Capacitacion CELEC 2020 - Introduccion a la informacion geografica en R.

1 Temario
2 Una muy breve introduccion a R
3 Leer informacian geografica en R
- 3.1 Cargar archivo shp
- 3.2 Cargar capa de base de datos
4 Visualizacion
- 4.1 Basica
- 4.2 Mapview
5 Analisis vectorial
6 Analisis raster

Daniela Ballari - dballari@uazuay.edu.ec - IERSE - Universidad del Azuay, Cuenca (Ecuador)
Lorena Orellana - mlorellana@uazuay.edu.ec - IERSE - Universidad del Azuay, Cuenca (Ecuador)
Francisco Salgado Castillo - fdsalgado@uazuay.edu.ec - IERSE - Universidad del Azuay, Cuenca (Ecuador)

1 Temario

Objetivo

Introducir a los participantes al ambiente de analisis de datos en R y RStudio, con especial enfasis a la gestion y analisis de informacion geografica.

Contexto

Este curso se dicta en el contexto del CONVENIO DE COOPERACION INTERINSTITUCIONAL PARA LA CREACION DE UNA BASE DE DATOS GEOGRAFICA PARA LA GESTION Y ANALISIS DE INFORMACION ESPACIO-TEMPORAL PARA EL MANEJO DE ZONAS INESTABLES Y CUENCAS HIDROGRAFICAS DEL COMPLEJO PAUTE INTEGRAL, mantenido entre la Universidad del Azuay y CELEC EP - Hidropaute.

Temas

Introduccion a R.
Lectura de archivos shp.
Lectura de capas de base de datos.
Analisis vectorial con la libreria sf.
Analisis raster con la libreria raster.

Fecha del tutorial

Jueves 6 de febrero 2020. de 8hs a 18hs.

Descarga de datos

Vinculo a datos

Los acentos fueron omitidos para una adecuada compilacion en html.

2 Una muy breve introduccion a R

Para comenzar veremos en esta presentacion algunas justificaciones de por que usar R.

2.1 Operadores matematicos

2 + 2

## [1] 4

9 - 2

## [1] 7

10*10

## [1] 100

25/5

## [1] 5

3 ^ 2        # 3 al cuadrado

## [1] 9

100^(1/2)

## [1] 10

sqrt(100)    # Raiz cuadrada

## [1] 10

log(10)      # Logaritmo natural

## [1] 2.302585

log10(1000)  # Logaritmo de base 10

## [1] 3

exp(1)       # e elevado a la 1

## [1] 2.718282

cos(pi/4)    # coseno de pi sobre 4

## [1] 0.7071068

2.2 Vectores

x = c(3,4,7,8)      # Crear un vector con los numeros 3,4,7,8
x                   # Visualizar x en pantalla

## [1] 3 4 7 8

y = 1:4             # Crear un vector con los numeros 1,2,3,4

z = seq(0,1,0.1)    # Crear un vector de 0 a 1 con incrementos de 0.1
z[1:3]              # Visualizar los 3 primeros elementos de z

## [1] 0.0 0.1 0.2

z[3]                # Visualiar el elemento de la posicion 3

## [1] 0.2

2.3 Operaciones entre vectores

x+y

## [1]  4  6 10 12

x-y

## [1] 2 2 4 4

x*y

## [1]  3  8 21 32

x/y

## [1] 3.000000 2.000000 2.333333 2.000000

sqrt(y)

## [1] 1.000000 1.414214 1.732051 2.000000

y^2

## [1]  1  4  9 16

y^2+5*cos(y*pi/2)

## [1]  1 -1  9 21

names = c("Dani","Tom","Susana","Valeria")

2.4 Matrices

X = cbind(x,y)        # Combinar los vectores x, y en una matriz

Y = matrix(0,2,4)     # Crear una matriz de 2x4 con elementos 0

Z = matrix(x,2,2)     # Crear una matriz de 2x2 con elementos x
Z[,1]                 # Extraer la primera columna

## [1] 3 4

Z[2,]                 # Extraer la segunda fila

## [1] 4 8

Z[1,1]                # Extraer primera fila y primera columna

## [1] 3

2.5 Data Frames

Son como hojas de excel o matrices que contienen tanto datos numericos como de texto. En el ejemplo se muestra la altura y peso de 4 personas.

altura = c(1.5, 1.75, 1.63, 1.64) 
nombre = c("Miguel","Carlos","Isabel","Ema")

datos = data.frame(altura,nombre)
datos[1,]

