list of callbacks\ncallbacks.push(drawChartGeoMapIDb083e32714a);\n})();\nfunction displayChartGeoMapIDb083e32714a() {\n  var pkgs = window.__gvisPackages = window.__gvisPackages || [];\n  var callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\n  window.clearTimeout(window.__gvisLoad);\n  // The timeout is set to 100 because otherwise the container div we are\n  // targeting might not be part of the document yet\n  window.__gvisLoad = setTimeout(function() {\n  var pkgCount = pkgs.length;\n  google.load(\"visualization\", \"1\", { packages:pkgs, callback: function() {\n  if (pkgCount != pkgs.length) {\n  // Race condition where another setTimeout call snuck in after us; if\n  // that call added a package, we must not shift its callback\n  return;\n}\nwhile (callbacks.length > 0)\ncallbacks.shift()();\n} });\n}, 100);\n}\n \n// jsFooter\n</script>\n \n\n<!-- jsChart -->  \n\n<script type=\"text/javascript\" src=\"https://www.google.com/jsapi?callback=displayChartGeoMapIDb083e32714a\"></script>\n \n\n<!-- divChart -->\n\n<div id=\"GeoMapIDb083e32714a\"\n  style=\"width: 556px; height: 400px;\">\n</div>\n\n<p>Using <code>print(Geo)</code> we can get the HTML code to embed the map in a web page!</p>\n\n<p><br></p>\n\n<h3>Example: Plotting point data onto a google map (internet)</h3>\n\n<pre><code class=\"r\">data(Andrew)\nM1 &lt;- gvisMap(Andrew, &quot;LatLong&quot;, &quot;Tip&quot;, \n              options=list(showTip=TRUE, showLine=F, enableScrollWheel=TRUE, \n                           mapType=&#39;satellite&#39;, useMapTypeControl=TRUE, width=800,height=400))\nplot(M1)\n</code></pre>\n\n<!-- Map generated in R 3.0.2 by googleVis 0.4.7 package -->\n\n<!-- Thu Dec 19 12:27:31 2013 -->\n\n<!-- jsHeader -->\n\n<script type=\"text/javascript\">\n \n// jsData \nfunction gvisDataMapIDb08491aa1 () {\nvar data = new google.visualization.DataTable();\nvar datajson =\n[\n [\n 10.8,\n-35.5,\n\"Tropical Depression<BR>Pressure=1010<BR>Speed=25\" \n],\n[\n 11.2,\n-37.4,\n\"Tropical Depression<BR>Pressure=1009<BR>Speed=30\" \n],\n[\n 11.7,\n-39.6,\n\"Tropical Depression<BR>Pressure=1008<BR>Speed=30\" \n],\n[\n 12.3,\n-42,\n\"Tropical Storm<BR>Pressure=1006<BR>Speed=35\" \n],\n[\n 13.1,\n-44.2,\n\"Tropical Storm<BR>Pressure=1003<BR>Speed=35\" \n],\n[\n 13.6,\n-46.2,\n\"Tropical Storm<BR>Pressure=1002<BR>Speed=40\" \n],\n[\n 14.1,\n-48,\n\"Tropical Storm<BR>Pressure=1001<BR>Speed=45\" \n],\n[\n 14.6,\n-49.9,\n\"Tropical Storm<BR>Pressure=1000<BR>Speed=45\" \n],\n[\n 15.4,\n-51.8,\n\"Tropical Storm<BR>Pressure=1000<BR>Speed=45\" \n],\n[\n 16.3,\n-53.5,\n\"Tropical Storm<BR>Pressure=1001<BR>Speed=45\" \n],\n[\n 17.2,\n-55.3,\n\"Tropical Storm<BR>Pressure=1002<BR>Speed=45\" \n],\n[\n 18,\n-56.9,\n\"Tropical Storm<BR>Pressure=1005<BR>Speed=45\" \n],\n[\n 18.8,\n-58.3,\n\"Tropical Storm<BR>Pressure=1007<BR>Speed=45\" \n],\n[\n 19.8,\n-59.3,\n\"Tropical Storm<BR>Pressure=1011<BR>Speed=40\" \n],\n[\n 20.7,\n-60,\n\"Tropical Storm<BR>Pressure=1013<BR>Speed=40\" \n],\n[\n 21.7,\n-60.7,\n\"Tropical Storm<BR>Pressure=1015<BR>Speed=40\" \n],\n[\n 22.5,\n-61.5,\n\"Tropical Storm<BR>Pressure=1014<BR>Speed=40\" \n],\n[\n 23.2,\n-62.4,\n\"Tropical Storm<BR>Pressure=1014<BR>Speed=45\" \n],\n[\n 23.9,\n-63.3,\n\"Tropical Storm<BR>Pressure=1010<BR>Speed=45\" \n],\n[\n 24.4,\n-64.2,\n\"Tropical Storm<BR>Pressure=1007<BR>Speed=50\" \n],\n[\n 24.8,\n-64.9,\n\"Tropical Storm<BR>Pressure=1004<BR>Speed=50\" \n],\n[\n 25.3,\n-65.9,\n\"Tropical Storm<BR>Pressure=1000<BR>Speed=55\" \n],\n[\n 25.6,\n-67,\n\"Tropical Storm<BR>Pressure=994<BR>Speed=60\" \n],\n[\n 25.8,\n-68.3,\n\"Hurricane<BR>Pressure=981<BR>Speed=70\" \n],\n[\n 25.7,\n-69.7,\n\"Hurricane<BR>Pressure=969<BR>Speed=80\" \n],\n[\n 25.6,\n-71.1,\n\"Hurricane<BR>Pressure=961<BR>Speed=90\" \n],\n[\n 25.5,\n-72.5,\n\"Hurricane<BR>Pressure=947<BR>Speed=105\" \n],\n[\n 25.4,\n-74.2,\n\"Hurricane<BR>Pressure=933<BR>Speed=120\" \n],\n[\n 25.4,\n-75.8,\n\"Hurricane<BR>Pressure=922<BR>Speed=135\" \n],\n[\n 25.4,\n-77.5,\n\"Hurricane<BR>Pressure=930<BR>Speed=125\" \n],\n[\n 25.4,\n-79.3,\n\"Hurricane<BR>Pressure=937<BR>Speed=120\" \n],\n[\n 25.6,\n-81.2,\n\"Hurricane<BR>Pressure=951<BR>Speed=110\" \n],\n[\n 25.8,\n-83.1,\n\"Hurricane<BR>Pressure=947<BR>Speed=115\" \n],\n[\n 26.2,\n-85,\n\"Hurricane<BR>Pressure=943<BR>Speed=115\" \n],\n[\n 26.6,\n-86.7,\n\"Hurricane<BR>Pressure=948<BR>Speed=115\" \n],\n[\n 27.2,\n-88.2,\n\"Hurricane<BR>Pressure=946<BR>Speed=115\" \n],\n[\n 27.8,\n-89.6,\n\"Hurricane<BR>Pressure=941<BR>Speed=120\" \n],\n[\n 28.5,\n-90.5,\n\"Hurricane<BR>Pressure=937<BR>Speed=120\" \n],\n[\n 29.2,\n-91.3,\n\"Hurricane<BR>Pressure=955<BR>Speed=115\" \n],\n[\n 30.1,\n-91.7,\n\"Tropical Storm<BR>Pressure=973<BR>Speed=80\" \n],\n[\n 30.9,\n-91.6,\n\"Tropical Storm<BR>Pressure=991<BR>Speed=50\" \n],\n[\n 31.5,\n-91.1,\n\"Tropical Depression<BR>Pressure=995<BR>Speed=35\" \n],\n[\n 32.1,\n-90.5,\n\"Tropical Depression<BR>Pressure=997<BR>Speed=30\" \n],\n[\n 32.8,\n-89.6,\n\"Tropical Depression<BR>Pressure=998<BR>Speed=30\" \n],\n[\n 33.6,\n-88.4,\n\"Tropical Depression<BR>Pressure=999<BR>Speed=25\" \n],\n[\n 34.4,\n-86.7,\n\"Tropical Depression<BR>Pressure=1000<BR>Speed=20\" \n],\n[\n 35.4,\n-84,\n\"Tropical Depression<BR>Pressure=1000<BR>Speed=20\" \n] \n];\ndata.addColumn('number','Latitude');\ndata.addColumn('number','Longitude');\ndata.addColumn('string','Tip');\ndata.addRows(datajson);\nreturn(data);\n}\n \n// jsDrawChart\nfunction drawChartMapIDb08491aa1() {\nvar data = gvisDataMapIDb08491aa1();\nvar options = {};\noptions[\"showTip\"] = true;\noptions[\"showLine\"] = false;\noptions[\"enableScrollWheel\"] = true;\noptions[\"mapType\"] = \"satellite\";\noptions[\"useMapTypeControl\"] = true;\noptions[\"width\"] =    800;\noptions[\"height\"] =    400;\n\n    var chart = new google.visualization.Map(\n    document.getElementById('MapIDb08491aa1')\n    );\n    chart.draw(data,options);\n    \n\n}\n  \n \n// jsDisplayChart\n(function() {\nvar pkgs = window.__gvisPackages = window.__gvisPackages || [];\nvar callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\nvar chartid = \"map\";\n  \n// Manually see if chartid is in pkgs (not all browsers support Array.indexOf)\nvar i, newPackage = true;\nfor (i = 0; newPackage && i < pkgs.length; i++) {\nif (pkgs[i] === chartid)\nnewPackage = false;\n}\nif (newPackage)\n  pkgs.push(chartid);\n  \n// Add the drawChart function to the global list of callbacks\ncallbacks.push(drawChartMapIDb08491aa1);\n})();\nfunction displayChartMapIDb08491aa1() {\n  var pkgs = window.__gvisPackages = window.__gvisPackages || [];\n  var callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\n  window.clearTimeout(window.__gvisLoad);\n  // The timeout is set to 100 because otherwise the container div we are\n  // targeting might not be part of the document yet\n  window.__gvisLoad = setTimeout(function() {\n  var pkgCount = pkgs.length;\n  google.load(\"visualization\", \"1\", { packages:pkgs, callback: function() {\n  if (pkgCount != pkgs.length) {\n  // Race condition where another setTimeout call snuck in after us; if\n  // that call added a package, we must not shift its callback\n  return;\n}\nwhile (callbacks.length > 0)\ncallbacks.shift()();\n} });\n}, 100);\n}\n \n// jsFooter\n</script>\n \n\n<!-- jsChart -->  \n\n<script type=\"text/javascript\" src=\"https://www.google.com/jsapi?callback=displayChartMapIDb08491aa1\"></script>\n \n\n<!-- divChart -->\n\n<div id=\"MapIDb08491aa1\"\n  style=\"width: 800px; height: 400px;\">\n</div>\n\n<p><br>\n<br></p>\n\n<h2><code>RWorldMap</code>: mapping global data <a name=\"rworldmap\"></a></h2>\n\n<p>Some examples</p>\n\n<pre><code class=\"r\">\nlibrary(rworldmap)\n\nnewmap &lt;- getMap(resolution = &quot;coarse&quot;)  # different resolutions available\nplot(newmap)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-10\"/> </p>\n\n<pre><code class=\"r\">mapCountryData()\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-11\"/> </p>\n\n<pre><code class=\"r\">mapCountryData(mapRegion = &quot;europe&quot;)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-12\"/> </p>\n\n<pre><code class=\"r\">mapGriddedData()\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-13\"/> </p>\n\n<pre><code class=\"r\">mapGriddedData(mapRegion = &quot;europe&quot;)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-14\"/> </p>\n\n<p><br>\n<a href=\"#contents\">Back to Contents</a>\n<br>\n<br>\n<br>\n<br>\n<br></p>\n\n<h1>3. SPATIAL VECTOR DATA (points, lines, polygons) <a name=\"vector\"></a></h1>\n\n<p><br>\n<br></p>\n\n<h3>Example dataset: retrieve point occurrence data from GBIF <a name=\"gbif\"></a></h3>\n\n<p>Let&#39;s create an example dataset: retrieve occurrence data \nfor the laurel tree (Laurus nobilis) from the \n<a href=\"http://gbif.org\">Global Biodiversity Information Facility (GBIF)</a></p>\n\n<pre><code class=\"r\">library(dismo)  # check also the nice &#39;rgbif&#39; package! \nlaurus &lt;- gbif(&quot;Laurus&quot;, &quot;nobilis&quot;)\n</code></pre>\n\n<pre><code>## Laurus nobilis : 2120 occurrences found\n## 1-1000-2000-2120\n</code></pre>\n\n<pre><code class=\"r\"># get data frame with spatial coordinates (points)\nlocs &lt;- subset(laurus, select = c(&quot;country&quot;, &quot;lat&quot;, &quot;lon&quot;))\nhead(locs)  # a simple data frame with coordinates\n</code></pre>\n\n<pre><code>##   country   lat    lon\n## 1   Spain 36.12 -5.579\n## 2   Spain 38.26 -5.207\n## 3   Spain 36.11 -5.534\n## 4   Spain 36.87 -5.312\n## 5   Spain 37.30 -1.918\n## 6   Spain 36.10 -5.545\n</code></pre>\n\n<pre><code class=\"r\">\n# Discard data with errors in coordinates:\nlocs &lt;- subset(locs, locs$lat &lt; 90)\n</code></pre>\n\n<p><br></p>\n\n<h3>Making data &#39;spatial&#39; <a name=\"spatial\"></a></h3>\n\n<p>So we have got a simple dataframe containing spatial coordinates. \nLet&#39;s make these data explicitly <em>spatial</em></p>\n\n<pre><code class=\"r\">coordinates(locs) &lt;- c(&quot;lon&quot;, &quot;lat&quot;)  # set spatial coordinates\nplot(locs)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-16\"/> </p>\n\n<h3>Define spatial projection <a name=\"projection\"></a></h3>\n\n<p>Important: define geographical projection. \nConsult the appropriate PROJ.4 description here: \n<a href=\"http://www.spatialreference.org/\">http://www.spatialreference.org/</a></p>\n\n<pre><code class=\"r\">crs.geo &lt;- CRS(&quot;+proj=longlat +ellps=WGS84 +datum=WGS84&quot;)  # geographical, datum WGS84\nproj4string(locs) &lt;- crs.geo  # define projection system of our data\nsummary(locs)\n</code></pre>\n\n<pre><code>## Object of class SpatialPointsDataFrame\n## Coordinates:\n##         min    max\n## lon -123.25 145.04\n## lat  -37.78  59.84\n## Is projected: FALSE \n## proj4string :\n## [+proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0]\n## Number of points: 2109\n## Data attributes:\n##    Length     Class      Mode \n##      2109 character character\n</code></pre>\n\n<p><br></p>\n\n<h3>Quickly plotting point data on a map <a name=\"plot\"></a></h3>\n\n<pre><code class=\"r\">plot(locs, pch = 20, col = &quot;steelblue&quot;)\nlibrary(rworldmap)\n# library rworldmap provides different types of global maps, e.g:\ndata(coastsCoarse)\ndata(countriesLow)\nplot(coastsCoarse, add = T)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-18\"/> </p>\n\n<h3>Subsetting and mapping again <a name=\"subset\"></a></h3>\n\n<pre><code class=\"r\">table(locs$country)  # see localities of Laurus nobilis by country\n</code></pre>\n\n<pre><code>## \n##      Australia         Canada        Croatia         France        Germany \n##              2              1              1              1              1 \n##         Greece        Ireland         Israel          Italy          Spain \n##              5             69           1231              2            206 \n##         Sweden United Kingdom  United States \n##              2            578             10\n</code></pre>\n\n<pre><code class=\"r\">\nlocs.gb &lt;- subset(locs, locs$country == &quot;United Kingdom&quot;)  # select only locs in UK\nplot(locs.gb, pch = 20, cex = 2, col = &quot;steelblue&quot;)\ntitle(&quot;Laurus nobilis occurrences in UK&quot;)\nplot(countriesLow, add = T)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAMAAACR9g9NAAAAWlBMVEX9/v0AAAAAADkAAGUAOY8AZrU5AAA5j9pGgrRlAABlZjlltbVltf2POQCPjzmP27WP29qP2/21ZgC1tWW1/tq1/v3ajzna/tra/v39tWX924/9/rX9/tr9/v38pFwQAAAAHnRSTlP//////////////////////////////////////wDsGBxeAAAACXBIWXMAAAsSAAALEgHS3X78AAAae0lEQVR4nO2dibbkphGGw8T2yImdxEnseNP7v2ZaEiD2fSmo+s+ZuS01Kmg+sZfQX04SSv1ldgJIc0TgkYrAIxWBRyoCj1QEHqkIPFIReKQi8EhF4JGKwCMVgUcqAo9UBB6pCDxSEXikIvBIReCRisAjFYFHKgKPVAQeqQg8UhF4pCLwSAUT/O/fffNrvZU/f/zrz/eHP77/68/iX73ZRFmRPSeuRD2ffmPsh2GpsYQC/KWh0J0ywP/+3Uzu0MF/SgX78tOD8I/vv/n1zx+//I19+Zc4vHKPcaCfMP/hB798rvoqznxCaSVeuUSG/AR9TvK/VnzX/z/doX9QYxKXiW9U41dkSppM8H98P5U7cPCf3GEXOgXEdfw/cSi+v8LeXzH27Xn+m3/gZ65gL3j1EiPkBUr8NeK7L3lCf31jEsFP8Y1q/AEv0nQa4P/741zuwMFf4iVHgvj2fAukGu7z1ddPDXGd/BTOP77/8tN95vqgglcvkSF//+6m94P4a8V3/X9feX2jxCQu49/Y6eYhxQkJ/h/idpgl6OCvMqSB/6B6wd8lTFb1N8Vvfv3tztJfOL4LjFXi+SUy5G93fX+d+MptGfFd//92l1523VAyJnEZ/0Y1/oDnIcUJAZ59+SdV9Q4J8FeTGQL/BLhOKSfD4NVLFPBP8RN/Y+C1mJRvVONaTSVOiBHG3WFo0YEtFmzwv3yK1FWf/nm1iL+wFwQ/vAP/+yk6Sv0fqurVS/Sq/hOZ+GvFd/0vqyElJnGZypAbt8Dfybkr/jsdz+E0QQX/9JaeoiR7TwKEPBQ1wnXNm8nBzp16ibdzZ8RnxKp3/dTgqnEL/N31533AZxz/VA1zBBv8laNfP1Xx3dT/XVa98vAOyLNPyeTocE7muBjOXREJuNdfPT4e682Xd+N4TMpldwWkGLfBP03C17e1n9m/gwme1F0EHqkIPFIReKQi8EhF4JGKwCMVgUcqAo9UBB6pCDxSEXikIvBIReCRisAjFYFHKgKPVAQeqQg8UhF4pCLwSEXgkYrAIxUo8Mz9mVkBqyP6qLnRtQQJPPMctGVE0G9hA0/QuRYA3xAVYZfCBP7CzoRaGV1VgMAz91ErRAZv7OjBgDcLYXPwjhh7WV5BQMCbEJTboCMezOihgFc+Gi1wVzh40UMBz/gfi0RnMgR+tnxd7Wwyx3FkxJprfRuBAe9TLprjyCFP4MEqE81xZJEn8GBloQmzygKPt2u3HvgYq2Tw2GfvoIPP5J7WxmOHfmkt8Cm8EriXJ2cfrQS+0VQ7cb+0EHh2tuBOlfwjqOB56fZwL8dH2LmAgmccEbPOyKMEE4knUQokeBblngLQEYi4S0EEz/T/xIfsmt5a4ifurwCCZ+//HvAssegydcRO2DXBA8+s/y3uLL3Mn9LNzv4OtffdEuDV0i9JJRZ6D1n03ndAwetwlUa/ZEjnKNjU+MMD//bp7dJvztznmZX4XfV+bipXFzzwCvcY+AJe3lYdG3pQ4CVbN3h9rr551wwXekDgmT1vo7fxeTN3RSnoYhak4IBnL1sneN9D1G0TgQY9CPCM8RG3Y6L2/dO9wPc2DUoQwCu9+BB4/YqeqcEgAODNobmjZFu9+UHp2VgEPpigfTUfvN5ns56bM+8F65rOSdpVQMB7GnMxUB8MHgN5GOCtcZz27XjwCMiDAM+8jfks8PuTnw6eqcM5D+Ghw7lRMUwWAPBq7829/MZOu9PXP117az54x6rMaRzxm8Oa2OmbsAFxTNR08FzOOl2CHzlnOzSOeVoBPFOqfOOrAWnaVEDAP/V9uMCPWZ9zJWBHwQHv8IcSf81lWutzL21MHgp410K4WdMbIIh8jYCAd0nv0+vn7IO+adhPS4CnIt9eK4OnIl8huODVrvw88NuSJ/CJydhNa4CPTOkOScdmAg9en9Ib3rkj8KNloLan6wl8lVYBf9rPvI4isif5dcB7Q/QWgR8qe0HOHaC/CPxQEfi+GgK+5FFEj7ed8f0QbUl+BHjnmmvCRSeB76cxJf4syL3wtgcjYRD4UmmTbw1NDhKBL5TnOagqkw1tQYttjLqDV98Z2S4DCXytuoF3zbE2Qz+YBIFPlth11HagdLxFNn/zKgJfrV7g+X92lunLLMoWwxn4R4Mg8Gm6CPIRnNdl+gkX+jYUQWnKSrUh+bbgZbkV/Xgzx5is20MO1bFYKlOZLwIfVHyLWGflbwRIiCcjTW1E4D3yl2Crao/kYUIWT6BA4N3y5ou9DWksC2GC35D8OPCxVZeYreQAPUTgnfJli9qkJ3In8IPUE7y28zyBh6WO4BXU3om8VFvp33fSduQbgPdOuMneHIsEtK8q/rqXCLylQJawpBFcur2Er3uJwFsKeckUrcOH76RMY61E4C0FwKd26JINTnyDxG7kO4JnsQDFFnPtaSqzQeAtdeiGB3uL2cZMX5AyhATeFGzw+tN2Fa8rI/CWOnTDfTNCVYYq+webkYcJPjgllGFF416SjobXA1P3qr60Q1ZtzKjWq7kReF29plid12UYM4PWc9uLfG/w5bkVJm99G9k1oQE1Aq8o2mGqyC3Xpe/cgOOF8KbTR5tkNLUBR3Xgu66hhor8zdkC/dYHxrVNmBF4oYRRcSfwxnKf4Z1f7LZdkqBV1fXZubqRc6BjrxXtvrdfezMw1BF87YRJYBaHxYOZlzQQgU9R7TpadLW3halM7US+A/iqRTBpo/RLV/iqpPQwBEDtwQ8YOc0CvxN5kOCfwdqgh+mP48iwtQ36HlV9Awv8ocsm+Ry2cRxZ5LdBXzWO1w7ULU/atfC9p9iPI5f8JuirSrwsl+KJeOObFuq8qlYAfg/01XP1zrcBQupPdQC/A/pmbby9ZtLDbvvri7if66PvAr5ppnSbCOIq436ujr4VeKU71ixDjCW3GiN9tDL61uBb5gUreADLNtIkKXOs91Rb8G2LAF95q1zraZSYOeb7qRF4Pq5rY0y1Ch38suRbgO+wSTE3fBasxTlsdNWi5OudLd0D+SYyHaxKbfTVmuRrwVt+by3VpCIh8k5VOltqo/e6lLjMgzEyPYrmqpurDx46r8jKo8TAkZkDIu9Ss9U55wlHgJw8Sgh7HBf1g4Vm34i8Q03BJ3nOZORR3BnjOC7m139zyeMC71BKnduwtr+5H/z/UiNNtBz5tiU+mAEsIUyGuUuJ4Im8rdbgg27R0SAZ1m4J7rG63rZTvCaXHgVstezVB07q55PzKL6mehf1p6XPsVS6Cp8eA3S1B+/LgS7geRX/AZ9lqdDvJicK6JoCPjGPEgb96dPFWogu4NciX/e0rOd89HS8JCe51SuOvfGw6kEf8EuR7/MWKudZ70EkbEKolPA2+aRIcoQdvHMS1ZzebTDLmgfeIp8UR54WIj/qaVnHLF/KkN+nm1smeK2t6eQutw75ns/Hez6HTwa/EHqG7unhtXBP96ETomXI99wRI0amGPyhg0/PbPaG7kVoFc/bzluhsFDxSpjqcUsHn7Xe19FfSMbRzXJLdX9//OktBJU1/VFXdDviWYL8CPAe6X2tnDH5Wc+dSvy8qM0uQM4LLS7/i7o+Wjc8a3CfCf59c4R2nGehPPLiK+fYba2Z4E0NzTNvZJVTOwQ+W0MHQiHuNeRX4Q4FfLutjlIj9JyvXb4h8Fkanl3hAk/gR2kf8MuQRwk+1KzULtgS+BzBaN8fUa9+oGAM5JYw30owwA/NLQJ/icAvZ7+NCHwj3V0DwzEIsoCAH5lbXaI6pBYhT+Cb6FBE4LM0Lre6g1+CPIFvIh38CuTBgB+XWd3beAKfpYFFvlOZV2b94JPHCL4p+tdrKNNvcLKQgm9qTHEgG+C93UgIwccfps+Wwr7z8xrNBAf8qLxK2D6jzOo55EmdVkIHPr5TUqHVl/xT6TeOobUQgmftn41XRvAP+uE+hNkCBH4M+c7g319B4JM1Jqs6cNc99dYgDwn8mKzq0MIbnnqwiXMhBN/FqnY3rUCewK8aR6UIfJ9IwKMn8Akq6RVAJ48XfDrNsmcsgJPHB55369Nplj5VBZs8UvBHBs3ix+lAk8cH/t3jnsBDUVlOsaypccZywautQt4NAJn88uD9rg8uSJ/Qh0o+KYo3ZGbRJ/CJKsgo5vx4yQnpCnMwls+dvw9hH/KQwBcVeN/lbkjPUrko8mlRVIAHTH4j8Pr1+oKZ7AMo5FOjIPC9VQteO1AgqX6Q3CH2yPGUKG7jzfRBEiTwNeSP+2VUd/ee+0Ncn47zNHyelYKfRd76lJc8eFob/CE8Zt8B2lOJ3y+ctYr150iOAUYto0AlvzT4Q4A/dPB+qONd4Qh8ivJyiYM+jQLPZr9aemp8qVoe/F3kJXb2DNL7pK5MQMnvAf58i3t2v7u3CHyCMjPpGV0J8icv7rC4E/gk5ZM/5biMASzul2CSXxu8ehnjU/BN09NCBD5BxeCZXHlpm6AGIvAJKs2ke2aGuGcIGPgK8mevF8ZWisAnqQo8REFN2CbgoWYv3JQR+K6C+0TNHuChZi/UdJ0EvqtCyZrdEd0BPNT6NMJ9LvkNwAPFbidM8QuZP9m0PvhFuMsdEBl38X48w6ZpefCrcFc/8/nlqVtjrQ4eLHe//+8tUdNP8xtZHLz6PAWs3eX8Bf6R9NieVOUDA1/KXe4g3TQ1VfI+6qGJO4z1T46pLcCnbxc+sl71P9anSHEfGytY4Iu4s6QcvjV2DJWyh/kxi/zy4Fm4E6Vp+Og5of3hKRpOHhT4/C692ZkDBv5xDYom6g45GP3a4O0L4qVrbB864yeNJb80+GwTs+dJwxpKHhL4Jj88PCECmftY8luChww3qIHkdwMP8SGqdLFxVRIg8E1u97XBD6yv0IMH1d87xj0MtBv43DIz3yNC1cD6akvw6aHFg/VAyBP4UVaAgT97vBPPLQIPCvw5bHEeDvhGY9iSvRXsLYqn3QrDRvLYwRtbUxdvZNhKBH68nbfwT6z+CXyFoUJLs8GPXZcHA77dLy61NBn8EyWBn2BpahsvbrZR5KGAB8C9R68+3Q6Bh2OpXhk1B1LwG3PPIn8eo3zsCXxH5YPHNmW7J/cs8McLHtEizabgC9p4XOB35Z7fq0fliNHyUQJo4DM0tsADAN+S1ercx/XtAIBvSWt18AOflwYAvuHyTCtDE4QR/PwVWQgayx0G+CleV+A09in54eDdP67FT16c+7n5s3OuH9diQAdn26Ny7Q1e7F+SvnFNktkGNmZr68ekmbJ/CXs+UnHn2hz8+b7Zt9GrXvfAvjf4i1FjTg3NBafN+s+pbQiesW77TjY0GVwg6b96stkeOH33GW1pOrh63sTx9jbgtbIV+L7Nb1vr3cEfUto5/mmv7c56/prWN1Vv8Mdhk1cOtgLf8cd0qEs6t/EO8MrR6JHJouBD2IsBzQS/15amvX5NsLQXE5rQxhP4DJuRQUI5oRm9+sfoZrtXdxm1R21CBu8zO+MlFd3AdxnIJdiMEArB69zGO41+mLNxrrWKOoHvM36P1fHibym+YPbH2JTAu5wrWafKJKIe4HtN1ZlWHa2lddq6olceZ1mWSRXUtwDfrS9vHHv6xyH1y+MsfMpNyiZx7wC+39hdP9QzbCXwatDbwXIC9wbgzVWYoQU+E3yTLprTQin4aa5DDUo8O0/VtaLeYCAeRUZOKwfF/bckufjmNdRjwEcMt6jqX/KdF+P0QyOnVe4dq04X4dwOmhp2dfAX894uUMFevXq2J3mH+fwY53NvB35Ea5UUwwrgU15FWKmB4PtrAvhDTq/Lfrivpn/DxyQcD7tWkaOq+hGKz9wd95JHU+6q3ojsUMYnv94nCxol0hNN+OttwCt0unH32tW4R2IH4gu+OHjpvZtAJ8/yrVTwRviCmBoqzaG50Th+jKyY3umDKvDeXGoPvvvDH6n9xlrwvVsqIzbvIQvT8dG4zzN/Jlnk4yt00ap+atMuVQd++MNL2rvimf5NYH0zeD7A3ejVJ5I3rg7+iOZKfVSpCvyMfor4Vdavu5waPHsH+ZA93JP9nuLkjQC+4N0fNkiIoAb8pP5p6Pk79/kQ+HTucfBGpeAP3z3n4oUexlYomcrDHgTPMhwdm4EfUWJi6JcE75H/pz4AxD/lfA53u+q2jgCBj2kz8Hc+O0axh5jR00mwzJ2mHKT1I1cbb7HvxF0+kpxkfyPwD3feu7d//GGSuUNWbCXpLN76jSXvNzOhHaSNd+JR7AT+lsh9V6F/yTzlom7vWC/48NLdGE/UPTt3PumZ7/bYeW+Ko3Kz6CLw3cbwpt0Ry7JgZGQ+07xy3m+ZOGW6uKbdBKpRfrVm3gO+15YgQpnktwJvdrBkRf6c4v9s7hlrqqZzn0taWB6+/xxnZgR7gTddJpgskC8Qyf0w5vcdxdUdg15HhLnze23EkkZeDJuB13SITrtWC4ivDnNFrxX4wwra393mVlYEm4M/mA6eebj3Bf9o0Ep8YnQ7g3/4ig9Pd+8972SW1cYfepduPvgnmqd6QdWrt3Tc3Sr5HLLC3Qc+0ag08/YqDBPqKX7hqJnapA7F3uC5Dm0qM8A9y6izeItT8q5QAvUcy9mDRcxVvZBZFGvKu9uoCV5+0skbTxm22e9TsaC08Lirei4o4C+9SylMOVf+2wy/i+R7CQV4a9Ll5e6das0yKg/FKT94p4rB8/3fC67EAd6YZmUqpFLuztV5PR5XKKcKwdc8iYUEvNDhB19mynuZegtEbZWBZ45PycII3pij7wM+SyXgNYdjfibDDoFfFDwzjzJf9LI3eNG/0s6o3N8OWJFxY7ZGjTVL2eAtvhkDuUd7glfGTKavheCuukUVFly9Jyejyb+PcrlH2LKEMPuBN6fojgf++71SRzeqrd8apNBoJvho8JSB/FbgjR/88tBmTRYH32h5dy/w+uGhEzFOn0uCb7aqvxN4K09c3B3NcRV72VWQprpyz02eV1uDd/fqDfKlnXrF3qkxz7SXUYZbOvFsBD4lVxy1f1V97zSVY28SdgI/F3wOy8ar+fuAT8oYUOCzinBrX01M4D2tcIM23rYeN5lV2hN3O8jQNuBZtHN+HB4uFdwND7zHcBL5ZIxycoLAuxR/scthqmn8uuF4DEkUDT+d2jRq2gM8Y/G8Xgy8Y9qVevWG7hxqAV6eFPRc38WtJyQmwtA9107gNSkPx7jz2m6F/dy1FfrD6gEGYOrXVBV47xY/oYtytQF4/jfAXel3uwqzGlApr6rB4A0jg3gdrqzLAgwDvf2W5JcH/2ZGgHtSg54Ivs5lgzfdZXAJvKJYZgAAr1zHfST8pXoUd8Tg7ZOyHTcgX39r3gxogg8o3PZnxxzQ3uAlyNcrTqFpMjxsvSEZU01J6+8H/y0hbUUn6xJcqlppa/AOkgKno/R6gvIP7GQu71z9wlA6EuZo6+6LPO0M3sfdM9KOhGTioVvTgnFLuVOS5PdcfWdkiMCHg2vgHzFjf5UE8GkLMvFABP5VEXid02H5z2gBng9XZS/OMmaCZ5o7p5nERF4t6oRkrQ4+1rdLAB8LIGErert657vlBrdnPQXf5LdkhEnS+uAPbwXrWCN3gI3dGpy0yf6hLR22jV69LPo5rlW5oap8MxYHz6Kz4jGuSeDv7Y6ZXewjw6+8zS4yG4RK34y1wZesxmaAVx7DEsjNMV3TH5MRTr61sDQ2hOCVZ+rcbYHCm1tQcWsP17f9MakBlZoEJ3jmHJYpba6D642T4zWLP//H3qPHmh4w8Lar2l9TELKU/Mrg79/s5u6RMf1iohfXam5c9k5JVZudR37OoKuWBv8+E6ufj1F/wfv2NdXBM2sk14H6WYyw8LJ1wXt/sA+7RlgvvUHw+sWdinvoB3W5bFnw/t8bxa6trPBv5MBb0tXtyV59N+4EPk1ZU7X6vnYyFF9ql+8kEr194001T8jHk7fmJTblv6jDZUuCPyJvizvMzjw7NeaWMaa8hEw26VZIZYjXQwQ+piPhbXFmgY+GDJ4Jn28kAh+R2Qb7AiEBX3jdkuATRlRmCx8LGjkTPt9GBD4i72NysrtmtPGxdtk25uPbkzuBj8i7IHf41LFD1lDlK23JW5WrWhG8u+CFuK9Avt7FIgv9cuAzJ+wwgc+yQeChqIlTVbqR1cA7fpno04XAj09otgi8V4c2YSdwBpATeL8WAn9o4A9egWuIXe8Y6ris0lQE3iMOUTky6nix2IIZfLqVpcArlbYG/nWiI/CpAVcCr3bPJfhTd5CxyK/CvR34tPmcRcBf7F6/WH7mXktnRq/ebOcXGcy1A59oZw3wRlmWp5gRxka/SJf+bPZwVKqZJcBbdbh0djcCWeiXKe+Ntz2IaxXwpjssh6sHMlv2pcAPJr8GeNsB3uEepZNn0p96Vqpz1Xp/6rAWAO945MW9NivagNcluu8CeltRVa9ItNfGvKzYwzR85UqlfTh32OC9k7Apl64FfjR30OCdE3GJDjUEPqL1wCeOzIl7WKDBV3Dv7BjZWgRek2fJZXay2ms89wXAM204NyGLBojA62JiXpa9D6vOTlMPzbibgYPnU2+H6OdtCX5KLQYa/LuYzskT92YCDV4Zkx1iM8HtNOk3AQB/yCl2z3dba9a9PB/822OfnZIJmleHTQevDtJnp2W0ZjZdBH6a5vZYCPwkze6oTgePs42fjR0C+GCvfkfBGJYCAI9I+RtXdBOBHyYwzG8R+EECRf0k8KMEDDuBHyNoxf0k8CMEEDuBHyCI2Al8d4Es7ieB7y2g2Al8X0Et7ieBT1bJ9Atc7AQerQg8UhF4pCLwSEXgkYrAIxWBRyoCj1QEHqkIPFIReKQi8EhF4JGKwCMVgUcqAo9UBB6pCDxSEXikIvBIReCRisAjFYFHKgKPVAQeqQg8UhF4pCLwSEXgkYrAIxWBRyoCj1QEHqkIPFIReKQi8EhF4JGKwCMVgUcqAo9UBB6pCDxSEXikIvBIReCRisAjFYFHKgKPVAQeqQg8UhF4pCLwSEXgkYrAIxWBRyoCj1QEHqkIPFIReKQi8EhF4JGKwCMVgUcqAo9UBB6pCDxSEXikIvBIReCRisAjFYFHKgKPVAQeqf4PLDusLLbPCkgAAAAASUVORK5CYII=\" alt=\"plot of chunk unnamed-chunk-19\"/> </p>\n\n<pre><code class=\"r\">summary(locs.gb)\n</code></pre>\n\n<pre><code>## Object of class SpatialPointsDataFrame\n## Coordinates:\n##        min    max\n## lon -6.392  1.772\n## lat 49.951 56.221\n## Is projected: FALSE \n## proj4string :\n## [+proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0]\n## Number of points: 578\n## Data attributes:\n##    Length     Class      Mode \n##       578 character character\n</code></pre>\n\n<p><br></p>\n\n<h2>Mapping vectorial data (points, polygons, polylines) <a name=\"mapvector\"></a></h2>\n\n<p><br></p>\n\n<h3>Mapping vectorial data using <code>gmap</code> from <code>dismo</code></h3>\n\n<pre><code class=\"r\">gbmap &lt;- gmap(locs.gb, type = &quot;satellite&quot;)\nlocs.gb.merc &lt;- Mercator(locs.gb)  # Google Maps are in Mercator projection. \n# This function projects the points to that projection to enable mapping\nplot(gbmap)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAMAAACR9g9NAAAABlBMVEX9/v39/v17TDFfAAAAAnRSTlP/AOW3MEoAAAAJcEhZcwAACxIAAAsSAdLdfvwAAASISURBVHic7dExDQAACMAw8G8aGRxrFSzZLEnzHcAP46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzI+yvgo46OMjzqVy+BudrHIxgAAAABJRU5ErkJggg==\" alt=\"plot of chunk unnamed-chunk-20\"/> </p>\n\n<pre><code class=\"r\">points(locs.gb.merc, pch = 20, col = &quot;red&quot;)\n</code></pre>\n\n<p><img 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\" alt=\"plot of chunk unnamed-chunk-20\"/> </p>\n\n<p><br></p>\n\n<h3>Mapping vectorial data with <code>RgoogleMaps</code></h3>\n\n<pre><code class=\"r\">\nrequire(RgoogleMaps)\n\nlocs.gb.coords &lt;- as.data.frame(coordinates(locs.gb))  # retrieves coordinates \n# (1st column for longitude, 2nd column for latitude)\nPlotOnStaticMap(lat = locs.gb.coords$lat, lon = locs.gb.coords$lon, zoom = 5, \n    cex = 1.4, pch = 19, col = &quot;red&quot;, FUN = points, add = F)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-21\"/> </p>\n\n<p>Download base map from Google Maps and plot onto it</p>\n\n<pre><code class=\"r\">map.lim &lt;- qbbox(locs.gb.coords$lat, locs.gb.coords$lon, TYPE = &quot;all&quot;)  # define region \n# of interest (bounding box)\nmymap &lt;- GetMap.bbox(map.lim$lonR, map.lim$latR, destfile = &quot;gmap.png&quot;, maptype = &quot;satellite&quot;)\n</code></pre>\n\n<pre><code>## [1] &quot;http://maps.google.com/maps/api/staticmap?center=53.086237,-2.30987445&amp;zoom=6&amp;size=640x640&amp;maptype=satellite&amp;format=png32&amp;sensor=true&quot;\n</code></pre>\n\n<pre><code class=\"r\"># see the file in the wd\nPlotOnStaticMap(mymap, lat = locs.gb.coords$lat, lon = locs.gb.coords$lon, zoom = NULL, \n    cex = 1.3, pch = 19, col = &quot;red&quot;, FUN = points, add = F)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-22\"/> </p>\n\n<p><br>\n<br></p>\n\n<p>Using different background (base map)</p>\n\n<pre><code class=\"r\">mymap &lt;- GetMap.bbox(map.lim$lonR, map.lim$latR, destfile = &quot;gmap.png&quot;, maptype = &quot;hybrid&quot;)\n</code></pre>\n\n<pre><code>## [1] &quot;http://maps.google.com/maps/api/staticmap?center=53.086237,-2.30987445&amp;zoom=6&amp;size=640x640&amp;maptype=hybrid&amp;format=png32&amp;sensor=true&quot;\n</code></pre>\n\n<pre><code class=\"r\">PlotOnStaticMap(mymap, lat = locs.gb.coords$lat, lon = locs.gb.coords$lon, zoom = NULL, \n    cex = 1.3, pch = 19, col = &quot;red&quot;, FUN = points, add = F)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-23\"/> </p>\n\n<p><br>\n<br></p>\n\n<h3>Map vectorial data with <code>googleVis</code> (internet)</h3>\n\n<pre><code class=\"r\">points.gb &lt;- as.data.frame(locs.gb)\npoints.gb$latlon &lt;- paste(points.gb$lat, points.gb$lon, sep=&quot;:&quot;)\nmap.gb &lt;- gvisMap(points.gb, locationvar=&quot;latlon&quot;, tipvar=&quot;country&quot;, \n                  options = list(showTip=T, showLine=F, enableScrollWheel=TRUE,\n                           useMapTypeControl=T, width=1400,height=800))\nplot(map.gb)\n</code></pre>\n\n<!