library(rpostgis)
## Loading required package: RPostgreSQL
## Loading required package: DBI
library(RPostgreSQL)
library(sf)
## Linking to GEOS 3.5.1, GDAL 2.1.2, PROJ 4.9.3
library(mapview)
library(leaflet.extras)
## Loading required package: leaflet
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(raster)
## Loading required package: sp
##
## Attaching package: 'raster'
## The following object is masked from 'package:dplyr':
##
## select
library(elevatr)
library(tmap)
library(gdistance)
## Loading required package: igraph
##
## Attaching package: 'igraph'
## The following object is masked from 'package:raster':
##
## union
## The following objects are masked from 'package:dplyr':
##
## as_data_frame, groups, union
## The following objects are masked from 'package:stats':
##
## decompose, spectrum
## The following object is masked from 'package:base':
##
## union
## Loading required package: Matrix
##
## Attaching package: 'gdistance'
## The following object is masked from 'package:igraph':
##
## normalize
conn <- dbConnect("PostgreSQL", host = "postgis", dbname = "nateng" ,user = "docker", password = "docker")
grassland<-st_read(conn,query="select * from calc_grass")
transects<-st_read(conn,query="select * from transects")
counts<-st_read(conn,query="select * from counts")
dbDisconnect(conn)
## [1] TRUE
grassland<-st_zm(grassland)
tmap_mode("view")
## tmap mode set to interactive viewing
tm_shape(grassland) +tm_fill() + tm_borders() + tm_scale_bar() + tm_compass(type = "8star", position = c("left", "top")) + tm_basemap(server = "OpenTopoMap") -> map
tmap_mode("plot")
## tmap mode set to plotting
map
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)
library(raster)
grassland$bin<-1
raster_template <- raster(extent(grassland), resolution = 100,
crs = st_crs(grassland)$proj4string)
grass<-rasterize(grassland, raster_template, field = "bin")
grass2<-grass
grass2[is.na(grass2)]<-100
tr<-transition(grass2,transitionFunction = mean,directions=8)
points<-as(counts, "Spatial")
p<-unique(coordinates(points))
test<-shortestPath(tr,p[1,],p[19,],output="SpatialLines")
plot(grass)
points(points)
lines(test)
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)