##   altura nombre
## 1    1.5 Miguel

peso = c(180, 175, 110, 40)  #Anadir una nueva columna de peso
datos = cbind(datos, peso)

2.6 Listas

Contienen tipos de datos diferentes, es decir vectores, data.frames, etc. Se accede a los elementos con doble corchete [[]].

datos

##   altura nombre peso
## 1   1.50 Miguel  180
## 2   1.75 Carlos  175
## 3   1.63 Isabel  110
## 4   1.64    Ema   40

## [1] 3 4 7 8

lista <- list(datos, x)
lista

## [[1]]
##   altura nombre peso
## 1   1.50 Miguel  180
## 2   1.75 Carlos  175
## 3   1.63 Isabel  110
## 4   1.64    Ema   40
## 
## [[2]]
## [1] 3 4 7 8

lista[[1]]

##   altura nombre peso
## 1   1.50 Miguel  180
## 2   1.75 Carlos  175
## 3   1.63 Isabel  110
## 4   1.64    Ema   40

lista[[2]]

## [1] 3 4 7 8

2.7 Leer y escribir datos

Crear un archivo txt en el mismo diretorio que se encuentra este script en R, con los siguientes datos:

Bank Acct Amount
Chase 1536253 50.32
PNC 189273462 1563.82
Fleet 287363 20000.00

#Archivo de texto
data1<-read.table("data/bank.txt", header=TRUE) 
write.table(data1,'data/data1.txt',sep="")

#Excel
library(readxl)
ejemplo_excel <- read_excel("data/ejemplo_excel.xlsx")
# View(ejemplo_excel)

2.8 Estadistica descriptiva y graficos

Para graficos mas avanzados con ggplot consulte el tutorial: https://rpubs.com/daniballari/qplot y https://rpubs.com/daniballari/ggplot

data(trees)
head(trees)

##   Girth Height Volume
## 1   8.3     70   10.3
## 2   8.6     65   10.3
## 3   8.8     63   10.2
## 4  10.5     72   16.4
## 5  10.7     81   18.8
## 6  10.8     83   19.7

# Medidas descriptivas
media<-mean(trees$Height) #media
mediana<-median(trees$Height) #mediana
desviacion<-sd(trees$Height) #desviacion estandar
varianza<-var(trees$Height) #varianza
Minimo<-min(trees$Height) 
maximo<-max(trees$Height)
summary(trees) #resumen

##      Girth           Height       Volume     
##  Min.   : 8.30   Min.   :63   Min.   :10.20  
##  1st Qu.:11.05   1st Qu.:72   1st Qu.:19.40  
##  Median :12.90   Median :76   Median :24.20  
##  Mean   :13.25   Mean   :76   Mean   :30.17  
##  3rd Qu.:15.25   3rd Qu.:80   3rd Qu.:37.30  
##  Max.   :20.60   Max.   :87   Max.   :77.00

#Correlacion
cor(trees$Girth, trees$Height)#correlation

## [1] 0.5192801

cor(trees)

##            Girth    Height    Volume
## Girth  1.0000000 0.5192801 0.9671194
## Height 0.5192801 1.0000000 0.5982497
## Volume 0.9671194 0.5982497 1.0000000

#Graficos
histograma<-hist(trees$Height)

boxplot(trees$Height)

boxplot(trees)

plot(trees$Girth, trees$Height) #grafico de dispersion

2.9 Crear funciones en R

Basado en https://swcarpentry.github.io/r-novice-inflammation/02-func-R/

myfunction <- function(arg1, arg2, ... ){
statements
return(object)
}

# Temperatura Fahrenheit a Kelvin
fahrenheit_to_kelvin <- function(temp_F) {
  temp_K <- ((temp_F - 32) * (5 / 9)) + 273.15
  return(temp_K)
}

# Punto de congelamiento del agua
fahrenheit_to_kelvin(32)

# Punto de ebullicion del agua
fahrenheit_to_kelvin(212)

2.10 Funcion apply

a <- 1:10
b <- 1:10
x<-data.frame(a,b)
head(x)

##   a b
## 1 1 1
## 2 2 2
## 3 3 3
## 4 4 4
## 5 5 5
## 6 6 6

apply(x,1,sum)

##  [1]  2  4  6  8 10 12 14 16 18 20

apply(x,2,sum)