-- Map generated in R 3.0.2 by googleVis 0.4.7 package -->\n\n<!-- Thu Dec 19 12:28:17 2013 -->\n\n<!-- jsHeader -->\n\n<script type=\"text/javascript\">\n \n// jsData \nfunction gvisDataMapIDb085424efa () {\nvar data = new google.visualization.DataTable();\nvar datajson =\n[\n [\n 53.798363,\n-0.25377846,\n\"United Kingdom\" \n],\n[\n 53.800476,\n-0.40555596,\n\"United Kingdom\" \n],\n[\n 53.41154,\n-2.9779854,\n\"United Kingdom\" 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50.727654,\n-4.4798613,\n\"United Kingdom\" \n],\n[\n 51.88537,\n0.97914094,\n\"United Kingdom\" \n],\n[\n 51.20192,\n-2.6441677,\n\"United Kingdom\" \n],\n[\n 50.463715,\n-4.1841645,\n\"United Kingdom\" \n],\n[\n 52.71545,\n-3.9987974,\n\"United Kingdom\" \n],\n[\n 51.96329,\n1.4211539,\n\"United Kingdom\" \n],\n[\n 51.10589,\n-0.6428895,\n\"United Kingdom\" \n],\n[\n 50.163692,\n-5.430941,\n\"United Kingdom\" \n],\n[\n 50.283962,\n-4.1759233,\n\"United Kingdom\" \n],\n[\n 50.159473,\n-5.570697,\n\"United Kingdom\" \n],\n[\n 50.75039,\n-1.0785117,\n\"United Kingdom\" \n],\n[\n 51.3719,\n-0.3476622,\n\"United Kingdom\" \n],\n[\n 51.88537,\n0.97914094,\n\"United Kingdom\" \n],\n[\n 51.01894,\n-3.0693898,\n\"United Kingdom\" \n],\n[\n 52.06857,\n0.8453797,\n\"United Kingdom\" \n],\n[\n 50.751423,\n-1.2202638,\n\"United Kingdom\" \n],\n[\n 49.956474,\n-6.2530303,\n\"United Kingdom\" \n],\n[\n 51.194042,\n-3.502832,\n\"United Kingdom\" \n],\n[\n 53.41154,\n-2.9779854,\n\"United Kingdom\" \n],\n[\n 53.64498,\n-3.013637,\n\"United Kingdom\" \n],\n[\n 51.467308,\n-2.626301,\n\"United Kingdom\" \n],\n[\n 50.538197,\n-4.893384,\n\"United Kingdom\" \n],\n[\n 50.36823,\n-4.461068,\n\"United Kingdom\" \n],\n[\n 50.57413,\n-1.9293817,\n\"United Kingdom\" \n],\n[\n 50.472927,\n-3.620791,\n\"United Kingdom\" \n],\n[\n 51.01894,\n-3.0693898,\n\"United Kingdom\" \n],\n[\n 50.538197,\n-4.893384,\n\"United Kingdom\" \n],\n[\n 51.108856,\n-3.0714636,\n\"United Kingdom\" \n],\n[\n 50.839104,\n-3.0652738,\n\"United Kingdom\" \n],\n[\n 51.471687,\n-2.64796,\n\"United Kingdom\" \n],\n[\n 50.361942,\n-4.742008,\n\"United Kingdom\" \n],\n[\n 50.834435,\n-0.50874895,\n\"United Kingdom\" \n],\n[\n 53.358746,\n-1.1735004,\n\"United Kingdom\" \n],\n[\n 52.057198,\n1.282405,\n\"United Kingdom\" \n],\n[\n 52.865036,\n1.3431085,\n\"United Kingdom\" \n],\n[\n 51.108856,\n-3.0714636,\n\"United Kingdom\" \n],\n[\n 50.171623,\n-5.1513333,\n\"United Kingdom\" \n],\n[\n 51.192116,\n-0.35410187,\n\"United Kingdom\" \n],\n[\n 52.072,\n0.6996428,\n\"United Kingdom\" \n] \n];\ndata.addColumn('number','Latitude');\ndata.addColumn('number','Longitude');\ndata.addColumn('string','country');\ndata.addRows(datajson);\nreturn(data);\n}\n \n// jsDrawChart\nfunction drawChartMapIDb085424efa() {\nvar data = gvisDataMapIDb085424efa();\nvar options = {};\noptions[\"showTip\"] = true;\noptions[\"showLine\"] = false;\noptions[\"enableScrollWheel\"] = true;\noptions[\"useMapTypeControl\"] = true;\noptions[\"width\"] =   1400;\noptions[\"height\"] =    800;\n\n    var chart = new google.visualization.Map(\n    document.getElementById('MapIDb085424efa')\n    );\n    chart.draw(data,options);\n    \n\n}\n  \n \n// jsDisplayChart\n(function() {\nvar pkgs = window.__gvisPackages = window.__gvisPackages || [];\nvar callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\nvar chartid = \"map\";\n  \n// Manually see if chartid is in pkgs (not all browsers support Array.indexOf)\nvar i, newPackage = true;\nfor (i = 0; newPackage && i < pkgs.length; i++) {\nif (pkgs[i] === chartid)\nnewPackage = false;\n}\nif (newPackage)\n  pkgs.push(chartid);\n  \n// Add the drawChart function to the global list of callbacks\ncallbacks.push(drawChartMapIDb085424efa);\n})();\nfunction displayChartMapIDb085424efa() {\n  var pkgs = window.__gvisPackages = window.__gvisPackages || [];\n  var callbacks = window.__gvisCallbacks = window.__gvisCallbacks || [];\n  window.clearTimeout(window.__gvisLoad);\n  // The timeout is set to 100 because otherwise the container div we are\n  // targeting might not be part of the document yet\n  window.__gvisLoad = setTimeout(function() {\n  var pkgCount = pkgs.length;\n  google.load(\"visualization\", \"1\", { packages:pkgs, callback: function() {\n  if (pkgCount != pkgs.length) {\n  // Race condition where another setTimeout call snuck in after us; if\n  // that call added a package, we must not shift its callback\n  return;\n}\nwhile (callbacks.length > 0)\ncallbacks.shift()();\n} });\n}, 100);\n}\n \n// jsFooter\n</script>\n \n\n<!-- jsChart -->  \n\n<script type=\"text/javascript\" src=\"https://www.google.com/jsapi?callback=displayChartMapIDb085424efa\"></script>\n \n\n<!-- divChart -->\n\n<div id=\"MapIDb085424efa\"\n  style=\"width: 1400px; height: 800px;\">\n</div>\n\n<pre><code class=\"r\">#print(map.gb)    # get HTML suitable for a webpage\n</code></pre>\n\n<p><br>\n<br>\n<br></p>\n\n<h3>Drawing polygons and polylines (e.g. for digitising) <a name=\"digitise\"></a></h3>\n\n<pre><code class=\"r\">plot(gbmap)\nmypolygon &lt;- drawPoly()  # click on the map to draw a polygon and press ESC when finished\nsummary(mypolygon)  # now you have a spatial polygon! Easy, isn&#39;t it?\n</code></pre>\n\n<p><br>\n<br>\n<br>\n<br></p>\n\n<h2>Converting between formats, reading in, and saving spatial vector data <a name=\"iovec\"></a></h2>\n\n<p><br></p>\n\n<h3>Exporting KML (Google Earth)</h3>\n\n<pre><code class=\"r\">writeOGR(locs.gb, dsn = &quot;locsgb.kml&quot;, layer = &quot;locs.gb&quot;, driver = &quot;KML&quot;)\n</code></pre>\n\n<h3>Reading KML</h3>\n\n<pre><code class=\"r\">newmap &lt;- readOGR(&quot;locsgb.kml&quot;, layer = &quot;locs.gb&quot;)\n</code></pre>\n\n<pre><code>## OGR data source with driver: KML \n## Source: &quot;locsgb.kml&quot;, layer: &quot;locs.gb&quot;\n## with 578 features and 2 fields\n## Feature type: wkbPoint with 2 dimensions\n</code></pre>\n\n<h3>Save as shapefile</h3>\n\n<pre><code class=\"r\">writePointsShape(locs.gb, &quot;locsgb&quot;)\n</code></pre>\n\n<h3>Reading shapefiles</h3>\n\n<pre><code class=\"r\">gb.shape &lt;- readShapePoints(&quot;locsgb.shp&quot;)\nplot(gb.shape)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-29\"/> </p>\n\n<p>Use <code>readShapePoly</code> to read polygon shapefiles, and <code>readShapeLines</code> to read polylines.\nSee also <code>shapefile</code> in <code>raster</code> package.   </p>\n\n<p><br>\n<br>\n<br></p>\n\n<h2>Changing projection of spatial vector data <a name=\"changeproj\"></a></h2>\n\n<p><code>spTransform</code> (package <code>sp</code>) will do the projection as long as the original and new projection are correctly specified.</p>\n\n<p><br></p>\n\n<h3>Projecting point dataset</h3>\n\n<p>To illustrate, let&#39;s project the dataframe with Laurus nobilis coordinates that we obtained above:</p>\n\n<pre><code class=\"r\">summary(locs)\n</code></pre>\n\n<pre><code>## Object of class SpatialPointsDataFrame\n## Coordinates:\n##         min    max\n## lon -123.25 145.04\n## lat  -37.78  59.84\n## Is projected: FALSE \n## proj4string :\n## [+proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0]\n## Number of points: 2109\n## Data attributes:\n##    Length     Class      Mode \n##      2109 character character\n</code></pre>\n\n<p>The original coordinates are in lat lon format. Let&#39;s define the new desired projection:\nLambert Azimuthal Equal Area in this case \n(look up parameters at <a href=\"http://spatialreference.org\">http://spatialreference.org</a>)</p>\n\n<pre><code class=\"r\">crs.laea &lt;- CRS(&quot;+proj=laea +lat_0=52 +lon_0=10 +x_0=4321000 +y_0=3210000 +ellps=GRS80 +units=m +no_defs&quot;)  # Lambert Azimuthal Equal Area\nlocs.laea &lt;- spTransform(locs, crs.laea)  # spTransform makes the projection\n</code></pre>\n\n<p><br></p>\n\n<h3>Projecting shapefile of countries</h3>\n\n<pre><code class=\"r\">plot(countriesLow)  # countries map in geographical projection\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-32\"/> </p>\n\n<pre><code class=\"r\">country.laea &lt;- spTransform(countriesLow, crs.laea)  # project\n</code></pre>\n\n<p>Let&#39;s plot this:</p>\n\n<pre><code class=\"r\">plot(locs.laea, pch = 20, col = &quot;steelblue&quot;)\nplot(country.laea, add = T)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-33\"/> </p>\n\n<pre><code class=\"r\">\n# define spatial limits for plotting\nplot(locs.laea, pch = 20, col = &quot;steelblue&quot;, xlim = c(1800000, 3900000), ylim = c(1e+06, \n    3e+06))\nplot(country.laea, add = T)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAMAAACR9g9NAAAADFBMVEX9/v0AAABGgrT9/v2l1OJwAAAABHRSTlP///8AQCqp9AAAAAlwSFlzAAALEgAACxIB0t1+/AAAD75JREFUeJzt3e1iqjoQheETvf97PrsqECAhCZmZTFjr/dHdVgU2T0G+1P/eDLL/Rk8AGxPhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSO880L1L6ObQ+EOb8K77w783z1KdyG889Lw5UWa8JOXAyzSF24nvPOyfqXn+cJwCe+7/ILNJf7R5fnCp9sDJrzrurfhshHecRUL9O1lnvBeq1uPXzwVXD+Q8AMKofAEXf/sHQ7/nm7IRfgBZbW+v21afYff191jKgZBeLM2jbD753ivtoEuX8P+l4R3VDh8k8Bp3lZLLfAhPex9hB/Q7Sfm1LC+2wOEnyFJ+PMjA+HdllnX33ffwVcNi/C2fZ/EF/jD1ncP/PbYq03HLcKbFsLxGXi3Q99z9P24z1CI8MbtFvnDLzvOucQPrxoK4Yd03qzrVP8NJD3wVIQfUj/yxWCr/oQIPyQl+HfqeSQd4eVbt9eyp2K03ONtRW7Vm7bN921b60ygB7+MsbjJQHjJ0nPbHP59PIibiPCCZS+Frr2jYYQXjPCohQxpfHym6hSKfoQXLbdVFX7nzEJIHrkbEOFFy15KFx1I77wgXijCizYetDbCCzeLPOFlc7ASr4vwgk2j/ia8bISHbRp5wstGeNAIj1qY5Ime8NKFObbxCK+Sf3rCK+WdnvBq+aYnvGKej+QRXjXCo+ZWnvDKebjoIhXh1XPpTnj9XFxpdYrwNrmTJ7xJ7twJb5I/d8KbRHjUSm9eax/hzfIlT3irvi+hGj0Va4S3quGNiSwivFluzD8R3izCY+bLnfBmER40woNGeNAIj5ovecLb5Uqe8HYRHjTCo+ZJnvCGER41R/KEN83PCXnCG2clzw8q8JbRBVj8pEmHWcgT3mGEB80Anp8m7TF1+IrNCMIbZ/HJJPykSYeF3OfWSI6j4j6EN47wqOnvx/OzZV1mcAAnVLxOj/DW6a/qq8ZAeOv0XzRLeJeVP++3c/h1IyC8eerLO7fqnaYrX/lMQvgBebgag/DmaT/J10V483y8Fw7hrQsWu/LlCG/d9/TccHnCW0d4zH5vfkV4tAgPGuFBIzxohMdsAR8uT3jbwumbQRHettHea4S3jfCYDX9qXyO8aYR3mvZnx7g4I/uJ8FubihqPF3bCx8UqSvSG8HxBRXUh+4POKHQjfKHfCv701K5h5GdNjw7/1U5vzyms7QnvpAKE+DY+4X1U6SCm78id8NX3FeAnvJMOEK9X+RFddoR30h7i9aqQ76InvJPuwHccdvXkjg1/ks/9cHrcLUPCuym/8JYW/zv0hHfUXfgb9K7c0eHzGHv35F9BIz3h/VRrkVv+wz6RcRkFDl+5hV65wX85LML7qs6jcoP/6s+I8K66wXG5+H/ebCw1UGfuhG9/SGG9n6EnvK/u7I9XbPAfh+vmGss1ePjeAWSX/8Va97Ld24HD95Mc4OMfln08h+zw8CLyux8Syz/h/SVtkl7xe1zXY8PLe+zlt+/d0UPDbxh1Z+Ir2sHHPxDeUesF9SEIysffrz+Ft+Bfl0Tg8L9n35cc/K7N/d+oaq/wKSWze4gNv70xifbC+FmpiMCH9UtX2PDbd7s5qbP4y6xVlnfN6l3qkeFD4ru/pNbJp/H1L6ch8bd6b6iE33/3lxZ894J6OgHQ8SoPwn+/283AmrMw/SNtfmTmoffokeGjN51bduze8b/fpJf/u/JXj0u+2Pd6cMjwiZPmv03meA0qvuK/d96m+YI+wmdLXihzfiMc+Sf8G0/MpfufBlh6AOF77iA08vKfQcWU7AdSfADhe+7QN/Z1