library(AOI)
library(climateR)
library(sf)
library(raster)
library(rasterVis)
library(dplyr)
(antioquia <- st_read("C:/Users/hinca/Documents/(A) Hinca/UNAL/Semestre 5/Geomática/05_ANTIOQUIA/ADMINISTRATIVO/MGN_MPIO_POLITICO.shp"))
tc_prcp = getTerraClim(antioquia, param = "prcp", startDate = "2019-08-01")
Spherical geometry (s2) switched off
Spherical geometry (s2) switched on
tc_tmp <- tc_prcp[[1]]
tc_tmp
class      : RasterStack 
dimensions : 83, 79, 6557, 1  (nrow, ncol, ncell, nlayers)
resolution : 0.04166667, 0.04166667  (x, y)
extent     : -77.16667, -73.875, 5.416667, 8.875  (xmin, xmax, ymin, ymax)
crs        : +proj=longlat +datum=WGS84 +no_defs 
names      : X2019.08 
min values :        2 
max values :    794.6 
library(leaflet)
library(RColorBrewer)
pal <- colorNumeric(c("red", "orange", "#fcc000","yellow", "cyan", "blue", "#3240cd"), values(tc_tmp$X2019.08), 
                    na.color = "transparent")

leaflet() %>% addTiles() %>%
  addRasterImage(tc_tmp$X2019.08 , colors = pal, opacity = 0.8) %>%
  addLegend(pal = pal, values = values(tc_tmp$X2019.08),
    title = "Rainfall-Ago.2019 [mm]")
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded ellps WGS 84 in Proj4 definition: +proj=merc +a=6378137 +b=6378137 +lat_ts=0 +lon_0=0 +x_0=0 +y_0=0 +k=1 +units=m +nadgrids=@null +wktext +no_defs +type=crs
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded datum World Geodetic System 1984 in Proj4 definition
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded ellps WGS 84 in Proj4 definition: +proj=merc +a=6378137 +b=6378137 +lat_ts=0 +lon_0=0 +x_0=0 +y_0=0 +k=1 +units=m +nadgrids=@null +wktext +no_defs +type=crs
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded datum World Geodetic System 1984 in Proj4 definition
head(param_meta$terraclim)
tc_palmer = getTerraClim(antioquia, param = "palmer", startDate = "2019-02-01")
Spherical geometry (s2) switched off
Spherical geometry (s2) switched on
tc_tmp <- tc_palmer[[1]]
tc_tmp 
class      : RasterStack 
dimensions : 83, 79, 6557, 1  (nrow, ncol, ncell, nlayers)
resolution : 0.04166667, 0.04166667  (x, y)
extent     : -77.16667, -73.875, 5.416667, 8.875  (xmin, xmax, ymin, ymax)
crs        : +proj=longlat +datum=WGS84 +no_defs 
names      : X2019.02 
min values :     -4.7 
max values :      4.7 
pal <- colorNumeric(c("#fc7300","orange", "yellow","#9acd32", "green"), values(tc_tmp$X2019.02), 
                    na.color = "transparent")

leaflet() %>% addTiles() %>%
  addRasterImage(tc_tmp$X2019.02, colors = pal, opacity = 0.8) %>%
  addLegend(pal = pal, values = values(tc_tmp$X2019.02),
    title = "PDSI-Feb.2019")
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded ellps WGS 84 in Proj4 definition: +proj=merc +a=6378137 +b=6378137 +lat_ts=0 +lon_0=0 +x_0=0 +y_0=0 +k=1 +units=m +nadgrids=@null +wktext +no_defs +type=crs
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded datum World Geodetic System 1984 in Proj4 definition
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded ellps WGS 84 in Proj4 definition: +proj=merc +a=6378137 +b=6378137 +lat_ts=0 +lon_0=0 +x_0=0 +y_0=0 +k=1 +units=m +nadgrids=@null +wktext +no_defs +type=crs
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded datum World Geodetic System 1984 in Proj4 definition
wat_def = getTerraClimNormals(antioquia, param = "water_deficit", period = "19812010", month=2)
Spherical geometry (s2) switched off
Spherical geometry (s2) switched on
wat_def
$terraclim_19812010_water_deficit
class      : RasterStack 
dimensions : 83, 79, 6557, 1  (nrow, ncol, ncell, nlayers)
resolution : 0.04166667, 0.04166667  (x, y)
extent     : -77.16667, -73.875, 5.416667, 8.875  (xmin, xmax, ymin, ymax)
crs        : +proj=longlat +datum=WGS84 +no_defs 
names      :  X02 
min values :    0 
max values : 78.2 
tc_tmp <- wat_def[[1]]
pal <- colorNumeric(c("green", "#9acd32","yellow", "orange", 
                    "#fc7300"), values(tc_tmp$X02), 
                    na.color = "transparent")
leaflet() %>% addTiles() %>%
  addRasterImage(tc_tmp$X02, colors = pal, opacity = 0.8) %>%
  addLegend(pal = pal, values = values(tc_tmp$X02),
    title = "WaterDeficit-February 2019")
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded ellps WGS 84 in Proj4 definition: +proj=merc +a=6378137 +b=6378137 +lat_ts=0 +lon_0=0 +x_0=0 +y_0=0 +k=1 +units=m +nadgrids=@null +wktext +no_defs +type=crs
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded datum World Geodetic System 1984 in Proj4 definition
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded ellps WGS 84 in Proj4 definition: +proj=merc +a=6378137 +b=6378137 +lat_ts=0 +lon_0=0 +x_0=0 +y_0=0 +k=1 +units=m +nadgrids=@null +wktext +no_defs +type=crs
Warning in showSRID(uprojargs, format = "PROJ", multiline = "NO", prefer_proj = prefer_proj) :
  Discarded datum World Geodetic System 1984 in Proj4 definition
chirps = getCHIRPS(antioquia, startDate = "2020-11-01", endDate = "2020-11-06" )
Spherical geometry (s2) switched off
Spherical geometry (s2) switched on
Error in { : task 1 failed - "camino (path) muy largo"
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