##  a  b 
## 55 55

2.11 Funcion sapply

Devuelve la estructura de datos mas simple posible, por ejemplo un vector.

sapply(1:nrow(x), function(i) sum(x[i,]))

##  [1]  2  4  6  8 10 12 14 16 18 20

2.12 Funcion lapply

Se aplica sobre listas y devuelve en estructura de listas.

lapply(1:nrow(x), function(i) sum(x[i,]))

## [[1]]
## [1] 2
## 
## [[2]]
## [1] 4
## 
## [[3]]
## [1] 6
## 
## [[4]]
## [1] 8
## 
## [[5]]
## [1] 10
## 
## [[6]]
## [1] 12
## 
## [[7]]
## [1] 14
## 
## [[8]]
## [1] 16
## 
## [[9]]
## [1] 18
## 
## [[10]]
## [1] 20

3 Leer informacian geografica en R

Aqui se mostraran algunos ejemplos de camo leer archivos de informacian geografica en R, analisis vectorial y raster. Sin embargo, para ver ejemplos mas avanzados de analisis espacial se puede consultar https://rpubs.com/daniballari/.

3.1 Cargar archivo shp

library(sf)

#Cuenca
cuenca<- st_read("data/RioPaute.shp")# archivo shp

## Reading layer `RioPaute' from data source `C:\Users\Usuario\Documents\RESEARCH\2019\CELEC\Ejecucion\E16 capacitaciones\Curso 3A\data\RioPaute.shp' using driver `ESRI Shapefile'
## Simple feature collection with 1 feature and 2 fields
## geometry type:  POLYGON
## dimension:      XY
## bbox:           xmin: 681758 ymin: 9637966 xmax: 803433.7 ymax: 9745363
## epsg (SRID):    32717
## proj4string:    +proj=utm +zone=17 +south +datum=WGS84 +units=m +no_defs

summary(cuenca)# explorar contenido de datos

##       fid          Id             geometry
##  Min.   :1   Min.   :0   POLYGON      :1  
##  1st Qu.:1   1st Qu.:0   epsg:32717   :0  
##  Median :1   Median :0   +proj=utm ...:0  
##  Mean   :1   Mean   :0                    
##  3rd Qu.:1   3rd Qu.:0                    
##  Max.   :1   Max.   :0

plot(cuenca)

3.2 Cargar capa de base de datos

3.2.1 Conexian con base de datos

Por razones de seguridad esta parte del cadigo es omitida en la versian publica

# library(RPostgreSQL)

# db <- "nombre base de datos"  #Base de datos
# host_db <- "IP"  #Direccion del servidor de la base de datos
# db_port <- "puerto"  #Puerto
# db_user <- "usuario" #Usuario de la base de datos
# db_password <- "contrase昼㸱a" #Contrasena

#Conexion con la base de datos
con <- dbConnect(RPostgres::Postgres(), dbname = db, host=host_db, port=db_port, user=db_user, password=db_password)  
#Seleccion de la capa 
consulta<- "SELECT * FROM g12_demarcacion.ha003_cantones_crp_250k"
cantones<- st_read(con, query=consulta, geom="geom_32717")

head(cantones)

## Simple feature collection with 6 features and 8 fields
## geometry type:  POLYGON
## dimension:      XY
## bbox:           xmin: 681765 ymin: 9637974 xmax: 803441.7 ymax: 9722321
## epsg (SRID):    32717
## proj4string:    +proj=utm +zone=17 +south +datum=WGS84 +units=m +no_defs
##   fid FID_Provin CODIGO         NOMBRE       PROVINCIA  REGION   Area_ha
## 1   1          0   0109         Sigsig           Azuay  Sierra  62668.77
## 2   6          5   0105          Paute           Azuay  Sierra  27598.29
## 3   7          6   0113 Sevilla de Oro           Azuay  Sierra  31119.71
## 4   8          7   0101         Cuenca           Azuay  Sierra 181073.33
## 5   9          9   1405       Santiago Morona Santiago Oriente  85358.84
## 6  11         11   0302        Biblian           Canar  Sierra  21822.14
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 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## 4 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
##                       geom_32717
## 1 POLYGON ((740831.6 9669404,...
## 2 POLYGON ((765223.4 9708320,...
## 3 POLYGON ((771042.7 9714671,...
## 4 POLYGON ((715677.9 9652659,...
## 5 POLYGON ((783033.9 9682528,...
## 6 POLYGON ((724813.1 9711398,...