m6JMXzUlTVd+EL7nDl1jD+uX4rgqJ6Rl747w92+XmYj0voT6lBD+/u3iZekJL1p5VW9Nn1tTE160mk1l/ak4ju/GwZg7Eb7/PoKt23rqU0H4/vsIxiXeovLsHPEkb/QCLGB4f9t225ibD8Q1R/jszQOvi90WfLVX4xD+1q02heVTpxVekYEL79/9HV9fJT1BhE/e5sR9i/BSXbqbTUVt3LgT62JWIrgTvu2mQSk89aDCS5z+NozwUhFefIhTNMW+XBThhSI8JjzdCd9864A0JggSXuJaZrt0DiMSvvFW67SOHhO+8Vbb9E4aIMJPs6bXPFdE+NabzdI9RQgIP4e79plhwh9u9OKuPQI8+CmO0utPBxy8+xW90fvbo8GPfWl0YdSLucV7nxK+9Q4a7V/Yrvd2a1Fg8E7d9z8SXryKF01lb9HDOI2Tq3rRaraZrtyVOAbtQOLAV81fe/hRG5OE/9wWlrc2zKf2/rY6gy1F+OW2YR8Px1W9am5PxfI5Xjef8OM+mIzwVTcrNXBFgwJfmsUeDtyYhgafW7cS/pkV319ghMHQM4FY8PlZPQBh7BlgKHjbtwkuNPjMPwb8z93Ti+JHX/GBAf+7rOVqp9kYYrQ7CnzFEVnLQykOLunEgRe5i0Sv13h2wjfdQ6R/7h4+Tpzw1XcQivC2fc+8Xt9uNCUe3IHgc+8IvtxqNiFWI7oOBv6ThyP1HeOSfK0FGHxmkbfck2u9f2T9vTxMZmLR4Ft+bTgFuXvv36o+RF97I3z+14ZTcHXn6CHlS0KrI3z+13YTkL5v6pSi2KdVEN7rAr89s++36IS276Dghy/w9aM66MpPIuEvfm83BaX7Eb6n7NzzCR/2PwpH+OtbJHu9Wlb10WUjGpNH+OtbOltfcPfvm8/LLu8s8ipTR/jvTTrH6l/La2xfS037c4d/RSN8+bb7vRb5zz8f+JZTc4LHa04RvnRT18ujo0X++7XxnGy4vEC0J8IXLsfrfUOE36OX5b6ZUWvzAwj+1l78S+adMLZVfWYazF82S/jfr9O8Qu4b/CsJrPhcngsefnVPAou98826WZ/aowul68IUQodffpkTlnrnm9eF/IDlnfDrL5XfWy6GT8mbX4mHAz/4mqsv+dW63jYY+OGn4r9dbd2Zhg0vML8bnyIcXOb7DQVea343bfbnd9a5H6+U2iUYDfDXtNyq1+hzPX1qxkss8tXT4CoM+N8O02l96vFqO6NA4Nf29P6uuTILDT6mj7ao1F0I76DfofHvkdLLF9HKjVJ5+O0hwh+f7A12pQjvNGWYq+s8dMecjfDfdOWzQzf5wKlkhP+mCq93Ydf9CP9LU17rUs6eCL+kJ+9vy+5N+CgtH5fuhN8KSvt1hPee0u484b13FOrb8ApbPYPRivBbe6Cbl9T/HuNTO4rwWzur1z3432W03tkJHxdpvW66t70IfmSEj4ousk+w1/0dTOJO+Lgd/PHG6jXAFO6Ej9vDH5xr4edwJ3zcYVV/km8biO8IH7WZLS9qjm6r3C+fxJ3wu847dMlbruwJP2PnQzgh89r13LI/izvh933c1uU8xJdlpu+/XbI55FXu9yP8rj+4dQ1fp7gu+CNe5X4/wu/7h7g8t7e/QdVE7oQ/FZbj7aMnRDfCnwrrRt2wC+IMIvy58HEPAy+BNYjwiUJY33l49KSoRfiLHuxO+HRTbaDfivD71iNys9LXTjfhd4XEdx6qvW6z/m3OCb/LEXwEHXlf/wGEw70vInxcSH47ovVjJjPKl7/8nmK4HoEO/PDF5WbW8Lnlt2ahPX4k4W4w5ScFFXi1z9NQzviNkfbvxlN7pUf0+PjhrSNXgrd4exH5TOH7Z1C8Ym9OcVU/nXy4+El6VCLLRc8CprRxN6V8uPxRbjRya8OOAWlt1U+4tj9OrdJrZ53MFLXdOS//wepMrp/zM1e4H7+UIBFXcsNO+LWkiTCUI3fCL6VRZKkI76+TidwbHPi89prw385vg7JchdHFFZ1n8bNd94nwnxILfPSyiu/X02n68jlSX9a7CP/pLHR8weTvm/jE7TWrZ/U34b+1GMUnTIUGOSLCv5uR1jNoF4/z7k74dwfSzC+WJnwHUu6Rzp/ePxG+B+n25TPjg4cXOUCz+6l7gCYRXmQg22EaicFZhA4vBBWyl8N6DRxejGom80/Y8IJcs8lDw4tiTSaPDP/gyyzKAcM/+cKqcrDwGpvgM8mDwuvseRHeeVAfN5UJDl7xOAvhnaZ9cI3w7jL6+LeZ5J8Ob/qJf4T3ku1pk5ncnw1vLEF4J1lDEN5FA86OzyT/WPgRCIQf3xADwo9u0EVQhB/bsGvfCD+0cbOf8AMbeKnrTO6Pgx858wk/MMJXRvhnjLu5h8EPnfeEHxfha3sW/OBZP5M84Z8z+qYeBU/3+gj/mNG39SR4ujf0IPjRM370+Nt6DPz4t6MYPgFNPQXew1z3MA3VPQTexTx3MRG1PQPexyz3MRWVPQLeyxz3Mh01EV4wL9NR0xPg3cxvNxNSEeEFczMhFT0A3s/s9jMl5QgvmJ8pKTc/vKe57WlaChFeMk/TUojwoo0/Y1Db9PDO5rSzyclHeOG8TU8uwks3ydp+dniHc9nhJCUivHRc4k1yN5fdTVAmwsvmbXqyTQ4/5q1u4hxMz60I3znOw8cN2k5KR4TvH2W87E8jPzn8gBmdHaPp+yV3R/iakYTtu3lor5sd3kI+bNtz+iOzivAuRmEf4V2Mwj4B+HUFOGRVSPh79cB/ncPvm+2LaYS/V9cSv+26/hb2Acs84e/Vt6oP65fPN81zqH+W0v1mfUv8Dr5xBn32jrpnKuFv1vUcn/qn9rH7lUXvNGhG+Fw3jlJLHdi2QHnSYZstMfjGBT762jtm9R4pL3IAp/lgZpD5nFczkAfKDzpyJzIn7TgIL5HQyQ6LFfDzzs2sqcBfzqhQuoPAOGR6JPiSAvzf7nnIzrVp3B/NrgH/22DPzLdZdt8fzq4Hn6ORgddTefCz+j5jeOfuAOBLtvAyx2303LUG7DCNjbvoa+qmztmruFQSvqvk+ZcQVrK+2auIg+SutB+f2Dr6nITt3m7SfBKGcjc8ciexqaxpg+U+1VW2qos7mPs88HL71okBwbFPAi96RGV5XUw0bDz2GeAlztvHuDtxSPNP/uGZSoQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aIQHjfCgER40woNGeNAIDxrhQSM8aP8DqWaPVGm0kmwAAAAASUVORK5CYII=\" alt=\"plot of chunk unnamed-chunk-33\"/> </p>\n\n<p><br>\n<a href=\"#contents\">Back to Contents</a>\n<br>\n<br>\n<br>\n<br>\n<br>\n<br></p>\n\n<h1>4. USING RASTER (GRID) DATA <a name=\"raster\"></a></h1>\n\n<p><br></p>\n\n<h3>Downloading raster climate data from internet <a name=\"getdata\"></a></h3>\n\n<p>The <code>getData</code> function from the <code>dismo</code> package will easily retrieve climate data, elevation, administrative boundaries, etc. Check also the excellent <a href=\"http://ropensci.org/packages/rwbclimate.html\">rWBclimate package</a> by rOpenSci with additional functionality. </p>\n\n<pre><code class=\"r\">tmin &lt;- getData(&quot;worldclim&quot;, var = &quot;tmin&quot;, res = 10)  # this will download \n# global data on minimum temperature at 10&#39; resolution\n</code></pre>\n\n<p><br></p>\n\n<h3>Loading a raster layer <a name=\"loadraster\"></a></h3>\n\n<pre><code class=\"r\">tmin1 &lt;- raster(paste(getwd(), &quot;/wc10/tmin1.bil&quot;, sep = &quot;&quot;))  # Tmin for January\n</code></pre>\n\n<p>Easy! The <code>raster</code> function reads many different formats, including Arc ASCII grids or netcdf files (see raster help). And values are stored on disk instead of memory! (useful for large rasters) </p>\n\n<pre><code class=\"r\">fromDisk(tmin1)\n</code></pre>\n\n<pre><code>## [1] TRUE\n</code></pre>\n\n<p>Let&#39;s examine the raster layer:</p>\n\n<pre><code class=\"r\">tmin1 &lt;- tmin1/10  # Worldclim temperature data come in decimal degrees \ntmin1  # look at the info\n</code></pre>\n\n<pre><code>## class       : RasterLayer \n## dimensions  : 900, 2160, 1944000  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -180, 180, -60, 90  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +no_defs \n## data source : in memory\n## names       : tmin1 \n## values      : -54.7, 26.6  (min, max)\n</code></pre>\n\n<pre><code class=\"r\">plot(tmin1)\n</code></pre>\n\n<p><img 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\" alt=\"plot of chunk unnamed-chunk-37\"/> </p>\n\n<p><br></p>\n\n<h3>Creating a raster stack <a name=\"rasterstack\"></a></h3>\n\n<p>A raster stack is collection of many raster layers with the same projection, spatial extent and resolution.\nLet&#39;s collect several raster files from disk and read them as a single raster stack:</p>\n\n<pre><code class=\"r\">\nlibrary(gtools)\nfile.remove(paste(getwd(), &quot;/wc10/&quot;, &quot;tmin_10m_bil.zip&quot;, sep = &quot;&quot;))\n</code></pre>\n\n<pre><code>## [1] TRUE\n</code></pre>\n\n<pre><code class=\"r\">list.ras &lt;- mixedsort(list.files(paste(getwd(), &quot;/wc10/&quot;, sep = &quot;&quot;), full.names = T, \n    pattern = &quot;.bil&quot;))\nlist.ras  # I have just collected a list of the files containing monthly temperature values\n</code></pre>\n\n<pre><code>##  [1] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin1.bil&quot; \n##  [2] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin2.bil&quot; \n##  [3] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin3.bil&quot; \n##  [4] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin4.bil&quot; \n##  [5] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin5.bil&quot; \n##  [6] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin6.bil&quot; \n##  [7] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin7.bil&quot; \n##  [8] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin8.bil&quot; \n##  [9] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin9.bil&quot; \n## [10] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin10.bil&quot;\n## [11] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin11.bil&quot;\n## [12] &quot;C:/Users/FRS/Dropbox/R.scripts/my.Rcode/R-GIS tutorial/wc10/tmin12.bil&quot;\n</code></pre>\n\n<pre><code class=\"r\">tmin.all &lt;- stack(list.ras)\ntmin.all\n</code></pre>\n\n<pre><code>## class       : RasterStack \n## dimensions  : 900, 2160, 1944000, 12  (nrow, ncol, ncell, nlayers)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -180, 180, -60, 90  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +no_defs \n## names       : tmin1, tmin2, tmin3, tmin4, tmin5, tmin6, tmin7, tmin8, tmin9, tmin10, tmin11, tmin12 \n## min values  :  -547,  -525,  -468,  -379,  -225,  -170,  -171,  -178,  -192,   -302,   -449,   -522 \n## max values  :   266,   273,   277,   283,   295,   312,   311,   312,   300,    268,    267,    268\n</code></pre>\n\n<pre><code class=\"r\">tmin.all &lt;- tmin.all/10\nplot(tmin.all)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-38\"/> </p>\n\n<p><br></p>\n\n<h3>Raster bricks <a name=\"rasterbrick\"></a></h3>\n\n<p>A rasterbrick is similar to a raster stack (i.e. multiple layers with the same extent and resolution), but all the data must be stored in a single file on disk.</p>\n\n<pre><code class=\"r\">tmin.brick &lt;- brick(tmin.all)  # creates rasterbrick\n</code></pre>\n\n<p><br></p>\n\n<h3>Crop rasters <a name=\"cropraster\"></a></h3>\n\n<p>Crop raster manually (drawing region of interest):</p>\n\n<pre><code class=\"r\">plot(tmin1)\nnewext &lt;- drawExtent()  # click twice on the map to select the region of interest\ntmin1.c &lt;- crop(tmin1, newext)\nplot(tmin1.c)\n</code></pre>\n\n<p>Alternatively, provide coordinates for the limits of the region of interest:</p>\n\n<pre><code class=\"r\">newext &lt;- c(-10, 10, 30, 50)\ntmin1.c &lt;- crop(tmin1, newext)\nplot(tmin1.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-41\"/> </p>\n\n<pre><code class=\"r\">\ntmin.all.c &lt;- crop(tmin.all, newext)\nplot(tmin.all.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-41\"/> </p>\n\n<p><br></p>\n\n<h3>Define spatial projection of the rasters <a name=\"projectionraster\"></a></h3>\n\n<pre><code class=\"r\">crs.geo  # defined above\n</code></pre>\n\n<pre><code>## CRS arguments:\n##  +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0\n</code></pre>\n\n<pre><code class=\"r\">projection(tmin1.c) &lt;- crs.geo\nprojection(tmin.all.c) &lt;- crs.geo\ntmin1.c  # notice info at coord.ref.\n</code></pre>\n\n<pre><code>## class       : RasterLayer \n## dimensions  : 120, 120, 14400  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : tmin1 \n## values      : -12.3, 10.3  (min, max)\n</code></pre>\n\n<p><br></p>\n\n<h3>Changing projection <a name=\"changeprojraster\"></a></h3>\n\n<p>Use <code>projectRaster</code> function:</p>\n\n<pre><code class=\"r\">tmin1.proj &lt;- projectRaster(tmin1.c, crs = &quot;+proj=merc +lon_0=0 +k=1 +x_0=0 +y_0=0 +a=6378137 +b=6378137 +units=m +no_defs&quot;)  # can also use a template raster, see ?projectRaster\ntmin1.proj  # notice info at coord.ref.\n</code></pre>\n\n<pre><code>## class       : RasterLayer \n## dimensions  : 132, 134, 17688  (nrow, ncol, ncell)\n## resolution  : 18600, 24200  (x, y)\n## extent      : -1243395, 1249005, 3372876, 6567276  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=merc +lon_0=0 +k=1 +x_0=0 +y_0=0 +a=6378137 +b=6378137 +units=m +no_defs \n## data source : in memory\n## names       : tmin1 \n## values      : -11.59, 10.3  (min, max)\n</code></pre>\n\n<pre><code class=\"r\">plot(tmin1.proj)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-43\"/> </p>\n\n<p><br></p>\n\n<h3>Plotting raster data <a name=\"plotraster\"></a></h3>\n\n<p>Different plotting functions:</p>\n\n<pre><code class=\"r\">histogram(tmin1.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-44\"/> </p>\n\n<pre><code class=\"r\">pairs(tmin.all.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-44\"/> </p>\n\n<pre><code class=\"r\">persp(tmin1.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-44\"/> </p>\n\n<pre><code class=\"r\">contour(tmin1.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-44\"/> </p>\n\n<pre><code class=\"r\">contourplot(tmin1.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-44\"/> </p>\n\n<pre><code class=\"r\">levelplot(tmin1.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-44\"/> </p>\n\n<pre><code class=\"r\"># plot3D(tmin1.c)\nbwplot(tmin.all.