class(cantones)

## [1] "sf"         "data.frame"

plot(cantones)

#Estaciones monitoreo hidrometereologico
estaciones<- st_read(con, query="SELECT * FROM g1_hidrometeorologia.estaciones_hidrometeorologicas", geom="geom_32717")

head(estaciones)

## Simple feature collection with 6 features and 10 fields
## geometry type:  POINT
## dimension:      XY
## bbox:           xmin: 717080 ymin: 9673590 xmax: 764394 ymax: 9713078
## epsg (SRID):    32717
## proj4string:    +proj=utm +zone=17 +south +datum=WGS84 +units=m +no_defs
##                   est_id              nombre        tipo descripcion elev
## 1 JC_113LimniZumbahuayco 113LimniZumbahuayco Hidrológica        <NA> 2602
## 2  JC_152_Limni_U_Tasqui  152_Limni_U_Tasqui Hidrológica        <NA> 2706
## 3          JC_LimniMazar          LimniMazar Hidrológica        <NA> 2362
## 4 JC_MachangaraLLanteraL MachangaraLLanteraL Hidrológica        <NA> 2980
## 5         JC_NivelChicti         NivelChicti Hidrológica        <NA> 2438
## 6      JC_NivelPteEuropa      NivelPteEuropa Hidrológica        <NA> 2447
##    fuente  xcoor   ycoor          observaciones
## 1 SENAGUA 732880 9686950                   <NA>
## 2 SENAGUA 717080 9673590                   <NA>
## 3   CELEC 764394 9713078           Limnigráfica
## 4   ETAPA 721054 9695478           Pluvio+Limni
## 5   CELEC 751115 9694477           Limnigráfica
## 6   CELEC 743030 9684009 SENSOR NIVEL-RIO PAUTE
##                                            geom_4326             geom_32717
## 1 0101000020E610000038CCA013EDB953C0EE17372787A406C0 POINT (732880 9686950)
## 2 0101000020E61000000CD4BF6C01C353C0C7BD7EEF6E9C07C0 POINT (717080 9673590)
## 3 0101000020E6100000F461927DD2A753C0FCF219D1B5BF04C0 POINT (764394 9713078)
## 4 0101000020E61000003F644D72BDC053C031BFF396FF0606C0 POINT (721054 9695478)
## 5 0101000020E610000049E58F0171AF53C0CC49E91D8A1806C0 POINT (751115 9694477)
## 6 0101000020E610000054211B0515B453C019103A17A2DA06C0 POINT (743030 9684009)

class(estaciones)

## [1] "sf"         "data.frame"

plot(estaciones)

#Desconectar con la base de datos
dbDisconnect(con)

4 Visualizacion

4.1 Basica

plot(st_geometry(cantones), col="lightgrey")
plot(st_geometry(estaciones), pch=20,cex = 1, col="red",add=TRUE)

4.2 Mapview

library(mapview)

#base
mapview(cantones)

#2 capas
mapview(list(cantones, estaciones),
        layer.name = c("Cantones", "Estaciones"))

#Campos especificos, por tipo de estacion
mapview(list(cantones, estaciones),
        layer.name = c("Cantones", "Estaciones"),  zcol = list("REGION", "tipo"))

#Colores personalizados
mapview(list(cantones, estaciones),
        layer.name = c("Cantones", "Estaciones"),  zcol = list("REGION", "tipo"), col.regions = list(c("beige", "grey"), c("red", "green", "blue")))

#por fuente de estaciones
mapview(list(cantones, estaciones),
        layer.name = c("Cantones", "Estaciones"),  zcol = list("REGION", "fuente"), col.regions = list(c("beige", "grey"), c("red", "green", "blue")))

5 Analisis vectorial

5.1 Explorando objetos sf

#tipo de dato
class(estaciones)

## [1] "sf"         "data.frame"

#columnas
names(estaciones)

##  [1] "est_id"        "nombre"        "tipo"          "descripcion"  
##  [5] "elev"          "fuente"        "xcoor"         "ycoor"        
##  [9] "observaciones" "geom_4326"     "geom_32717"

#Aceder a 1 columna en particular
estaciones$tipo

##  [1] "Hidrológica"        "Hidrológica"        "Hidrológica"       
##  [4] "Hidrológica"        "Hidrológica"        "Hidrológica"       
##  [7] "Hidrológica"        "Hidrológica"        "Hidrológica"       
## [10] "Hidrológica"        "Hidrológica"        "Hidrometeorológica"
## [13] "Meteorológica"      "Meteorológica"      "Meteorológica"     
## [16] "Meteorológica"      "Meteorológica"      "Meteorológica"     
## [19] "Meteorológica"      "Meteorológica"      "Meteorológica"     
## [22] "Hidrológica"        "Hidrológica"        "Hidrológica"       
## [25] "Meteorológica"      "Meteorológica"      "Meteorológica"     
## [28] "Meteorológica"      "Meteorológica"      "Meteorológica"     
## [31] "Meteorológica"      "Meteorológica"      "Meteorológica"     
## [34] "Meteorológica"      "Meteorológica"      "Meteorológica"     
## [37] "Meteorológica"      "Meteorológica"      "Meteorológica"     
## [40] "Meteorológica"      "Meteorológica"      "Meteorológica"     
## [43] "Hidrometeorológica" "Hidrometeorológica" "Meteorológica"

#columna con geometria o coordenadas
estaciones$geom_32717

## Geometry set for 45 features 
## geometry type:  POINT
## dimension:      XY
## bbox:           xmin: 696065 ymin: 9646392 xmax: 797962 ymax: 9738244
## epsg (SRID):    32717
## proj4string:    +proj=utm +zone=17 +south +datum=WGS84 +units=m +no_defs
## First 5 geometries:

#Listado de coordenadas
head(st_coordinates(estaciones))

##        X       Y
## 1 732880 9686950
## 2 717080 9673590
## 3 764394 9713078
## 4 721054 9695478
## 5 751115 9694477
## 6 743030 9684009

5.2 Seleccionar area de estudio (Paute)

paute = cantones[cantones$NOMBRE == "Paute", ]

plot(st_geometry(cantones), col="grey90",axes = TRUE, reset=TRUE)
plot(st_geometry(estaciones), pch = 16, col = 'gray', add = TRUE)
plot(paute["NOMBRE"], col="coral",add=TRUE)

5.3 Explorar sistemas de referencias

st_crs(cantones)

## Coordinate Reference System:
##   EPSG: 32717 
##   proj4string: "+proj=utm +zone=17 +south +datum=WGS84 +units=m +no_defs"

st_crs(estaciones)

## Coordinate Reference System:
##   EPSG: 32717 
##   proj4string: "+proj=utm +zone=17 +south +datum=WGS84 +units=m +no_defs"

# Si un SRS fue olvidado, se asigna con 
nuevo_crs = st_set_crs(cantones, 32717) # set CRS

#Si es necesario transformar el sistema de referencia de las estaciones se usa st_transform
estacioens.4326<- st_transform(estaciones, 4326)
st_crs(estaciones)

## Coordinate Reference System:
##   EPSG: 32717 
##   proj4string: "+proj=utm +zone=17 +south +datum=WGS84 +units=m +no_defs"

5.4 Calculo de superficie

st_area(paute)

## 275982336 [m^2]

attributes(st_area(paute))

## $units
## $numerator
## [1] "m" "m"
## 
## $denominator
## character(0)
## 
## attr(,"class")
## [1] "symbolic_units"
## 
## $class
## [1] "units"

st_area(paute) / 1000000

## 275.9823 [m^2]

units::set_units(st_area(paute), km^2)

## 275.9823 [km^2]

5.5 Transformar a data.frame

cantones.df = st_set_geometry(cantones, NULL)
class(cantones.df)

## [1] "data.frame"

head(cantones.df)

##   fid FID_Provin CODIGO         NOMBRE       PROVINCIA  REGION   Area_ha
## 1   1          0   0109         Sigsig           Azuay  Sierra  62668.77
## 2   6          5   0105          Paute           Azuay  Sierra  27598.29
## 3   7          6   0113 Sevilla de Oro           Azuay  Sierra  31119.71
## 4   8          7   0101         Cuenca           Azuay  Sierra 181073.33
## 5   9          9   1405       Santiago Morona Santiago Oriente  85358.84
## 6  11         11   0302        Biblian           Canar  Sierra  21822.14
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            geom_4326
## 1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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## 4 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

5.6 Extraer coordenadas

cantones$geometry

## NULL

geom.cantones<-st_coordinates(cantones)
class(geom.cantones)

## [1] "matrix"

head(geom.cantones)