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-44\"/> </p>\n\n<pre><code class=\"r\">densityplot(tmin1.c)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-44\"/> </p>\n\n<h3>Spatial autocorrelation <a name=\"autocorrelation\"></a></h3>\n\n<pre><code class=\"r\">Moran(tmin1.c)  # global Moran&#39;s I\n</code></pre>\n\n<pre><code>## [1] 0.9099\n</code></pre>\n\n<pre><code class=\"r\">tmin1.Moran &lt;- MoranLocal(tmin1.c)\nplot(tmin1.Moran)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-45\"/> </p>\n\n<h3>Extract values from raster <a name=\"extract\"></a></h3>\n\n<p>Use <code>extract</code> function:</p>\n\n<pre><code class=\"r\">head(locs)  # we&#39;ll obtain tmin values for our points\n</code></pre>\n\n<pre><code>##   country\n## 1   Spain\n## 2   Spain\n## 3   Spain\n## 4   Spain\n## 5   Spain\n## 6   Spain\n</code></pre>\n\n<pre><code class=\"r\">projection(tmin1) &lt;- crs.geo\nlocs$tmin1 &lt;- extract(tmin1, locs)  # raster values \n# are incorporated to the dataframe\nhead(locs)\n</code></pre>\n\n<pre><code>##   country tmin1\n## 1   Spain   6.7\n## 2   Spain   2.1\n## 3   Spain   6.7\n## 4   Spain   4.2\n## 5   Spain   6.2\n## 6   Spain   6.7\n</code></pre>\n\n<p>You can also extract values for a given region instead of the whole raster:</p>\n\n<pre><code class=\"r\">plot(tmin1.c)\nreg.clim &lt;- extract(tmin1.c, drawExtent())  # click twice to \n# draw extent of the region of interest\nsummary(reg.clim)\n</code></pre>\n\n<p>Using <code>rasterToPoints</code>:</p>\n\n<pre><code class=\"r\"># rasterToPoints\ntminvals &lt;- rasterToPoints(tmin1.c)\nhead(tminvals)\n</code></pre>\n\n<pre><code>##            x     y tmin1\n## [1,] -6.4167 49.92   4.2\n## [2,] -6.2500 49.92   4.2\n## [3,] -5.2500 49.92   2.4\n## [4,]  0.5833 49.92   1.0\n## [5,]  0.7500 49.92   1.0\n## [6,]  0.9167 49.92   1.0\n</code></pre>\n\n<p>And also, the <code>click</code> function will get values from particular locations in the map</p>\n\n<pre><code class=\"r\">plot(tmin1.c)\nclick(tmin1.c, n = 3)  # click n times in the map to get values\n</code></pre>\n\n<p><br></p>\n\n<h3>Rasterize points, lines or polygons <a name=\"rasterize\"></a></h3>\n\n<pre><code class=\"r\">locs2ras &lt;- rasterize(locs.gb, tmin1, field = rep(1, nrow(locs.gb)))\nlocs2ras\n</code></pre>\n\n<pre><code>## class       : RasterLayer \n## dimensions  : 900, 2160, 1944000  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -180, 180, -60, 90  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : layer \n## values      : 1, 1  (min, max)\n</code></pre>\n\n<pre><code class=\"r\">plot(locs2ras, xlim = c(-10, 10), ylim = c(45, 60), legend = F)\ndata(wrld_simpl)\nplot(wrld_simpl, add = T)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-50\"/> </p>\n\n<p><br></p>\n\n<h3>Changing raster resolution <a name=\"resolution\"></a></h3>\n\n<p>Use <code>aggregate</code> function:</p>\n\n<pre><code class=\"r\">tmin1.lowres &lt;- aggregate(tmin1.c, fact = 2, fun = mean)\ntmin1.lowres\n</code></pre>\n\n<pre><code>## class       : RasterLayer \n## dimensions  : 60, 60, 3600  (nrow, ncol, ncell)\n## resolution  : 0.3333, 0.3333  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : tmin1 \n## values      : -10.57, 10.1  (min, max)\n</code></pre>\n\n<pre><code class=\"r\">tmin1.c  # compare\n</code></pre>\n\n<pre><code>## class       : RasterLayer \n## dimensions  : 120, 120, 14400  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : tmin1 \n## values      : -12.3, 10.3  (min, max)\n</code></pre>\n\n<pre><code class=\"r\">par(mfcol = c(1, 2))\nplot(tmin1.c, main = &quot;original&quot;)\nplot(tmin1.lowres, main = &quot;low resolution&quot;)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-51\"/> </p>\n\n<h3>Spline interpolation <a name=\"interpolation\"></a></h3>\n\n<pre><code class=\"r\">xy &lt;- data.frame(xyFromCell(tmin1.lowres, 1:ncell(tmin1.lowres)))  # get raster cell coordinates\nhead(xy)\n</code></pre>\n\n<pre><code>##        x     y\n## 1 -9.833 49.83\n## 2 -9.500 49.83\n## 3 -9.167 49.83\n## 4 -8.833 49.83\n## 5 -8.500 49.83\n## 6 -8.167 49.83\n</code></pre>\n\n<pre><code class=\"r\">vals &lt;- getValues(tmin1.lowres)\nlibrary(fields)\nspline &lt;- Tps(xy, vals)  # thin plate spline\nintras &lt;- interpolate(tmin1.c, spline)\nintras  # note new resolution\n</code></pre>\n\n<pre><code>## class       : RasterLayer \n## dimensions  : 120, 120, 14400  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : in memory\n## names       : layer \n## values      : -10.43, 13.16  (min, max)\n</code></pre>\n\n<pre><code class=\"r\">plot(intras)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-52\"/> </p>\n\n<pre><code class=\"r\">intras &lt;- mask(intras, tmin1.c)  # mask to land areas only\nplot(intras)\ntitle(&quot;Interpolated raster&quot;)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAIAAAApSmgoAAAABnRSTlMA/QD+AP2iVEMGAAAACXBIWXMAAAsSAAALEgHS3X78AAAgAElEQVR4nOy9e4wdWX7f9z1V99G3H3zMzM6stHolHTYkiquH9bBaw2wkSyuR4jqeAMYYMRxFMMJFx1G4oY1NhGDgP4yBEUSxqaXtpDE0BCsOImQQWKNoW8PdlbRrieOOLcmSNSOu1HRH2l1pZ2ZnhsNX9+17bz3yx+/8Tp1zurrZJLsveYvfDxrNW3VPnTpVt3i66nu/v9/P5EUOQgghzSV52AMghBBysHCiJ4SQhsOJnhBCGg4nekIIaTic6AkhpOFwoieEkIbDiZ4QQhoOJ3pCCGk4nOgJIaThcKInhJCGw4meEEIaDid6QghpOJzoCSGk4XCiJ4SQhsOJnhBCGg4nekIIaTic6AkhpOFwoieEkIbDiZ4QQhoOJ3pCCGk4nOgJIaThcKInhJCGw4meEEIaDid6QghpOJzoCSGk4XCiJ8LlpSRNk6XLe2qaLr164AOq9ra3gd3XqC4vJWn67MX1+xva3Xsf54kiZEc40ZN74/JSeualhz2IbTyCo3oEh0QeWzjRk+2sX3w2TZOly68upUmaVjfU6xeftZPXpTNpqjfZ6586qc38G1jp5OTSkrx78uL6Tt1iez8nP7XDTXa1rfR5r6NyA9u+fnsbf/C1u7ZtT1br9+VE7fzJEHJfcKInO3HpzJlL1esdtJPLS+nC+VVvm2iOXr300ioALD5/Zr6uW5VNon5Wzy+kNXu8vFRtC2D1/E/Wz4o7j2r94rPVO/5Q6vAHv9OuLy8d8/bkHdGeh7R9X7uNiZD7gBM92ZHFC2t5kecrZwHg9bV1zJ97LV/5OACcXcnz5VNYv/jiS8DihbUiz4s8L9YuLGL1/M8GM/THV/Iiz187Nx91W6ycBbB6/mdfhe0Hixeu5dVbL724bco8tWx35Da/eu2eRrW+8vIqgLMrRZ4X+dqFxbucgmrwtbsG1tfegL8vabw/J4qQ/YITPdmJxec/Ng8Ap587u1OTtaurAFbPL1hFQu5Z31irJujFC588FW5z9oVPyFR26pMXFm1r6efjL+gkJ2+tXl2r3at8Pbvzzfguo7I7ek7GNP+JF3Y8tPrBb9v1/MKJYF87PPjcz4kiZN/gRE924sTCo3ZvadXw3fWWMe/61PI1/7ng0hmK7OTRgxM9eQAWji8iFC6KPC+u7Ko+XHrRatOXf/b8KuTvifRTaTXy1uLxhWDL9U+/vOqUn2s7yy67jMru6BW5717/1It7/Jux267nz13Rvax8HPUPIvdzogjZNzjRk/vBmknmz73wcV+RSNM92NJXzy+k7u548cInT8P2g9Xzx9LqrUrJsTiZJE3SNPgKdM+jmj/z/CKAS2eSNE2Cb0d3Z8ddB5Ybcdqcfe70/pwoQvYLTvTk3rDKOuTrWZxatt86WhYvrN3l68SzKytntzc+tRx8Nbp4YS1f3qZZn152+1q8sLZ2YRG49Mqr9zSq+XOvVftZvHBhV41+D7ueP3cluMFfvHDNjvuBTxQh+4bJi/xhj4E8Joi18exKsX0KJ4QcILyjJ4SQhsOJnhBCGg6lG0IIaTi8oyeEkIbDiZ4QQhoOJ3pCCGk4nOgJIaThcKInhJCGw4meEEIaDid6QghpOJzoCSGk4XCiJ4SQhsOJnhBCGg4nekIIaTic6AkhpOFwoieEkIYzlok+LLemP0uXx7FvQgh53BnDRL9+8SfPn1jxayLneZHnKzjDmpmEEHLwjGGiv3Z1NSiXbDn93NnVq9cOfveEEPKYM4aJ/tjxRVvBOeDVVy4tHj928LsnhJDHnNbB72L+3GsrS0maxuvPrhTn5g9+94QQ8pjDUoKEENJwxnBHf5+kybZnAEIIuV8e55vaMUz0l5eSV54rlk/Z12cuyerFC2uv7Sbd7PSppEn6OH9gjv/xd4M/hH//e+5+Tv6PP0oB/I1vfezO3u9+KThXiQGANFxs1a2s/QorNdrG763UtnkKAFkLALK2rmwBMOEisg4AFHafRnrwfzu0TfCuKXRAIwBIMgClvHaUdqymaAGA/M66duWoBwBFJzy+wvUGoJQXSe6vtLuW3vJ2sIuqmxYAlPK75qbtqY+O1V/9mN84jjNgSmZ8tVf+7/gv6aQnhJCDZ4wT/fraG77NZn7hxEuvcKYnhJCDZjwa/aUzyRsXrv3C8/jZa4CVa9bX3lg8/smx7L6R7EWriXjoos3F11MA5z6cA/iHf2AfpYclAPzMd9qx/d1/m0KFlL/73fc84N/+Ugrv/sUqMCZokyJYKftqh1pNurN047CijfRThu+VdZsabZRm21uWoueU4VjLBIBJkqBx1Lkv2vg9QzWiqjcTbF7bm+xfdRh7cDJyJxYZT95R6WZbb4l3OLqh/xYZI2M446eWizwvfgE/uXB+9dIZkWteXUqPXX1hV42eEELIvjA21838udfyc27p9HJe7NKYEELIvvHo2itJA/jHb6QAfvqEVWBEtBGiP/R/7/esktOqE1v2TlHuuHmtzcatl2fbtgnapHsfRpHEL6LX8KUP+V0CnlYjSkgkgJQJgLKoe/KORJ4kcMvEgowsWieMviXjMbJJpOdUZyvoVhCZKLLZ2G4jWSmvGwzv8sYNxTJCCGk4nOgJIaThULohB8LPvV65X0TAgafhQDUWbBNb/CgkcekAmE0BYDoFgK627CQAcOY/2s2Z4xtsIitOpOTcg0oTEekqshiuNLXai1VO3KIoOQWwzS2TqtZRa+bxe4tw8o6/obaUYCjbwukwItqUbtGzEyW5Nhm5fowL0aoTnZRWuJL3l+OGZ5wQQhoOJ3pCCGk4lG7IgfDffbhGURENZ1gAwH+vEVIv/n4VIQW99RBZpqP3IfJCRBu3Ujb5jf8vsOv0EsAzzwTBULuKM7lIFNpGBKWirGlZG361LdCpNjRJ25i6fuXdIsxjIxvmu/4/lSCpSLqpD4YqACAd6pGIpSeHs97AiTZhbJSXTgdQh48MuDXQ4RfBHiXUS8KpcrcyBbbZdcjBwzt6QghpOJzoCSGk4Uxe4RGmKW4k/4umvul4+sy03ofMpQAwJQJOKN24W5W2J904eae7s6Mmr5NPatkpUYvssS3LI035MuoANlmxGWkGYMkzHHlvkjqfTFHnXclqUgGXTqsRM0wk4BRBnmSTR7mIPay60tGWbX8Apeg8nQ0Apao0wWCiXDeR6JR1AZhsSvfVA2CKDoAnT72y45AOgMd83uAdPSGENBxO9IQQ0nD49Te5T/7nf5diW6CT429/x10ek39Og6HEnzOl28sL+T1TJ91Ejho3AFkvWk0k74h0k+8QouULKJGeI2+NwpVRpaKklF1oI6td7FM9o9ooJDG0uLinYDROutkhzU7Qm6neikpK1ZWvqoSj4Qy2iTyySZkEn7vx60xV43+siz09FHhHTwghDYcTPSGENBxKNyRACjxF1Zf83+7FVGQh2TkcyeW6kS3+1okc6q5xRNJNLwlWdjy/TSvUaqLFaKWt2Z0nANKWVSciJUd2UoQBU7WenKiNv2HqNBN5YUoApdZ70hLd2qnVTMJ9yErZfKc8vjbbsJzPqKp4BqAsd0hT7EczubgtZ4aBFwwVxUYJotIMZ2xnwzlAq4pXFcNzAKaKvJKhtqE2GwAoutWGZIzwjp4QQhoOJ3pCCGk4DJh63Hnh39ZU045UGj+ICWGkUuS6cZKDzRUT7su/rYg2dHv0o6JmkpqVUZribijdxIlobG3qXW9okgLAqE4yEQEnU4lFLjtnGfET6bTdHrIWoPFTLkdNLrl/63IXx9WXvIw3sHFMZtTVxSC4ScefARo2FWW8icKX5PeoZ98UKUbcMp0N27B7u+oNMBLx1D8CAIOj2muv6i3RXDeJptCxbTqAajXOdYMWAFOmAJ742M9jjDzm8wbv6AkhpOFwoieEkIZD181jxyd/J/DAmFCrif7y+7pKpOdEqWYiClEgQl+Jr6vsJBb5tplaJ0/0+B3lsYn2qLFRRdByZyUnfsPs+q4/Kt2vtd/YRL5R6uAgminKDaOOGvnd8lvWl21yr/2S31X98TBuy7qPRAjq6aB7AJAOAM880xoF/UjjbBqAyee07y6A0gTynCn9Kusq15QdAKbK4cwKUw8HnnFCCGk4nOgJIaThULp57PjZ763xHvzM7wbpR9zff1FgxHbScrlivN/YVfNJ6hSYyGaThhJQx4uKivqMnDwyqoEuyya1Pp8otUoa5ge+a77iSvMpd1i/HdmFO9ORl0aw8kiYecbm/nXSTVqzSX0d8FoPj13USk9TAJB3g3dNBqBs9+3K9lYwVJtgWdLaOLePCDIF/FNShjFWng+rNG5UOVyEFxkjPOOEENJwONETQkjD4URPCCENhxr9487f+e0UnmIe6azwZeRQDY88l0moqid1IruvzjuBO5Lja1V1IUfQUtLEJ+G7Ua752n6KnUV5J377NkC3chdRvl7Hr7K6R7upu8HynZQqzRvfOhl1Wxv1WvXWgpPmYdV5k/f8lmW6BRcT29XI2NYIgOmrk9Kmnp8BYEon7rcAK+7XHKyOoHrpvioo29XmZIzwjp4QQhoOJ3pCCGk4fIZ63PkH3xe4Lf+H30mxTcApJOFXqNLsEi4LvbAS7zVgvZi1pfYSE7+A9/DvF80b7XAgqS/auDhV33MZ5SbbxRy5N6K0bjpW7+apFYkbeiYyL+XZfXgNk8ggmwOhO9NRhdR6Lkmjm6d9aBazstv3NzH9Q3ZxcBQq3Xj2SkEUJM1llvQBlMal4K/y0aOc1k2khx7IeOEdPSGENBxO9IQQ0nAo3ZCAoQggTuUQPcD7DdVnst2lG2/RKTC+nuPUhziRvfwTKjCZ17I2XBahe6ftKgKi6mcnU4jfodNz/Maxd2j3lPel93ZULNBF5Jo634+X1MzUZjGDFW3KJPZGYXu4qU0WrwpZkQMo0z5QuWWs36Y98MdmhpJH3s4MosCUZgTA4I4eYgkAZguw+g+AMtlyIwRQFilc3HThDEItAAZOySFjgnf0hBDScDjRE0JIw6F0QwIufN/dy61J9cHo0rEZx5z0IS/qbiSidWko79gEarIQRSHV6TlRVrXEG4xrU5cDrBqGTaNeZ9eJNwlDvTTEyXuN0HUTZk+7S0VDITLPyGJqrUZWtEnDz0iy24sFxolCUiDQVQRMRVcZAl7qeQlxylsATH9Ge2v5bcr2TUD9OWV4UqyAU3t2I9yBi+2nu3NLciDwjp4QQhoOJ3pCCGk4lG7IPfPiX6ikg7/3e+rrCBUYeZHVuUuiOKNRufO7uwopdkdhlvxIz5Fc84E4E+7ofqhVYJysEaSsiUoJ6oZ5CsBIwFSm6Wj8tDauN1PCt9lEdf5sm3ATr7co143qQjbuySbSkd8uH70/GKBsDQAAg2C/3iBNNqWbdAGYXBclrU0xBcAUmjkHRwCY9AmQ8cI7ekIIaTic6AkhpOFQuiH7g9wy/Mx3BoaQn3s9xQ7qSrJDrmCJdYqyDftJj5PQZuPwY6NcQJGmx63ewnYNx+s83Yu847w0d3XRlKEVR9UVK9qMuoBXNdC+VwBeNhtZdDabulCpANVqzKgHwIwO6/oZAKYI7C5l0geA0QYAtDbqd2HLDYqHx9l1SjjlJ+/pHo8CMIXuEV0Axs4ws7ZN+2kAydTTdzkKst/wjp4QQhoOJ3pCCGk4Ji/uHiDzSJEm6cSNmQgXX6+qWXX0HsMuhklyukmwUhajdDq1RAYbX+1xiZFtVhxt066Tbna5A6rKV/lZbnLtPqtLPhxJN8MpYJt040dXOVFIVjrNJPV0Fbdh1gFghtMATP+o7uJJACbTbMM2UbB06xSYLTgBx6WsMTXSjc05XB2UHLLIQbpHHAVgkpmgjch1iZVukt4zAMzMBwDMfd9HMEYe83mDd/SEENJwONETQkjDoeuGjA8/fiqpi5OCCiNR5hy/TW2976pNXY3y2oCp+s3retulmPheEQVGBZmyNYQL6nKyjK/2pEWwYZTWWCQgV3FbDDb9owDM4Cm7Mj8K+KWdpJ9NaM7haqXVYdQ8Y1UaDaqSguDlFAADNe2YOQAmOQLA9FS6aU0DKAs9nHyr+p1qFFX3MAAzy4CpccM7ekIIaTic6AkhpOFQuiEHzv/076zc4t9WOOnGmjNUVwnS4xRBm+i2pB2aZ/wme1FpdsfPSJyWoQemGp7nt8n0v5IfABW1DxdLDAEYVzG88ESpMNuwt03idmGGWmJ7MAvADKWK91FtKaJNncGm1CTQ5QwAFD0ABq7w9zR880xrDoBpHQJg2rqyPQ3AtKcAoKUbJi0AJrO1wsvhJgCMNgEgVSHo0NMAcEgHScYF7+gJIaThcKInhJCGQ+mGHDhRAhxBgqfgxAWVKPya41lYqtuqOqHtplsXG+XY3aITtDQA0HZ3PjbuSWw3UYXuMNeNaDUuYMpvHGYbjkkKAGWpVbmjBMW1yLtZBwBG6pMZzgE2fCmy2ZTpe7qvEWCtNS7EKTEfBID2UQCmpeloOocBmGlrjDEzRwBgZg6AaVsFpswzANjcAFBu3tIdZgAwpf10pwFgtAUAbeu6MYePAjBzGsZFxgXv6AkhpOFwoieEkIbDiZ4QQhoONXrycDj3YSvci1jvXIRiu/SVemhsap4AvgqfVO0R5iaLqA2XbYdJzSRvGkZae8/PTeZkd5HIneAui2J2dK5Kv42aI8vIZymYAoBxnUtNQdljlcWsalntS0Jhh9bsaHIvYZnZ1N4zAHAZyoo2AFM8CSfNA6bzdQBM9yh8UX72CQDmyJN2w940ACQJAAy27MrNOwDKW+8CKG79ue4iA2C6mo++JcULCwAm12H0pwFAtP5DczXnhBwMvKMnhJCGw4meEEIaDqUb8pARDecf/oFGz4poE7axadRLABiG4bJO3pHtC6+TaPMoAb2TbgLRZqRxnmKXDOv8mchnKWJLESagF9VFEseX9qCM3xKuQGAW7GLYg5osy64W9pMEZK5zMVZmXQDINDK2bMs+AJTp7WDA2RH7ovw6ACb9OgCmo4GpkmssaQFegOtUDwA6ujjYAlC+/x6A4uZbdoeb7wEo+28CKPOv2JXoAzB9jZ41MwCMmQJgWpr4bPM6AHPrKQB45hmQccE7ekIIaTic6AkhpOFQuiGPBH/7O6wJRzQcUWCcVUVSnsniSD0vIi5kYXI0wV3WqafhRDabqiShCDJZEOBqRMMpagScSoHJ2gBM3gE8g02n7y9aRlMATObyuRcAyvbAbxL1U4+N1A3HY3L32xUCNFLnr/yAXWx/E4Bk5hsBmK4NXrUBruKocdJNGnRebt4BULz7pwCKW/9eN3wbQGneBFB039INB4C19wAw2QwAk89B6xoCMNn7AMyWLP7gbkdK9hXe0RNCSMPhRE8IIQ2H0g2ZMNIwisrV+cu8NrHrZi/p6VuhB0ZEm9EUoO4al3fMKSd5GwBEckmHOr4hoB4gV+1PRJstTeaViNhSVK/dov9bI61MXndDphuW5jagIVEj9bcUTwIwxmomydTTAMyhDwIw03YYEsdUZkMAxik2RVH9BrDVB1Buvg2gzL+k5+bPAJSd6wDK9h3bshUoUZJzrRxtADCjge6xD8AM3q85HHKQ8I6eEEIaDid6QghpOJRuyKOF2G/+8RspPMlllww2LtW9fyk7PQd1os2e7m68MoGmCPUcF76Ud6CZZ6pCgK0BgDLP3eYAMJwBYEazOqoMANp9AKXRBDJlzbiMX63QHwlQmZJscp0WAFNqknrMAUCqYlGrBxVtzJGwkl9/E7ASDYBy4zaA8qZNZF++/xUAxeBPARSJBky13weAlpQJHNl+bKSYXSxFyZHFxEo3ZXYbasUh44R39IQQ0nA40RNCSMOhdEMeRX76RA7gn14NEuDYlDVhy6hYoG2pio0IO1bJCQsT3uUeRxILh9mGdRuVi7IpACi