##             X       Y L1 L2
## [1,] 740831.6 9669404  1  1
## [2,] 741248.7 9669232  1  1
## [3,] 741452.8 9669274  1  1
## [4,] 741979.5 9669216  1  1
## [5,] 742149.5 9669099  1  1
## [6,] 742449.6 9668745  1  1

5.7 Crear objeto sf

cantones.sf<- st_sf(data.frame(n = cantones$NOMBRE), geom = cantones$geom_32717)
class(cantones.sf)

## [1] "sf"         "data.frame"

cantones.sf2<- st_sf(data.frame(n = cantones.df), geom = st_sfc(st_multipoint(geom.cantones[,c(1,2)])))
class(cantones.sf2)

## [1] "sf"         "data.frame"

5.8 Seleccionar estaciones meteorologicas localizadas en Paute

estaciones.paute<- st_intersection(estaciones, paute)

plot(st_geometry(paute), col="lightgrey")
plot(st_geometry(estaciones.paute), pch=20,cex = 1, col="red",add=TRUE)

5.9 Superficie del embalse que se localiza en Paute

con <- dbConnect(RPostgres::Postgres(), dbname = db, host=host_db, port=db_port, user=db_user, password=db_password)  

embalse<- st_read(con, query="SELECT * FROM g6_infraestructura.bh130_area_embalse_2153", geom="geom_32717")

dbDisconnect(con)

embalse.paute <- st_intersection(embalse, paute)

#visualizar resultados
plot(st_geometry(paute), col="lightgrey",axes = TRUE)
plot(st_geometry(embalse), pch=20,cex = 0.5,border="lightblue",add=TRUE)
plot(st_geometry(embalse.paute), pch=20,cex = 0.5, col="blue",border="blue",add=TRUE)
plot(st_geometry(estaciones.paute), pch=20,cex = 5, col="red",add=TRUE)

units::set_units(st_area(embalse), km^2)

## 8.581148 [km^2]

units::set_units(st_area(embalse.paute), km^2)

## 4.250237 [km^2]

5.10 Crear nuevos campos y atributos

names(embalse.paute)

##  [1] "fid"         "Area"        "Hectares"    "geom_4326"   "fid.1"      
##  [6] "FID_Provin"  "CODIGO"      "NOMBRE"      "PROVINCIA"   "REGION"     
## [11] "Area_ha"     "geom_4326.1" "geom_32717"

embalse.paute$area_m <- st_area(embalse.paute) # En m2
embalse.paute$area_km <- units::set_units(st_area(embalse.paute), km^2) # en km2

names(embalse.paute)

##  [1] "fid"         "Area"        "Hectares"    "geom_4326"   "fid.1"      
##  [6] "FID_Provin"  "CODIGO"      "NOMBRE"      "PROVINCIA"   "REGION"     
## [11] "Area_ha"     "geom_4326.1" "geom_32717"  "area_m"      "area_km"

6 Analisis raster

6.1 Leer y visualizar

library(raster) 
library(ncdf4)
library(latticeExtra)

Carga las capas de provincias de Ecuador y los 12 rasters de precipitacian TRMM para el ano 2003

ecuador<-st_read("data/nxprovincias.shp") #Fuente SNI, archivo shp

## Reading layer `nxprovincias' from data source `C:\Users\Usuario\Documents\RESEARCH\2019\CELEC\Ejecucion\E16 capacitaciones\Curso 3A\data\nxprovincias.shp' using driver `ESRI Shapefile'
## Simple feature collection with 25 features and 16 fields
## geometry type:  MULTIPOLYGON
## dimension:      XY
## bbox:           xmin: -732143.5 ymin: 9445216 xmax: 1147852 ymax: 10189400
## epsg (SRID):    32717
## proj4string:    +proj=utm +zone=17 +south +datum=WGS84 +units=m +no_defs

ecuador<-st_transform(ecuador, 4326)

files <- list.files(path = "data/", pattern='.G3.nc', full.names = TRUE) #extraer listado de archivos
files