6QBUoJIKMkU2qan8zAJBrwJQMOm/D15bEmSMCiJNoyhxQ849u4oZoO89mACCbA4DS/Y9uATCp22PH204PvTsFwBQFgOKWdcKU178MoLhtY6OK4ksAyvQtqM0GAJJh1ZtTnEwJPwrM5vMZAkBHU/fIMWqCZTI2eEdPCCENhxM9IYQ0HEo35NElCV/UJh+uFneOioqS5MSYAkDalkAh22tp/TYJ/PpQsjJXGaQ0AEzRCXqTQCERLlzLaLCSskZ0DFVpJKiqFJuKi9tqDav22qGJ0hRncwBMcRiAgQZMtT4AwHQ0TXG7qvdU9m0VKjMcAiiuvwOgeOearCw2vgigMH9sR9r7GlxUlDPY+AYhjRQr5UVbTUQSz9UaAigz3dC34pAxwjt6QghpOGOY6C8vJUuXq9dpKj/PXlw/+H0TQggZp3RzeSl55bkiX5al9Ysnly5fWT41xgGQiWH5D1MAHRcw5ckyu+exsQlw3CIAoFYpcEFVA6+frppG2kkBl2pmpB0Me4CabXwNB34U1RQAjDzTDtSmkgZFxk02HWwoyWpwG0AlMkkPqfp8pPFoDoDJDmuTHlS0Sbr/oV058yEAZkoDpjpTACDJbW6qwWbrDoDi/XUARf/37Sg61wCUXQ2YavcBFVuc+8jLpVw6HUZUJpeBR06dxJFFuZd3T8VMDoAxSjfra28sHj/mFucXTrz0yuVd2hNCCNkPxjPRXzqTnLyIM8/j6jW3Lpr3CSGEHAxjkG5OLRf5MtYvPrtwfhVYei5fPoVXl9IzWCmW5w9+92RyiXLd7H5XIlJMlABHPTSAp+cMvZbVvqSNW5mOAFiviiowVohIbEZk6zPJh4AX4lSkAIzIO9pSC4hr75KXRtpUAUcFnF0nzfyVzgskfhtbtqlQ6QY9ACY5CsD0bMVtc+hpAKYVOIJsSaktm1i4uPkVAEX/jwDkU6/bNoe/Al+QsWcjqwbjXqR5sFIOxKV0lkPOgwM3BW1+AID1iyePXX2hcMr15aXkzCUAixfWXjt3ELPi2KSb+XOv5XmR53Jop5fzgvI8IeTx49Wl9Nj51Wp5/eKzZ7CS50W+9vzLC0sHomc/uvbK1Plzwp+HPS5CyGPKg89Il5fS9MwbF1YuLFbrrl1dPfvcaQCY/9jziwfzzeXDeJKKH1vqyYu8dj3n+seBSKsRmaVtalZih0XBz3LjAqZsyyh+KtR8pHFb1AkXMJXkcOW/nRAhkkWu6WhsFao2AGQ2qYvkEI5VDkmSo+W8y9YGgLJ7GwB0F+JdSVyKG6m4XcwBMHAZY6YBIJkCAOM8PAW0epR3OgoA5cjGNJXD96E1vstZm4K4OPy14JBzb+TO/JN4ZbBcFa2tHgCzZUO0bJ6fsGAW9HRgcvk/w8W/vuOMVDuDnVrO82Vg/eLLbtX62huLxz8pr+cXTuDltXWc2m/5Zjw++vBv4LHzq7h0JknT5GCeUggh5GAw4Q+AvMhrf/ba49rV1bs3elDGMNGfWi5WzgLA2RU5BdcuLNrXlOkJIZNEYoKffWDh+OLdGz0o49HoTy0XeV489woDYgkhk8z+T/TzCydW1Xe+vvYGTiwcgO1mnBr9qeUiX16/ePLY+VWcHeN+yaTi/iOJOt/yfkOTuj/4rUoSSv+ChtQWANptzdslNkfnfUw806HmWLcZx/IpAMb1WqbVb6hInQyg0jyAcvodAOXMdQDllNXobRFBZ8GsKzdoB1tsASi33tN1UtjP2ittUjNZLHT85RBAmd4GUPZu2R0eugEvbLgth1DsfJpduUT7XYXaKzUXP4AyceJ+Vv2eTA7g1vjY8cVLL37qk6c+Mb/+6ZdXP/7CQegcY/8ydv7cleLcuHdKCCH7gdmXu/iA+XOvrVxNFtLz4qM/ED2b8QuEELJX0v2Ra85dCYxIElV6gHCiJ48ikZzi56Nv6/+0SMmRd4t7d+7VJruXfiQ8NGnZMNFU/IUqVpS++VLTsmMwB8CMvDBX2NzxprRCSplsASh77wIop7U+X+82gHLmNgB0tSDf5gzgh6RmAEqzIb3oYKX64BBA2b9tG8ow0jnbZOopAOgdBWxW+grpp2XH3y8AYKBN2qYA0E0K+KKZvBA9R6NeS1G0OptBt5oALmCS89Hv/w39WOBETwghe2V/voAdO5zoCSFkr3CiJ+SgSOpcNx2xwIRtdsl07uVQBzyxtfBWxgIOACBzcpAUHXS7bA8RFh3UbtRYMrJuEyOSS2n/u5XdmwDKI18FUM7dkJV5ZwDVTFy0zexUH34sbqsPAPlGtSPAlFveog5DomfLJ+3aQYLKBeTORAIXZ3vrabvHbh/AbM8qMKMkAzAoAWAzPLkpCgCJxtD2Dl8HkPbURCSBsqNusI0NLR5gYnl0k8bsCid6QgjZK/vzZezY4URPCCF75QDsleOAEz15FIkqAgoimXT04bkdKjl2Q+y26ONynPmiTaorZS/1z+kuesgPI1JnjmT+EkOOUWOMzVzf1lRls9cBlEeuA7ijHhiRa2RUlViUFgBmZ27aDbfmAPXwuOGYKm7LFJqAPs/9xTKbAlAWMkgVq4pbAFB2ACS3vkXPSw+eF6h99G0AN7q3AbyrhyhKzo/P16RzufInVthqi3EoVG5G3sf6zPaNJwFKN4QQ0nD4ZSwhhDQcTvSE7AM/93oKYKruCTlOQA/Ac90IaZhWPk467xGLPJFYJO4XU/12u0xbmqpFIqdEq3EJ3E0JwEhdQNebLKoCk8/eAnAjA1QGiYaRhanzZ2ds8b+y/z5g88mUmcoiLc/E4lLuDCX1vMZ2FUPv8Gz7Mr0JoGzdBIC2jbRC9w4AzFgv0GD6NoC3+gDwlko3f+Nbd8zBe/I/qHnrf33DDkP2Lx/cR3bq4tFmMud5TvSEELJn6LohhJCGQ+mGkH3AT1bjXltdZQ95bKIkOaIV1AsNkWbi/YYqKuISGej/bVl0nbfbI8Crumc7SuASv2j0EFoZgIHmeLmVAduyyvi9uF3Iu3d0F7OHrwPq8ClUtZIkwGUCoOzPyjrTHwAwA013LKUN0wGAsmdTGZdH3gRQHroBYKCpg2K/rQ8AACAASURBVN8ZAcCfaeae924AwFYBbAuY2jt/68Seyy098vCOnhBCGs5kzvOc6AkhZM9QuiF75a/+VgpgJgW8pLuCiAO/8IPNedS9V4YlALQKAOiEmomclErAiUw4dYWialcKToew5zp03fgmnEqrqf1PnuYAcs0knHmaj4vJkpWDMOAoCw02I09KqnZUAKrNANZg0zs6gKch5H7qHk1TXA5uADBDdeYkBYByahPAZs+2+dIAAL62AQC3dBfXR4AKOAA2cwD4J3/x8b0gIyjdEEJIw2FkLCGENBzmuiF34cc+b20SR1oAMJ0CwCG1TrQTABgVAPDf/OsgwMQpGH4CFicyiCOinwPAhj5hj+oMKiJH/IuPPOhj+MnPpQCufHQ/H+c/+Tv2kOdSQAOm9uLyiCpM1WLPWHROXHtPpak19rhdyIsk3FBEG3fmb3gfRCQEuQ2LOiUq83aduZZh7mVp0wvz8Pgjz1O12Uz3ARS9YMONAgBuqhXoZg4AP/VtlGXuAUo3hBDScCjdEEJIw+EdPQGA77mcQjWW1R+zD8Uf/Y0UwJSqNL0UAGZTAJjTT0D0mSJcKbcP07qhCBpTdU/u4o64o0/h8qjuMvr69a9f+kPb3aFW1fKrmi5F7BZbKhZIwM4w1FAWZgHgb66m8JSHUV1MUx5aWf7v/7hSCZb+XxWy2gBwVA951js57sB7XjEpJ4C0QyFF3o1kiNqVkUqTeytrVQx3+NLbrarzAhr35FwroofICcx1F2lUx7xuGME5dnqOAba5d2SPVWlwsfRIESgdxiC09MgLORD34Z778MMRbf6L11IA//zZiZSMaK8khJCGM5nzPCd6QgjZM63JnOlNXkzYA1SapI/UmBc+nQKY0b+YEgY13QJUcADQTQBVbKCayZNtQDUK6JO4iC3TuqG86/qRzmeS6rV7VzSWG6F0M5MEbUTrOOT+uN8+BACdAYAva+raLw8A4KYm4pX0JlmY40WudVEArmtL8ZkM64wyVWiSZxqRwwfwdAcAntBRHfZOXfSfqmuCA58O29gExTvbjQY7qEx+iJMbqt8mq+sToZCyoVvKGYgirWSQf33n7L575Jevpdhmu5IBiGrnpJthXfZj2eRnvvMR+u8zNvZl3kiT9COfC9b85kfxSE1HO8E7ekII2SvU6AkhpOHQdUMIIQ2HPvrHFIlo7To53lPVp0IZ3Wn0M17wZycM7BTd+QOqX4uQfUQ3FMm+m7cBYGNOVpr+HABZeFLzVSHNAJjhlF3M2oBNWW4GttocBnMAkA4BfPPRP5d1zxx5F8B7qrzfzgEVoyPrpKjShzT7leRYj6ThVl1OMTnwJ/QYn2oBnr1SwobtVxcDzcmVtwCYrR4A9PXARz3AS8teJgASE6QBK1tbANDpA+i07FjL9hDQrO4AJK28pIwPfaVW/taVW2EGefkC43YojsubP30wGdj/yrGabi++nsJp9Dq26GsV4e9/z7jV5J/6VymAf6ZJ+v7zKyn0+w/faztBULohhJCGQ+mGEEIaDqWbxxT5C+/+zPvXgXstj3tVbjIDOOlGG4nKIbGgc6pGiOnwqPuYbs8CMIMeANM/bFduHQJgihaA8o5GuKZDADB1bse8I/+aIgVQll0A5tbTsnIqawP4+rkbtnGvD5UFnGQhok2nADwHZ78NqNbhsJqVtpnyXJ7OFinvVsnd5Og25wBg85Adav8oALP1BAAzOqrjFw3HyjsGHbffEja3V5m+A6BMNwBbSA8AkiGAsq35v0TeSUcAptq2zVR3A8Ch3gaAJ7q2pbhXb6iuNfQULadZ1RpMD5TaANf/+l+nAP63h5dHXgZwtB2s/MWTEynX+PCOnhBCGg41ekIIaTiUbh5T/uB0DuB7P2OlB9E32uHlIFqNc91M17luRMqQ4E+n59iSckV4F1G0gMptYkpvZ+61vHA16JIMQGkKAMY5UpKs2tCJPHkHgOlbZ06ZtwDMdrcA9NSmIh3IUEe6w+kwqZZ/pE666dX9L5FjrM5YLrnW2gBMprLMcA6AyeYAmMJqVgaHAcDYoRoj0k0CAOWWXZn3AJT5ULrWgx0CKI3mZU+2pCmAMhnalWkfQNnZANDt2JZPz14HcOTo12RRnC0SRewsScMdwmjHzMMSbVxdAYlwntBpcRcmVLpp3gdBCCEHRWKCn3tl/VMn0yTVn6XLBzDCWnhHTwghe+UBb42vfXH17Eq+fHp/BrN3ONHvD319UC5LQJ/vnOVgJqwaeMiTbqIydbKyG94pDFKrmXSnNwAg6wAoMzWNJNVDepmq8iDukVTFGVMJCmWu48grmwrchq0RXEgRgKQAgFEHQFrYi/xQZwAg85KpQf02UXZ12ZNbGRXYswcVBlVNd7cAlBLhVYTXZ2sTQDm6aY9JlJzcKjll0ZG1Yfc9AAYSOKa9lcOgiQSgoQW/vKAZATCDIQAk1opT9t8G0Nazenj6OqyFJ6729zjwX62mAJ7Si0gi3Vysn5wHCeD6b/+NveT+0fc/5q6b9bXXF49/cr/Gcg9QuiGEkL2yXbrxpJjgp27ra1dXV88fsw2WXh3jsMe3K0IImXBaJvgBkBd57U/Nxutrb2DxwjVpsHb8xZMX18c17DHtp+mM9NG97WVFd0/xiSfLIBRtomAi8So4kWfWJAAw0udhSfYy6gKVGlN2+gDQ3gJQuvwt8iINdQwxtJT68JkPAJgiAVC6lmles6F4eHJ7taT9FlSW0WQ0OJRmAJ7pDfwTIgfupJs7XnIYF1qlUUxKOgIwfegGgLKjmknvNgAzuAFY5QqAGUj4mE19Y3Ue0aBcUNjoKIAynwNgShe9k8FFUQFWdylE3glLNIoQpHJQmQZndejVWdwK8+H8nd9OAfyD75t4pWIXxCjlCiqIdONcZBJkJxUWb2fxtpPLA90az5+7UpxzCwsfXn1lDZh/8EHdHU70hBCyVwztlYQQ0my2Szf3wKtL6bNOrVlfe/3sc+Oy3/COfn9Y+5h9SP/+z6TQp1pX1m4rNJq0vGQv7lFXsvVKcpuq2t+NIwCSW0/ZRUnMK8FNLZU10j6g3psq9W5oLBHDjGgOLqjKlABKUXIKF2kl2pOOICniTgAz7ALAsAfAbKlyIt4VDbzqygvZRcuGLx2dvQHg0OHrAN7UAW6EqYDlPA6SAsD0lFVXulN9AOVoA7AWIAAYbAAot+4ERxoeoxl+DdDz5qhNARQ5fCSarN0HUE7Z5M/l4esA3lETzltbgKoTLlJM/FePSNjUgZJ4v6FXslNybIHGAtAU1s3ggW6NTy+vrZ1cSM4DABYvXLtyal/GtAc40RNCyF55wFw385+4kn9in4ZyL3CiJ4SQvXLPcs2jASf6fabjFZxKw2Aod4mIwWYmzAPT2eWZ0KkK8qK1BT9TjeSxEcnCKS1JrTqxh+dOEW2cuCFKjjh8nF1H0uyI+WeoqWZGM9VbgH3GNTkAk1rpphzOQNMsf8OTb8vK99MMGksFNbHIg79z5vREyWkPAHS7qll1twCgp+YZq2gFMkEpOo/EiKW6j1pdS37r5qN0BBWU3NhkPDdVHntnBKi9pDIRiRXnMZBuci8kCqpPzob28WFdBqSJZkK/1eRETwghe2VCk5pxoieEkL3CfPQE0OLg3bCykq0Vrosi2hxOAZeIWJ/9RbgY6YP/k0euAyhUSDFeqFQZxTSJVhMlt3ECjr9YCTitatG1lH+dMyf37DpFYNex6XQKdaRIDmTnbylbXnfKqAfA3HkKsKYdAEcPvQugPWtrWl3PqrPhBmpDk8Kz2kpGAIquVVJGXr0n979xekp1lm1peaJiWEkCAH09f+/1qzaRLOs8VJue38YVlhp6bpNmI+fhPT3B8rG4cyWSjpyHyz/cHO2G0g0hhDQcfhlLCCENh9INAVSKSUObjeCe5gvPkuGeaX23yUAbiHRwRGWNnm/mcULKyCvA7IwlrQxexFba8kQbl7JY5JpMEuCEsowbll++SuWdsjUEYEwB3/wjAVzDaT1Ir9uo7pUUsRroyjs5gNkZG/e0YTJoApwsTHqcF8HJaYWJdKRNEdpd+nLGAHiCmJzVDf08/MTCt/XA3xoCKstEqaRd+01PAnK6kIgV//zZ5ogVO/HPfjAH8PxvWZ/NyLuAodfezQaFSgmUbgghpOFQuiGEkIZD6YYAajCQ51n3GDsIM35Me49/zkMiF5DIC877IcqD03zmJO4HANBVIcUGEIXmmTxUMOyiuHdS28ZKQKL2uLJTouQ4E07uBcCE8VZlUgAwTiwqh24loNW9wzrmgZITJZwZ2oTHc90MKh05K4ucFlnc3CH5s91tmCC6X5ctOStrFqPP6EYGAO+PgG3RT2EiYytZ/NPF5ms1tbgzFp1AOTl3Gifd8I6eEEIaDjV6QghpOJRuCCGk4VC6IRVRGZphmP7plmfac0K1b90bhM6/dtibyPpJaJJsh1nMoowcvmRf+RHtiwJAux3G0Lr8ZegA1sFptIaf6O/WQBklSqticQvvt/NuipCdV28ppm+To4k9c3qqD2CztG3ECnnDC5oFkIVRxL6HMvJlyrl1A5V3nb3yjhfgekuVdvEFyu87ulJOozs1/+Ijj6ku7+OiXn/414N8ZmUJAF/40aadIko3hBDScCjdEEJIw6F0QyqiBPRRDOfQS1neckKEZ6+Moj1dPnQ/b1TXtZHafyUApGX9k6V9qA7lnSj/F/w2oSBjJEm9piEzgxkAyLrhhhmAst0PVuaeyINQz9GHYJO3AZSbh+zi1owbxkzH9jZ9+DqApJXBMzsOc8DTVewO5QSGxyi4j0Oycb2lSekljZqcZCeaWStnWCbwV3+oaULEPvL5H8kBfOTX7LUmZ/7k51IAVz7anPNG6YYQQhoOpRtCCGk4lG5IjPvjH6Xq9q+VSGQoQuUBoYfED/t0bpNWGfcJbMsy7+EMOUFytCyMjM3thWEkYHUwA5cNv+poCHgp0gJZJgyCddKNHxPrWpo2ABMlPrPHZmsQSoDuk0+8AyALiwW6NGRy6loJ4Ckw4nQSrcadC1F73rQVCfHuCAD6OUAjza5892V7kfzeqZqz9BNfSAHMuqqXnmj20d+wG37uL0386aV0QwghDafNO3pCCGk21OhJhc3NHT7mOXWlI7IKqt9QIUWebP0M6dh2bRV1ek4qvyOtpioQmACauT4LhRR5S5OXWYNNpjnuhz0AJpsCrK8GQDn3LoCyGxlsUvhBVaLzhNKNGGyQ98JDL/zOg7HlOgxTnZFnDl+XF53OAOqZceehawDghioE8q6IM868JNLNP/mLEy8jjJlueD3/2OdTeFn55lrAthxzUWnMv/wvUwC/8p9M8JmndEMIIQ2HX8YSQkjDoXRDKsT14fLHDEOxRZ5no2fAmRQIKxE6au06e8KpNFs9AGZrGgCculKbFz6iNQJQpjmAsndb1uWHr0OVEHfdz6YAUG7alDW20KC8dq4bibEqugBMPuXvp0zVYJMMgG1KznAGTvkZ2F08MXMDwNEn3pXF90aAFhrMdGtRad7PAOC2rtyYYOXg4fD9n0kBTKsz69TnU+gnPqMr5UUvSHhjvUy3w2RBE0169yaPIpzoCSFkr1C6IYSQhkPphlSMwmzDohVM15lwZtNgUZ5/I1UnWvRS/QYv4D0ap+Kl0fp8ZnMWgLnzFACMetpoBACtAfwcNe0t+I6aqT6AUXsA4I47HM0SA+/JXYxG7bZ9rywSaEbfUsOvZNdmKI6aGe2jBcCUtqOynQMo27eBSlYyMubRUQBm66htOeoBKFOryLRnbgD46hAA3nR5bDy/jVNsfvEktZt7Q7TEtl6IEhUVSTci7Dhnju8NqxI6Tb50wzt6QghpONToCSGk4VC6IYCmaZ1KAVUz3AtXYUrqT3Xktz7qSj6W6DJKgn9saJE8/245IcUAwKEUAObcc7SUiNIwKBuyJEpIS5O8tPsAyu4GgHJqQ7fcADAQVUcrLt0aAmoWcsjIq2zJ8k+qqkiaASiTNgCj6or10pjAUSOiTVmGqYwlkY4OoywT+O4du4uRGzCAt0cA8OUBAPyZHqKUiHrpB6jVPBCrPxacwL92JcW2XNxiGJsKpRvREke6cnpC74c9KN0QQkjDmdA/VWMJ6F2/eDJJ0/hn6fI49k0IIftGYoKfSWEMd/TrF3/y/ImV/MrpcPWrS+mzF9deOzd/8CMYJ/4Tq5M6sjBgSuiEf2T9hLqOJHwcDvIbh70dbQHAN2si4enOCKgCpsrZG+43nJDSHUALcLuK2/JioE/q/sjdHhOvYJZLYyIWo24rOABTeMmKodJNOgCA1Bp7yiIDgGSk24i8UwIoVbrB1E0AZfc2ALStLlM++RaAP85smz/aBIA/3QI0Qgqe8YnsIyLiDULpJspyI5e3nH535S9PvoY2odLNGO7or11dPfvc6W2rTz93dvXqtYPfPSGE7Bdp+HPvXF4SSePZi+v7PbZdGMNEf+z44qVXXt22+tVXLi0eP3bwuyeEkP2iZYKfe2T94rNnsJLnRb72/MsLY1SvxyDdzJ97bWUpSbf99Tu7UjRNt4FmdylCrcO+pYu5966zsmx5jhq3YWsX6ca9KAFVfpxoKApMR+URufeIcsYWg5o91j5ay2eXhCl3aiswVBFb/lqXTicdASg7G8E2RQeorDiiz4gXCF3b0kZFdQYANrVi+PoWAFzdtN18aQvQjDdOifq/HqXYqMXP2rPiK3vuqvjdurJNjyZ3MmDb5R1luYk8OcLfXE0B/PzixBzpdtIHkm4qeWP+Y88vnn/l8vKpU/szrrswnuzKp5aLPI9/lsdzhIQQsl8k4Q+AbTYT+1Oz8fraG07GmF84gTfWxiXfPLr2yvozRQghD4/2tnvjvNjzA8ra1VUc39/x7JGHMdGvXzx57OoLd7uj3+n0PeJ/AOR5tgyfauUhfagrt+qsIENPunGIdaETlvMWCSUJ20g+3j/RXL9vJ9VbrnESSi61D9fS0rXxDWStug2jltGDrUgupqUJcOQfUXJcdh3x5LjyVVO3AZSztwCr1QDI0wzAjQwAvqTb/XEfAK6pdPPOEFCbzS+PsYbRT/2rFJ69Rz6IrRzYuRb2pFuBRLqRa9VNfMO6o5I2Lk3xV/o1bSaMIprp7+XDXDi+uK9j2TtjkG70W2b3c+z8Ki6doZWeEDJxFEnwc0/ML5xwVsP1tTdwYmFc31KOYaI/tVysnAWAsyuizl+7sGhfU6YnhEwUeRr83BvHji9eevFT6wDWP/3y6sefG9sEOM4vY597ZezuUUII2U8e5I4e8+deWzlxfiFN0oWXn18b443uODX6U8tFvrx+8eSx86s4O8b9joPvuWz/tvvxrs5ruBVKtbK+H8rZI0+dd0q3tMxCe2Ukjre84NVN3ZF8VTClfVqtX/rUvYhrsxvmVouV921HCifH1zVwedza7ZFbWSa6tjUCYNoDOL0eVrIvNZG9ZMDfTEYANly87hDQXPPrqvPKFxJvav4yqRS4kyy+j/xnvxl81vINSh56Z4WP/oZtKaOKUoMJ7sqZIFLvOnQmy1F4BcoFKUnl3tXP9u0BJp7yAW+OTy0X+fL+DOUeGPuXsfPnrhTnxr1TQgjZF+5ZrnkkeHTtlYQQ8shxz3LNIwEn+v3BPbD7fkSn2IzC/F9bnhMxCa2T8jhc9VEXhldr77Jajd5tSJm3o/rx+gmn3B67XvHCGW0gpeB22YU7kChflSwX2nmRZAC6PTHiqYxTGmiVwYo0BzBQe6WE+PZzwLPlvTMCNPb1mko3X90C1M4I4NcPXrT5sc+n2BYSLLKEOw9+vOheKudNUECs43Ab0EvF2SsjJ6VIhDdGAPC+fv5/cHryDjbC5BM5Z07koAkh5OHwoBr9w4ETPSGE7JlyIvMUc6K/f77xl6uqgU4bGXkKhntwl1DQXNuk8swbhpJazcT7DS066G4hrLATRrT6Ua+uZRLqQr6g5L5LqvXwtMN+fCrHhJcHzelR8kxehQnKIZdyvEHtQBmBE7vkkb+vTfpe5rUNfdAXQeB6BgDXVQcQ0WYwRjHgsz+cw/PS+AYbd+ClZ4L6/I9MvFJRi9iNJItZVeYy/MgkVFhEm9vh5z/ZULohhJCGQ+mGEEIaDif6xw3xG4j24p7cxS5iQlnGGmycMcOTd7p62fg5yotd3RrRhdbyxBaXN+1WBnh5pkRZkpY9t0evE7fHblm1RJhWfhSKLb73BlA9xzX2NsxCeScLNZ8i3NBv41bKkDt1mtX2bIIHTW1M1g/9WmCvnvS0ZbW4Y5xuAaryRWno76hKI8LaLSkP0CQFiz56QghpOLyjJ4SQZmOKiZwzJ3LQjwhdTw9xj+oDr6RflTEmATyThqyurUnmW2h2oqhbtPKIU1cM4Ck58kIEnEoP8VLWuJVZKN34I3Hyjq8vRcYet2HXcxY55ORkYW9CJMgUYW8ycokCO6LXrJWAdOh/+V+mAH7l3jPR/8QX0u293athxuWjr01o0wzcMZoc0As4ks5cm1/9oRyayac2Vf2kwjt6QghpOPTRE0JIw6F087ghoVKlFz0E1U5soJBL/FK3eRTTJI/Au4s2Ps7KknhiS221PzhFqK6HQVl14to49SH19JkiNM9EaYrboYlIvD1p+JybSL7iItiyCMUieFKYk56k8+kUAJ7p2JWi57i6jBKqIzmEf+kj96CfjLwijnm5e9sdabBi43DHePJzVfXEyFEzCK/1Sczkcxco3RBCSMPhRE8IIQ2noI/+McNXOXYPcRKcONHywqlqvTcRVfiSJ8hUaW28Nh1t6Rc/QqjkuA3zUHTahaiNFW1C6SlqKS9SyUis31+12wXCbDauZfSEH+1R9iJazaHwmm2rViCHs2kANdJAvR+7IwFQH/m1FA8g3TxWXPlo4wSZPWN4R08IIQ2HX8YSQkjD4R3944Y4Cr79V+/+yC+XRpX6pq6Kk1CEckqUzmXaC9FK6mQZly25U2fCsX2GQpC/X2ikUiXvAFBHSpQDWQxGLgGtBMW4iuey4VFZyOxllrdGUJ+PK0XU3zmaxgXa9D1jTISzeQy9d/ei2BByX3CiJ4SQZsMvYwkhpOnwjv6xRMJtIlEh3blOk1sf1YSyok1Ymspvj9BLUxsb1UmClXHBKW9sDlE+Bi4YKhRSRC2JcpX42lEUMOUGMCf3PaM2AAy7sjJtS/bizO/zpmRUDk040rlrIxXDJfOtqwYudYucBPTziw8k1/zmj1LtIXuAGj0hhDQbU07knDmRgyaEkIcD7+gfT9Y+VvPI/20rKTyRxISCjAgS8mYUcBRlzsnDBCyZl204UmladWJRVP6pNpGOzViii5FWI4qK5JNxo6r1+RxuAcAzujibAIDZnAOAUdcbBWZmb/iDkT06QWbopcNxeWxuiEqTBS1/4QcptpCxU/LLWEIIaTi8oyeEkGZD6YYQQhoOv4wlAL41VOeFWDqvi/CUdYX3273IQuthFD1r29R2F9IKRyXdRqK8yOLO7LjlhaS6o/C/JHBjk5UuH307bwOazsxo72UCNWLWDsbtUX5vqAh/03NSburKM19IAawwCJaMFd7RE0JIw+FETwghjcbQdUMc8kffhOqEW0o8t2VVEdBrU4R+ykjWSLxie9jhBqM2TfywVvMJpZtRXRuh53KrpYCX7N7f45z7XzDsAChnbgFAot2kOTRD2U558P0igluhoDQKA3Qp2pCHAe/oCSGk4UzkRD+RgyaEkIdD2Qp+HoD1T51Mk1R/li7v1wjr4B39PvNHZ3IAH/7VFH7Cr6T6DbWdRCpN4LfZIUW7yCwjr2YeQpWmSmRfJ92MQiFoewO3obPEdA2gWs0RvViOeFeNU1fk4JwElPc2oGG3g9A1JOaZm6q73Am9NPJiEJp/fEvSL32Eig15iOzbzfG1L66eXcmXT+9Xf7vBO3pCCNk7afhz36yvvb54fGHfhrU7nOgJIWTvJOEPPPkl+LlbP9eurq6eP2YbL716sIOmdHMg2LRlYdG+KpjI+/PqNBPRVUSkyE2w0ska0oM1vWgne/lbXSsF+enpp/WytLvQTg+1AODpNgA8oRdLy7P9uJgm0Xxu6aL8K7066Ub8Nu+NAODtkV35tSHgpZX3E6g5m40oQrvXayQPF6mp+Yc/0XBhzWz7D5cX93XI62tvYPHCtSvn5gGsX3z25MUFeX0g8I6eEEL2Tiv8uQcuL+n9/tJlzJ+7UriZfX7hw6tX1w5gsArv6AkhZO/c/83xqeU8X97HkdwDnOj3mflfSaG6ShnlqEGw6IdNQXWJUZ3IErl3RABxQlBal2U+ws8g79rLYtv7DWC2zmAjos2TbbvyUAqoIceNNw8tPfI0m4UH9X4GAG8OAeDPBnbluyPAk4Dk5PziyYYrAM1jL6LNd19OAfzeqYn+cPdJBXl1KX3x+Nprck+/vvb62ecO8m8AJ3pCCNk7+zRnnl5eWzu5kJwHACxeuHbl1P70Ww8nekII2Tv79r3m/Ceu5J/Yr87uAif6fcbzzqiRBkjDVMLdFFC1xDlJBjmwLbmN4K6s1EsaPAhLCUaFCf2VABIvk44LhvLTBUeZc6bC2C6xxDifz9e3EgDm+gcAoD8XjLV3W/4tD18H8L4ZwXMNid/mq0MA+MqWXXl9BDBxTVNY/Kz1byWhTiiIuev7P5MC+Dc/PpmfuGFSM0IIaTTb7ZUTASd6QgjZO5zoya7mGafSyAux0LiAKYkJqn2e/a5X7dOi/yDsepOVSWieQVjvSV4cbgHbSjvJSN2ANwtA8884pBsn3bxfFACOTt8BYLKO37Ls9uXFLTMCsL4FAF9SlUacNm8NAZVxANwagew7f/W3UnhXl+QOqtXHfuCzQUu5Dn//9D3rKj/xhRTAUb0cfC0xigocTqZmYzETOWdO5KAJIeQhwTt6QghpNoYTPQG+9J/u9bl078Ej0XP0934mBVC6qk1+0uMwisopOXMtAPhAB/BuSCR8NodnCgAAIABJREFUaSMsKy6Zgfu6Q1F7nu4AXjqaL24CwHS6AWDm8Ia/uUs+/JWbAHBtE1CtBmq/kdioLW155aMT/SS/J8SL0g4/HRuwpivls5JUPzf0jL03BIA/3cNFJVaWOQ1qE3+Lk+lEQjn1+RTbUgbNtIBtYqNTC6WxCS+nqRTQi+qo7lEukigdkfE6gcb6bYbi4YRB6YYQQpoO7+gJIaTRGProyT1x3xk/fufHcwDfc9lecGJaMWHmHGvpCTf0S4QDuJ0BKuC4h+vE2xxqv5EQLZfKeNNb6UK0slDzEbnmq1sAcEN9NaX3YH8fvo5HE6km1tWTI7FmsuhcT093gW3STSeUbgQ5gS5gTXQVkWWgxidxtrjO5bP7uqkdd4FtFccEWSdOmIFeKzKASN6xJdJMsDjlJc3GdjeX10N1dYlDrGYskwM1ekIIaTic6AkhpOHwy1gyTlwZbl9CcdqIPGUP9bH6Vgaos8KV85aQpdujqhPXz2/+aEN0lV34btW+bHqfFPCECBFJIjlCNKubqkTJiRQhZU7/J822AKCXAEBvB1lDFmfSau8I/U6HtTfZhVNp5lJAU0m7+DURSbbCD7dWexGxpRMORvbrQuTkInGinwxVDieS6WwB91Af7IT3u9LStZF+Jtp0wzt6QghpPJzoCSGk2SQTOWdO5KAJIeThQOmGjJPXtXLbsU+ngHVWumtQtNpbGvUqcqqIuS47vNgrJUL1i2eaL8r/0K8FDmhnYRTpeSoUvjuhobAWEb6lwuIRDRCd87T+ahcAdk76L8hHlrWCltLGVXY87HXrFHP7sRaAF7285X3i7nBmvRqQrocstFfGtRC8IF73llxXt/LqtRtzZOgchmUvbTq/upR/k4LhRE8IIQ2HAVOEENJweEdPHgrXPpZDBRz3TGy1GjUCSn0/eZz/g6aEpO4FiR+W+FJnnZSo0ak6A6ITGfw6i1GbQ6GT8kNdAHhCV3Y8C6MTZ9KwbKR8TKKruI/sEABVddx+RQia0ZGLPVG0F/cpSj+SL2xWW255VSddh3OhoCRta6NV3ahGnnfT6UKZN3Kn1UR6jHQo31y6YQzrqh1MGPwylhBCGg7v6AkhpOFwoicPERFwFj4dRHuW4WP14yDaiITl1ImuF33qCjF2Q9eKqDRdL3bULYoO4/5n20xhuiw6iYg2Lpa14+ea113Iea/K9XlGl8iKIyrNYVVgxG8zEwpKtvpjmOTdykFuqGGbticl9erkqelw+trUjmzxgHD8vmvIiUXR/OcXERyGdp2tSXbdIJ3IOXMiB00IIQ8F2isJIaTpcKInD521j1lx5ltXUgAt95AOAPj2X00B/OFPHIiA8y3/T4q9Fb3bL+QYa5NqtUJ1QpL1O63GihWqOcx4hfGcEDHrGVScrBEZVHzzjBNJpj33zih0mzjzyaCsWZl4CpIz/4hoM13q/9MsBYD2CACMPfKRbChSiRPr6g5ZzobzgdvaA6GzaOR5eKBOGxFwBqFPKUqR1gt1IbkORKV5X4OqslDJmUjouiGEkIaT8I6eEEKaDe/oyUPnmLpuOqECkHpujQPiIESb+V+xh+OnU3eyjEguzksjq7thWnnfPOPOxrSn1UANM4dSwA+GSgEVIqKkNE5sEUFDDCrD0JGShcFQUT6ZTS93fGRBiXLUyCZHWlb76KaZ69fJMiLadL0BQ2UWpx1Jh1EUmF9fMA9bFqG6koQmIrmpTcOgsF6o5MgJ2Qzz0cvK0US7bnhHTwghDYdfxhJCSLMx9NGTh4gUxpvVz1NkCqdOpF70yne8anWNRzl+SiK/XGiSqA2tMEJHvDQ91QESz0vjpJuWZ2XphTYbl0DmkFefbyrcoyw5dWUQqjSS8Nkv5eiQNr3w5i9ScmRzl/hFNrmRAcB1TVL056EXaM4LpzqqH+7XdQAg7c8AQO7OTgkAU31ZGiWZG0BUZTANrUSyeEgX295J3gjPg+COUc6AO1fS+KanbmGb0Wgi4R09IYQ0HGr0hBDScFLmoycPD1fhSJgOPSSiXTzZAbwKUz/yGymAX/9L+yPgfNerQZ7k+9aFJKpLEgs7m4doONOhjhGVPRJ6ofnEt+s4182sp9VAQ5ymww39BMV9PZTN0CeThVW9hFrXivTmOpcNt8Smoi2zHFBHyi1daSuFhSPvt4MRPlMCQDrsAjD9ObtWNJyW1YA6nT6AUpSc9hDbMc42VADotuxBdgtApRunkt2pU2Bk0aUyvukJU5thfuPJZjLv6Cdy0IQQ8nBIW8HPg7N+8WSydLlavryUpGmSps9eXN+H3i1jmOgvL1WHocew34dBCCHjIEmCnwfk1aX02PnVann94rNnsJLnRb72/MsL/vz/YIxTurm8lLzyXJEvy9L6xZNLl68snxrjAJrJmS+kUOkmDROPOD1HHBpHwnI/bw4B4K9dSQG8vWVXyrN25MGQ3+1QDxHzxpY+lYsHZqSL37aSYm81xz/ya0HKGpGbRGaZ0ctTDkR8Mt3wP5eLvim8AbvsND3PS+NieayuFVpZInmn5dW2rgokldVb7kXL1KyMoodaYWyRX39qM9SFoj3KQUXZdWQTl0DmzREAfNOhGwCQ6ynrzwIwgxlZKmV9IuFY2l/p6VMq8kCCs7RNt5Vh2/2gDFmG6rLi9ENnjgxyK0rFHGbgmUj2z3VzeSk989LihZULL5+5quuuXV09+9xpAJj/2POL51+5vHxqX6bIMUo362tvLB4/5hbnF0689Mq+/cEihJCDx7Ra/g+A1KkU4c9duzq1nOfFlXML3ip/kpxfOIE31vZJ9xjPRH/pTHLyIs48j6vX3Lpo3ieEkEefbdJNXuS1P/fT+drV1bs3uh/GIN2cWi7yZaxffHbh/Cqw9Fy+fAqvLqVnsFIszx/87htPx0vn4gSEbp1YIdJNVCDpmQ4A3OrZlaPQNOJn4nWBQhIvcycDgFsuL24JeME4ZQkAP/DZykLjRtX25CCoF8iJFfKuhHo519BRr7q3uzexYUehByaql+SHQTnFQBbnXPxUnTMn8X4PwgOP7o4iR03HW3RaTZRkpvB6iyKMNvJgZZQPZ+gtugMXf8u77QLAh+a+JiufefJrAMq+fq6tDMAoHcETUuzBZp6qoy+q1DcFoFeFy5xjU/eECY2jkWfehVRdTo+36+byUnrmJQDAx1fyWtV64fjiffe+K2PT6OfPvZafc0unl/OJTmxECHk8eQCnzanlXL+i3IH5hROrr1wD5gGsr72BE8/t073wo2uvvG/lixBCDohDTzzh/+x398eOL1568VPrANY//fLqx5/bL7PKWO7o1y+ePHZ+FVi8sPbCFxfswwvOrhS7eW52Erk410fIM7IJVQWRBVz0CoaAPlY7t4kII8c6APCM+nNEZHAb9r3sLu+pL+PLAwB4N1RgIuQZ/VAbAI5q56KWiGmnDJ/ijfYjYssH2tUI4RIUh1lZZFR3wmCcWunGr6mNbR6YKU9Qcp37/hAnuYggk4Qjb4e9yTHOhcaebjiA3JM+NnT8rdDv5B+jE83kYCWAK0qMLGLXU3qqZdct0/cPORL0VF/KsEPFcEc/NNhseApSP5SVIr9QhBz45IZN3afyfg/Mn3tt5WqykJ4HFi+svbZvpsQx3NGvX/zJ8ydW8rzIX/jiwpmXzq7IlxXXjr9IKz0h5DFn/tyV4Jb31LLMkK+d28evMMcw0VfO0FN/5ezihU/aQ5pfOLHqmXAIIYQcDGOY6I8dX7z0yqsAgNPLVz6hf6VorySEkLEwBo1+/txrK0tJurSSL5+2q9Y/dXLh/AnaKx+Ek5+zAnDXixd1BrihAbZZ3ySW8rB+5pIMazq0FR7xJGaERjonfAfOOR2PKLYuU7mIvKLOf7BjVz7ZBlTOrqIlUa2Equrip4zsiUkoow+8rO5uUd6tzI5S9A6Ad3L8PiPcqHwjYJRbTY9GhW/xg4bZ7WUA7ULPdSbOUO2+PQIgeq/bo+9WdNbJzTApmHyOt7PqtTsuyVT2VlhD0SEjl9Di6fDLiekwxZscyEwYISzDiS6nzVCUz0InpXRQIGjThFKCk8l47JWnlsMvMeY/cSX/xFj2TAghjz2Prr2SEELIvsB89JOH1AJ0eoJY1kaiFYSBnc6z2PbcdXn4rC2ywLtqnRR/3pPq0hMJIgpolAhbsfq5one2vUvyngIq2nyoa1c+0Qa2iUUiIERagT0KF+hrqqNwiGQx0D0Ow/xZ29nppqbwequyuXkNqtxkYWiunJwnJGrX5boatQHN+5Xqg2yYTUw+glvhmX9nVK10Wo31U4YWxugYC09ei6QzdwG0vBPoQqPlI5gO6ywe8oKoEUYjOwXGz8vvstFFVlRftBmE4x9OrL1ycuEdPSGENBxO9IQQ0nAo3UweElNaSSYFoJGoTmMRDaeK8wSgikE/DCUVB4WLen23DQDfoGLLEe8CcU/cW3WV5HwLB1SlEdHGuW7E0REV7RPRxi0mXiJ4R6vOIRORer6jKD5TTsvuEdVJqA7JcES0SetaujFPly0AGKra1coA5K0RPMnFhi3rybw1AoC3hgDwtp75Gxmgos0wlNeiXbdCBUaIstFFZQ5z75pxQsogAYANkfX0qridVIOBfljR+c/qAlzlXBUmaBMlZRuFme/I2OAdPSGENBxO9IQQ0nAo3UwS4rdJQ0NFLYlns0GYCL4d+luiPPKF99u9ECHllj7d38qqRbeLD3YBDckB8LQXKnU4vMqkSXSLUUk1Ybm+YFRhVvRBnVgR9eb7hZLQguJ20fbintzKxFtZ6/apFpMMwKhjxQ5J+HVrAHgClD9+10bi126pSOKrVdUw6tKo1SOGHN1Q9L3dLxL/5DhBT4Sdmzoq373jPrKOlxytG+qDUWzUILTZ1Go+ZAzwjp4QQhoOJ3pCCGk4lG4mgO++bAURcbakXuIXAPJvEsoy056/BaqodMP6dh3vud6llZeAqQ+pT0ZUl40wK4vNaw9AJRpo7vijekEdDgfgbxglybEKjIu78Q7HkXmiTZRcpTaDTW1aebeyG/p8fNGmHUo39rRkelStDEBfZQ0/RskZbKSwn5yxSKNwh+yHqrk21lGDcBMTbrnzjZk0dDvcpWhfUqfnuOajMCarVvvqhSFvCMcoyHGJHuVqDzShlOBkwjt6QghpOJzoCSGk4VC6eaT5/s+k8AQQm6vEK48HV2AvLOwnD9dHVFcRRWW2Lo1JEeohz3QA4DundY8bhwBg5g6AdfWFTHt5hj+ouxANx+khfmJbl1DXvmmCPdoB7MEfIpvk4UqHr8+4YCJfyWmHJ6cqnifJhItwBEYijgrAKjbQzDM3XGyRl4jGxQTJwW6FAojsKrISySCdHuI7UqKTU/mFvO6iezQ/LTC2nZy7JgZ27dNQ5opcWP5QW15IlFvphhoJdOThwjt6QghpOJzoCSGk4VC6ebRY/GwVEgVgrg1si3uaqkvzGzlqJOvsIdV8nvIy2DixRd4V5eGOPmN/fQcAkj89Lotm8wkA5fR1APMfsiV+0+4Ianf5Js2K092aCY5kqg9gsIdnd5vPVhuKLrKL8lCr2ACQw/KrPkFPSxQMJSvTTE/EyNWMAlK11LRHbvybus4WeAqlm0Eo3QzrJAvf/IPw9qr2Vis+xvCFPRB3AXgrY59PGAdX7iKnhJJL1YOpWZl4Zaci1xDqRu6u587e47/IvsI7ekIIaTic6AkhpOFQunloiKPGPdXKi+kWsL36Ul3ckysJJF4aqXP0RFgZyv0ZF0HmG7aOAEje/pBdm3cAdLq3ARyeuWFXbh4CkNzQsu35DACUCQBz+2uybm7uXWi4UJxAWGpUq+hRq2AgFBCK0EsT1Zj2qdUcamOjIktSNwrwkQAorfcE43XctlmD75QFNJ+PC4aSEKdBaIkp/EPT/1GxJcbUrIxPzrb2UJWjiNaHZ77wDFcqpMUqjQx1GJ5bfwBlqMBEfqHazzGNsgOFI/dXulmmFXZOxgbv6AkhpOFwoieEkIZD6WZ8/MBnrdoiD7Azreo1NE1NZJ4RrWauFSxOeTWdoQFQEuj09eof6YZP0E+OZgCkXz0OwGx+i65OAJTtdwCUw7fsujIBUBprNDGt2wDK3vsAyqm+3cwAQE+e3/PwEjJWAvCrCEXyTh76Q+yeIj2h1uyBGiJHSm0ZKVtfyaXTEWuNGmx8BcZVX7rhpazpR44aHdWoTl+qVTDsjtwLb49RbNReiPwtnZ3v1lyfMvKkLhqrNiTKDb8Mw6Dsu55oU6lMdZFWwYB3EILIGOAdPSGENBxO9IQQ0nAo3RwgLr1wO6zm3PNS+DorSNsrAhU5apzrZtoTdlwCHMkkLGmBj7iWoYRhrh8BYLaeBmCKp3R1DgD5JoAyc4FPdwAUT1zTxQ0A5VNvA3hfUwlL35KXGLdtWhwz6sALl5mezuBUAneMXmLhSGPRmCSVPgDs8Ixf7+QJF52HR9Lz1CbSccKL7/Nxjpqhl3w4C7WaSIHJ6lbWEpUsj/xFfhWqqMLX7kmD/TMW77FuMQkXa6WbYtsL7OCoqTaRsdUFXtX6fMg44R09IYQ0HE70hBDScDjRE0JIw6FGfyB816spgJb+GY1iCEWOnwr1997OCcum6hY7oWAq/jmXb0uolHpJuW5yADC3ZV2Z3gRQTP8ZgPLQ23bl3HUA+YxtcyMDgNtDwJNon5H4280ZAGbQ010kADBSWXjUBtBLR/CSWBWeyc/ptaMwzjO49XCCr7fOCb7hsQb+yEG4MiKS432tPFLDa0X5+9DoIyeln3R+98TxUXr6gDCWtTb4di/srtGj7usNnygyOe6cWekfDXhHTwghDYcTPSGENBxKN/vMt62kUO3FyREi3Rhd9NOJOwVGnJRirHQro+BD/ynbPc7buM0M8AI7JcfZN+rfcfmYy/ZNAGVrw/Z2+MsAyiffBIBpu/JWBgC3bGoyq2+I6XNOhaBu3gZgtnqAlxpMqu4lOgJTupFrpjUrtsjvPgLcHUer7t4jCCV1vYWyhrzoe+2xk+iBqjc4fSZKH+a1qXVARovRhtEuZBhaitHqbLVjq1Vy6i2btWJXSK0FM/o/Hya31xxtO/d5T0RBvNRwHha8oyeEkIbDiZ4QQhoOpZv94ding4RlotI4G4KsbCfBYuRS8AWZKnaxroSbKACVFcdzrbg+RWZJ7xySRTPw6vy5hGWSv2zUBjRFO9BNMgBHwkd+697pq8Fm6NKeo+yow0Ve6OIoyaBSkotB9e0uTmXKwrRZfm6ySLMaeE4YaPW+qJ9dtI6dUmvt4gwpQo0ltqbsqqhgm4IUlxt8sIp6sYIU7n23BHBRGxmMkxll3a5jk8t79zZ+WrraGopknPDME0JIw+FETwghDYfSzYPyDb+cwktD5setuDKBItr0nNiSAtvKqt3JAX26d66b2jRS0u2s7lFypUlSs29XcaXzzocAmFsflEWz9QQAk08DQGFdMGbwQQDm5nsAiiNfsmObvgVgqtQd53VXSHsAl55e7TpSZq/K/+VV3XNuk8EuZQLDzOmtKLm518+mBkptFEHntbFFHa+k4u43NbXBULunjK9Ve/zz5TYchsnRdimXuHviMH+/kU+mfmWd9OdWBkpOdGh3i5OC5yLzifSc2pKKZPzwjp4QQhoOJ3pCCGk4lG72B/dI2vHy2HRVXZHFKbeYAKrARLKALbMXBky1wkUJX3KuG8k88+3TAND98nFZmdyYB2CyJ2yjsgMAJhQbysp+YrZu2HXSxoRP4K0hYBUbAGVvA8Co2wdwY2Sb9MO+/VwxwzCfu83OH8pTtSqHy2bju1ZcPh9ZjJwtkYKReEJQLFm4oW4bdtRbJLlsb4wdRIna5DbuRaRymDoJpTbVTJT5Pdn+1q5U7f09RjvaQz+1ypXTcxKv2wf0F5EHh3f0hBDScDjRE0JIw6F0sz84g41f5286km5cRb265/HaNLOy6LIWi9PmSAsAvlmDlr5zBgB6Xz4OIHnvL9gNi28BYIx14ZRmCADlTQCleU9WFt2vAShn3gJQzly3LXu3AaCtikyaAcg7A2wLTepngKfY1DpqIu+HLzrNhod6SwUZkXc264KhRKtxYUexSuOpBFGSmShsJyIoelf3VnRQtQKO+49UbBuMW+k6L+tUpjIMXNK14b7CTYJBysK9hyYl9yoZuQ3renPHKBpOEupCzFr8sOAdPSGENBxO9IQQ0nAo3dw/H/ylFMB0C/Dy2MiLtuergbo+okUTajW+dONEBhFtjuin9HQbAL6pCwAf1vir5E8+DCB9/zsAJMa6bszUM8FYh+8BKMp3ARTdt2Rd8cS/B1D+/+3dy2/c1hXH8S/J0cvyI37E8aNJ3ahSE8FBURQoIMSLLm04QLMKuurOhVYuvOguy+yNeGUk/0ARoICBVrUXXdrQKqsYTiFFSBoUTuLETvzSe8gu7iWHvLqkRrY18lz/PggcDYdDcobSEXl07rmHbgMreUWNyZksVXMmK8uVjZXzEkVFjUmzOHflztvxXlY4lTnmAB63KwtNKY7T3dfZuHcX5QIVN620nb1z6/ZV5rTcMQ9NAqeoXfF34DH/Kz4Hb5qli4MsH4C7EW/KyOnOtPVaGiVtdoqu6EVEAqdALyISOKVutuzA320xzZ4ByLvcFBU19nbYjIjJX5JWmw+X5wofrJbiDFanptqbABzKp2gaGwY4sb4HiOfftFt78Bsgjn8JREMvm4VRaxeQtfOZorJVIGt9A6QvfWmXHf8S+HoF4GGenFmpdmUx99rOuK1iynFKU2yvVjsSb3xTHdUeNWYL9/OJox6VeuY4d/qtLlIHsS9L412/rvnwplrVGpLy3NzF1txpp6qVLeU2v96pnbLqms9W7Bx/ae9PsE5dAqdcWVQ3VE16Rp+8iEjgFOhFRAKn1M0W7PokAfbmiRSTtNnT6nxNtd6m+bbbZACK3sUHBiCvqzmc7+LYIMDBNTs/VHz7dSC+Pw7E66+bhVFyHIhaewBSmwFJl+8A2fr39mE0D6T7/wNkR78yC03S5s4a5FUuFA1k8oMcLB1knB+qeXfmFcVd+ZqvS7A9bF/OpHihqfBZ9E0U5ZQkOdNv0XURiH8YV+MLyxUmdVdDWy13iatfpNV5mrx7cYpwGjilOA1H6Dyb+jJIzeuU13SSPA07kh2kK3oRkcAp0IuIBE6pmy0wd6BFt+G9LYCDgwCj+cJyRY3TAKdoWVN+eHjQLhwfAZgYBhj9/lW7x7u/AKLl1+zD9DUgGjgGRCN24m/ai0DWfgxk7bzbcHYHSIe+MA/Tg3NUy2zIC11Wq5kTk7rp/P43h+r7HLrvZNu5qS/lAZaqeyw4E29R2kLzfr3dhisHXPOsdx3/5NrdpCDqh2i5A8eqzW28c23b9Ii3obGzTunrzsPGQVXlp5p7OPtf3lhZZN6XM9X4dhQRSTd0RS8iEjgFehGRwCnQi4gETjn6zSV/swn4g0MAL+W1j0eHAX42DLA/X2h+c5a70gO74s5CYH8L8hrKV/P8d+vuK0D07REgenTMbm3tEBBlB+1K0RBAugJkq7Z0Mmv/CMAikLFkFyZ3gWzkB/tw713g+zWAe/kYVJMcNwNTV6vVjR1mnerIWJMyTvBwahbj0mdSvDD1FWJ6Kyk7Wytts3mP/i5gvurAzq59lZTdlFc2bM2tBHXWMUdVXVgeLutwMu9ezT33N1X3Z4yGpvPNjewrfyRQan6n6YpeRCRwCvQiIoFT6mZz7T/aYaNvzCTAkWG7/MQIwJujAEfzKkmT39iXQN44HhhqDwCs2087uncESH6YBKK1I/l+UiCLlgCSx3bR4B2A6HblgCJnoOcAEKWDAOlIvs46EK3ss48e7QdaIw8o5UwetiFP4BQLnWGr7sx2JU4dpPnCmwJajysLY18BpVfnMOqH3brT9TV0Oqt5oXcmgPIVUF0+pCmtUV0h9vYvc+oRu9hFVH+o/qkon3Umx3NUNWWpaf25foJG9vKUdEUvIhI4BXoRkcApdbO5o1dsgcnPdwG8nGdpXh0GmBgBeCNPmSSP9gLRvYNAtHjALk0T6KRc4qXDQLz6ayBq2Tn/7KDW9H9AOnTHLtxzG8hGf7QPh0xipw2wZgt9TFomWtkNRKuj5SPPBm0KKBt5SN65rOhf9qiUuqmbV2+9NM9fMYTV3I+bXvPtas6nyK6s+gps0mq3fa90w78bH9qFDV3M8i/izdZs1jxctmG8qJu6caaNLK3prb3pbMzX1Mzd2pMmbZpqeLrYWnMtUzml483nSC/pil5EJHAK9CIigVPqZnPfvGuTHb//dwLszj8zMwzKdGxPlvKW8d+NAdHSIYAoz5Iky0A2UIxmWgKy6DuAfPgSLANZch/IRu6aRem+OwC7H5iHa/E6+Z1vkuQ1PWtDQDawDKQj/7ULRxaBxchu3TSd/3YV4EF+UIttyHMsBbeio3SXXWRgbKFO9QbcXxLje+FgYwInrZb91K3g7MJZ3s31S/cJhLqsiH8v5URKddiR24/eOYwuMjnl7Tx9gVCD5vWbOp35tuAUOG117kZ5erqiFxEJnAK9iEjglLrZ3Ng/bNXNiVEodSP5aR3gi2WAdNjWt/zqxGdAdP8AkCV5XibpJGiA6MHB4vXRykO7NBsEsuQhQCvvGd9aA4jtza5N2mSVX8/Z8CLArsfA7XW75t0VgMf5TbJp/m7KbB7lqZtyYUxdeYmTczDWfdmVbsb7OJmchnXs143VMs8qA/CUFztOP/eNT7HxYywPJvJ9GnXNbbZar/IEb61hF80NcLrfplI3vacrehGRwCnQi4gETqmbzRU3nu0U8hn4gK+XAb5aBvg0T8CMJuvAoYE7wKGiLzEAx/KRVq+9sgikWQTE9+3CaG0fQLICEOV3t5m5vbcbSuyNfQwwsGYWrgysAN+tAdxeta8zo6KKI18v9SIubsBt3UvjmCD/8CVffYs7xMa3sNxJeL26prtHp03x1otwNnJ3VJ3g0J+FqzDKAAAGW0lEQVRBqnbZ9Te3yTwPm5rDVJM2nad8C70ptW5GSD1xzqfp0s+3kS1dKlY+VekhXdGLiAROgV5EJHBK3Wxu/h1bp/LbawmQ5OmRH9cA1qr32mZWqaNmJqi8AY6ZW6pzO2+qaAZWgGw4z90kq+TdabLd9+zCPQ+AB0WaIwVoRWl5a2bGKDMY6q5N59iKmuHq7/Fuqh28JTHm3/UNK1OX8Whc6My+1E3VTTf5HO8LyykLb3Kps3K1BsY+60yi5H1Yf/wOby1Tc1eZbjIwDZNhdT+mqRvNTYq66pyjXjc7RFf0IiKB60mgX7h0Kk4S97/pa73Yt4jIi64HqZuFS3+6cHKmff1MdfHV6eTtS3M3zo9t/xE8K5+ebgNv/cuOnxpKAHYnAPuqvYvNtFMnd9mFrw9DqR9O9MNeIFreA5DYbEs6eg/I9t4DHuTthb9ZglKdT1yavmogv/81E0WZf4s+NqbAZjn/PW5zL755mpxBTM6zppOPeb33e6XuSqEhA+MdhOWt3vEmZ+o6KvunDu+mlXF9DYxTdeN92DBgqk5lTqtiaeOQK5yVN2u505AeeVYFOc1ZJiOtPuVtNy090IMr+vlbs+fePbNh8Zl3z83emt/+3YuIvOB6EOjHJ6c+vnJ1w+KrVz6emhzf/t2LiLzgepC6GTt/Y2Y6ThJ3+bmZtJ/yNsDxKwmwK//MTLvd0RbA8XzG8Ld2A/xuN8CRh4fNwujblwGKHjXmiywGsiE71Mokbe4OPAZu561uTHvhn6qpm4ctgJF8Y6aPjUnaLOapG9MQuFWdE8pRLmIpJvV277XLVSu+3sWF7lvWOKNmukkdOPU2TZt9AuXteLM0zVU3XSdtindaThO5ySLnJfXbqRtU5d914/HUreBdk+4ySOVvpPRJPzF5VnpTXnn6ctq+3JM9iYiII2qn7c3X2glJvOEeQETkST23sa4HehLoFy6dGr8wC1MX597/fOLsR2bpuZn08ult3/czkMRJeN8ielP9Qm9Knl4P/hhryyvbafv9zyfOfnRuJm2303Z7fvKDty8tbP/uRURecD0trzz9h3NTF/9qr+LHJk6qvFJEZPv1trzyzOXrf8kLbRbmbqq8UkRk+/Ug0I+dvzHD2WS6VEq/8OGpZPzW+301LFZEpE89v1U3z48g/3CkN9Uv9Kbk6al7pYhI4HRFLyISOF3Ri4gEToFeRCRwCvQiIoFToBcRCZwCvYhI4BToRUQCp0AvIhI4BXoRkcAp0IuIBE6BvtHCpVPx9LXO42vTcZLESdLnnfQXPjyVmDcSJ0nlDfapQM5LWXDnKNifpr6gQF/v6nQyfmG283jh0ttnmWm30/bce59M9POP3vzns+dm2m0zA0yfzPNVL5zzUhbWOQr5p6kvKND7XZtOkrM3L85cnOos68ygMvbOe1MfXenb782Fuc+mJid2+iiemWDOS1lQ5yjon6b+oEDvd/pyu51eP1/+SSvPlDI2cZKbc/16wzl/a3b2wrhNC5TnCehL4ZyXsqDOUdA/Tf1Bgb5rc7dmN1+pHyzM3WTq4rzJCcxNfnCqv1OkwZyXssDO0UZBnrXnmAK9dW06/8NXXbpwYnLK/0QfqLy7sfPX0+v55F5jE2/N3prb2aN7Ov18XmoFdo42CvKsPccU6K3Tl/M/fNX93as8m/nC3E1OTvTPRIibv7v+1c/n5cWls9ZbCvTdG5+c+viDDxeAhX9+Mvvnd/s1ZF6dLhW0Lcx9Zv8m1rdCOS9loZ2jjUI8a8+x1k4fQB8ZO39j5lY8kVyAqYtzN/r2O/PM5bm5UxPxBQCmLs5f79t3YoRyXspCO0cbhXjWnmOaSlBEJHBK3YiIBE6BXkQkcAr0IiKBU6AXEQmcAr2ISOAU6EVEAqdALyISOAV6EZHAKdCLiAROgV5EJHAK9CIigVOgFxEJnAK9iEjgFOhFRAKnQC8iEjgFehGRwCnQi4gEToFeRCRwCvQiIoFToBcRCZwCvYhI4BToRUQCp0AvIhI4BXoRkcAp0IuIBE6BXkQkcAr0IiKBU6AXEQmcAr2ISOAU6EVEAqdALyISOAV6EZHAKdCLiAROgV5EJHAK9CIigVOgFxEJnAK9iEjgFOhFRAKnQC8iEjgFehGRwCnQi4gEToFeRCRwCvQiIoFToBcRCZwCvYhI4BToRUQC939AcYQIRpS70gAAAABJRU5ErkJggg==\" alt=\"plot of chunk unnamed-chunk-52\"/> </p>\n\n<h3>Setting all rasters to the same extent, projection and resolution all in one <a name=\"spatialsync\"></a></h3>\n\n<p>See <code>spatial_sync_raster</code> function from <code>spatial.tools</code> package.</p>\n\n<p><br></p>\n\n<h3>Elevations, slope, aspect, etc <a name=\"elevation\"></a></h3>\n\n<p><br>\nDownload elevation data from internet:</p>\n\n<pre><code class=\"r\">elevation &lt;- getData(&quot;alt&quot;, country = &quot;ESP&quot;)\n</code></pre>\n\n<p>Some quick maps:</p>\n\n<pre><code class=\"r\">x &lt;- terrain(elevation, opt = c(&quot;slope&quot;, &quot;aspect&quot;), unit = &quot;degrees&quot;)\nplot(x)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-54\"/> </p>\n\n<pre><code class=\"r\">\nslope &lt;- terrain(elevation, opt = &quot;slope&quot;)\naspect &lt;- terrain(elevation, opt = &quot;aspect&quot;)\nhill &lt;- hillShade(slope, aspect, 40, 270)\nplot(hill, col = grey(0:100/100), legend = FALSE, main = &quot;Spain&quot;)\nplot(elevation, col = rainbow(25, alpha = 0.35), add = TRUE)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-54\"/> </p>\n\n<h3>Saving and exporting raster data <a name=\"saveraster\"></a></h3>\n\n<p>Saving raster to file:</p>\n\n<pre><code class=\"r\">writeRaster(tmin1.c, filename = &quot;tmin1.c.grd&quot;)\n</code></pre>\n\n<pre><code>## class       : RasterLayer \n## dimensions  : 120, 120, 14400  (nrow, ncol, ncell)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : C:\\Users\\FRS\\Dropbox\\R.scripts\\my.Rcode\\R-GIS tutorial\\tmin1.c.grd \n## names       : tmin1 \n## values      : -12.3, 10.3  (min, max)\n</code></pre>\n\n<pre><code class=\"r\">writeRaster(tmin.all.c, filename = &quot;tmin.all.grd&quot;)\n</code></pre>\n\n<pre><code>## class       : RasterBrick \n## dimensions  : 120, 120, 14400, 12  (nrow, ncol, ncell, nlayers)\n## resolution  : 0.1667, 0.1667  (x, y)\n## extent      : -10, 10, 30, 50  (xmin, xmax, ymin, ymax)\n## coord. ref. : +proj=longlat +ellps=WGS84 +datum=WGS84 +towgs84=0,0,0 \n## data source : C:\\Users\\FRS\\Dropbox\\R.scripts\\my.Rcode\\R-GIS tutorial\\tmin.all.grd \n## names       : tmin1, tmin2, tmin3, tmin4, tmin5, tmin6, tmin7, tmin8, tmin9, tmin10, tmin11, tmin12 \n## min values  : -12.3, -12.5, -10.8,  -8.6,  -4.2,  -0.8,   1.8,   1.6,  -0.1,   -3.3,   -8.1,  -10.8 \n## max values  :  10.3,  10.8,  12.5,  14.5,  19.7,  24.7,  27.6,  26.7,  22.9,   16.9,   13.7,   11.3\n</code></pre>\n\n<p><code>writeRaster</code> can export to many different file types, see help.</p>\n\n<p><br></p>\n\n<p>Exporting to KML (Google Earth)</p>\n\n<pre><code class=\"r\">tmin1.c &lt;- raster(tmin.all.c, 1)\nKML(tmin1.c, file = &quot;tmin1.kml&quot;)\nKML(tmin.all.c)  # can export multiple layers\n</code></pre>\n\n<p><br>\n<a href=\"#contents\">Back to Contents</a>\n<br>\n<br>\n<br>\n<br></p>\n\n<h1>5. SPATIAL STATISTICS (just a glance) <a name=\"spatstats\"></a></h1>\n\n<p><br></p>\n\n<h3>Point pattern analysis <a name=\"pointpatterns\"></a></h3>\n\n<p>Some useful packages:</p>\n\n<pre><code class=\"r\">library(spatial)\nlibrary(spatstat)\nlibrary(spatgraphs)\nlibrary(ecespa)  # ecological focus\n</code></pre>\n\n<p>See <a href=\"http://cran.r-project.org/web/views/Spatial.html\">CRAN Spatial Task View</a>.</p>\n\n<p>Let&#39;s do a quick example with Ripley&#39;s K function:</p>\n\n<pre><code class=\"r\">data(fig1)\nplot(fig1)  # point pattern\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-58\"/> </p>\n\n<pre><code class=\"r\">data(Helianthemum)\ncosa12 &lt;- K1K2(Helianthemum, j = &quot;deadpl&quot;, i = &quot;survpl&quot;, r = seq(0, 200, le = 201), \n    nsim = 99, nrank = 1, correction = &quot;isotropic&quot;)\n</code></pre>\n\n<pre><code>## 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15,\n## 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30,\n## 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45,\n## 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60,\n## 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75,\n## 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90,\n## 91, 92, 93, 94, 95, 96, 97, 98,  99.\n</code></pre>\n\n<pre><code class=\"r\">plot(cosa12$k1k2, lty = c(2, 1, 2), col = c(2, 1, 2), xlim = c(0, 200), main = &quot;survival- death&quot;, \n    ylab = expression(K[1] - K[2]), legend = FALSE)\n</code></pre>\n\n<p><img src=\"data:image/png;base64,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\" alt=\"plot of chunk unnamed-chunk-58\"/> </p>\n\n<pre><code>##       lty col   key         label\n## lo      2   2    lo         lo(r)\n## K1-K2   1   1 K1-K2 K1(r) - K2(r)\n## hi      2   2    hi         hi(r)\n##                                                                               meaning\n## lo                                            lower pointwise envelope of simulations\n## K1-K2 differences of  Ripley isotropic correction estimate of expression(K[1] - K[2])\n## hi                                            upper pointwise envelope of simulations\n</code></pre>\n\n<p><br></p>\n\n<h3>Geostatistics <a name=\"geostatistics\"></a></h3>\n\n<p>Some useful packages:</p>\n\n<pre><code class=\"r\">library(gstat)\nlibrary(geoR)\nlibrary(akima)  # for spline interpolation\nlibrary(spdep)  # dealing with spatial dependence\n</code></pre>\n\n<p>See <a href=\"http://cran.r-project.org/web/views/Spatial.html\">CRAN Spatial Task View</a>.</p>\n\n<p><br>\n<a href=\"#contents\">Back to Contents</a>\n<br>\n<br>\n<br>\n<br></p>\n\n<h1>6. INTERACTING WITH OTHER GIS <a name=\"othergis\"></a></h1>\n\n<pre><code class=\"r\">library(spgrass6)  # GRASS\nlibrary(RPyGeo)  # ArcGis (Python)\nlibrary(RSAGA)  # SAGA\nlibrary(spsextante)  # Sextante \n\n</code></pre>\n\n<p><br>\n<a href=\"#contents\">Back to Contents</a>\n<br>\n<br>\n<br>\n<br></p>\n\n<h1>7. OTHER USEFUL PACKAGES <a name=\"otherpackages\"></a></h1>\n\n<pre><code class=\"r\">library(Metadata)  # automatically collates data from online GIS datasets (land cover, pop density, etc) for a given set of coordinates\n\n# library(GeoXp) # Interactive exploratory spatial data analysis\nexample(columbus)\nhistomap(columbus, &quot;CRIME&quot;)\n\nlibrary(maptools)\n# readGPS\n\nlibrary(rangeMapper)  # plotting species distributions, richness and traits\n\n\n# Species Distribution Modelling\nlibrary(dismo)\nlibrary(biomod2)\nlibrary(SDMTools)\n\nlibrary(BioCalc)  # computes 19 bioclimatic variables from monthly climatic values (tmin, tmax, prec)\n\n</code></pre>\n\n<p><br>\n<a href=\"#contents\">Back to Contents</a>\n<br>\n<br>\n<br>\n<br></p>\n\n<h1>8. TO LEARN MORE <a name=\"tolearnmore\"></a></h1>\n\n<ul>\n<li><p><a href=\"http://www.asdar-book.org/\">ASDAR book</a></p></li>\n<li><p>Packages help and vignettes, especially</p>\n\n<p><a href=\"http://cran.r-project.org/web/packages/raster/vignettes/Raster.pdf\">http://cran.r-project.org/web/packages/raster/vignettes/Raster.pdf</a><br/>\n<a href=\"http://cran.r-project.org/web/packages/dismo/vignettes/sdm.pdf\">http://cran.r-project.org/web/packages/dismo/vignettes/sdm.pdf</a><br/>\n<a href=\"http://cran.r-project.org/web/packages/sp/vignettes/sp.pdf\">http://cran.r-project.org/web/packages/sp/vignettes/sp.pdf</a>   </p></li>\n<li><p><a href=\"http://cran.r-project.org/web/views/Spatial.html\">CRAN Task View: Analysis of Spatial Data</a></p></li>\n<li><p><a href=\"http://rpubs.com/RobinLovelace/intro-spatial\">Introduction to Spatial Data and ggplot2</a></p></li>\n<li><p><a href=\"http://spatial.ly/category/r-spatial-data-hints/\">R spatial tips</a></p></li>\n<li><p><a href=\"http://rwiki.sciviews.org/doku.php?id=tips:spatial-data&amp;s=spatial\">R wiki: tips for spatial data</a></p></li>\n<li><p><a href=\"http://www.maths.lancs.ac.uk/%7Erowlings/Teaching/Sheffield2013/index.html\">Spatial analysis in R</a></p></li>\n<li><p><a href=\"http://oscarperpinan.github.io/spacetime-vis/\">Displaying time series, spatial and space-time data with R</a></p></li>\n<li><p><a href=\"https://dl.dropboxusercontent.com/u/9577903/broomspatial.pdf\">Notes on Spatial Data Operations in R</a></p></li>\n<li><p><a href=\"http://www.csiro.au/resources/pf16h\">Analysing spatial point patterns in R</a></p></li>\n<li><p><a href=\"http://science.nature.nps.gov/im/datamgmt/statistics/r/advanced/Spatial.cfm\">Spatial data in R</a></p></li>\n<li><p><a href=\"http://www.nceas.ucsb.edu/scicomp/usecases\">NCEAS Geospatial use cases</a></p></li>\n<li><p><a href=\"http://spatial-analyst.net\">Spatial Analyst</a></p></li>\n<li><p><a href=\"http://www.molecularecologist.com/2012/09/making-maps-with-r/\">Making maps with R</a></p></li>\n<li><p><a href=\"http://www.rpubs.com/etiennebr/visualraster\">The Visual Raster Cheat Sheet</a></p></li>\n<li><p><a href=\"https://stat.ethz.ch/mailman/listinfo/R-SIG-Geo\">R-SIG-Geo mailing list</a></p></li>\n</ul>\n\n<p><br>\n<a href=\"#contents\">Back to Contents</a>\n<br>\n<br>\n<br>\n<br></p>\n\n</body>\n\n</html>\n\n"
  }
]