##  [1] "data/TRMM_3B43_ACC.007_20030101_000000.G3.nc"
##  [2] "data/TRMM_3B43_ACC.007_20030201_000000.G3.nc"
##  [3] "data/TRMM_3B43_ACC.007_20030301_000000.G3.nc"
##  [4] "data/TRMM_3B43_ACC.007_20030401_000000.G3.nc"
##  [5] "data/TRMM_3B43_ACC.007_20030501_000000.G3.nc"
##  [6] "data/TRMM_3B43_ACC.007_20030601_000000.G3.nc"
##  [7] "data/TRMM_3B43_ACC.007_20030701_000000.G3.nc"
##  [8] "data/TRMM_3B43_ACC.007_20030801_000000.G3.nc"
##  [9] "data/TRMM_3B43_ACC.007_20030901_000000.G3.nc"
## [10] "data/TRMM_3B43_ACC.007_20031001_000000.G3.nc"
## [11] "data/TRMM_3B43_ACC.007_20031101_000000.G3.nc"
## [12] "data/TRMM_3B43_ACC.007_20031201_000000.G3.nc"

imageraster <- lapply(files,raster)
spplot(imageraster[[1]], col.regions=colorRampPalette(c("white", "blue"))(255))

6.2 Recortar zona de estudio

imageraster <- lapply(imageraster, crop, y=as(ecuador,"Spatial"))#cortar para ecuador

spplot(imageraster[[1]], col.regions=colorRampPalette(c("white", "blue"))(255)) + 
  as.layer(spplot(as(ecuador[1], "Spatial"), fill="transparent", col="black", under = FALSE))

6.3 Establecer mascara de acuerdo a un poligono

imageraster <- lapply(imageraster, mask, mask=as(ecuador,"Spatial"))#cortar para ecuador

spplot(imageraster[[1]], col.regions=colorRampPalette(c("white", "blue"))(255)) + 
  as.layer(spplot(as(ecuador[1], "Spatial"), fill="transparent", col="black", under = FALSE))

6.4 Raster brick

precipitacion.mensual<- brick(imageraster)
precipitacion.mensual

## class      : RasterBrick 
## dimensions : 27, 67, 1809, 12  (nrow, ncol, ncell, nlayers)
## resolution : 0.25, 0.25  (x, y)
## extent     : -92, -75.25, -5, 1.75  (xmin, xmax, ymin, ymax)
## crs        : +proj=longlat +datum=WGS84 +ellps=WGS84 +towgs84=0,0,0 
## source     : memory
## names      : accumulated_r.1, accumulated_r.2, accumulated_r.3, accumulated_r.4, accumulated_r.5, accumulated_r.6, accumulated_r.7, accumulated_r.8, accumulated_r.9, accumulated_r.10, accumulated_r.11, accumulated_r.12 
## min values :            0.03,            1.08,            0.39,            0.00,            0.03,            0.00,            0.00,            0.00,            0.00,             0.00,             0.00,             0.00 
## max values :        439.1327,        495.3195,        415.3514,        526.6675,        551.2563,        523.4909,        386.9567,        320.7042,        382.8305,         404.6749,         427.7702,         500.5126

6.5 Algebra de mapas local

6.5.1 Precipitacion acumulada anual

precipitacion.anual<-sum(precipitacion.mensual)

spplot(precipitacion.anual, col.regions=colorRampPalette(c("white", "blue"))(255)) + 
  as.layer(spplot(as(ecuador[1], "Spatial"), fill="transparent", col="black", under = FALSE))

precipitacion.anual2<-precipitacion.mensual[[1]]+precipitacion.mensual[[2]]+precipitacion.mensual[[3]]+precipitacion.mensual[[4]]+precipitacion.mensual[[5]]+precipitacion.mensual[[6]]+precipitacion.mensual[[7]]+precipitacion.mensual[[8]]+precipitacion.mensual[[9]]+precipitacion.mensual[[10]]+precipitacion.mensual[[11]]+precipitacion.mensual[[12]]

spplot(precipitacion.anual2, col.regions=colorRampPalette(c("white", "blue"))(255)) + 
  as.layer(spplot(as(ecuador[1], "Spatial"), fill="transparent", col="black", under = FALSE))

6.5.2 Precipitacion media anual

precipitacion.anual<-mean(precipitacion.mensual)

spplot(precipitacion.anual, col.regions=colorRampPalette(c("white", "blue"))(255)) + 
  as.layer(spplot(as(ecuador[1], "Spatial"), fill="transparent", col="black", under = FALSE))

6.6 Algebra de mapas focal

6.6.1 Ventana mavil. Filtro de paso bajo

precipitacion.filtro <- focal(precipitacion.anual, w=matrix(1,3,3), fun=mean)

spplot(precipitacion.filtro, col.regions=colorRampPalette(c("white", "blue"))(255)) + 
  as.layer(spplot(as(ecuador[1], "Spatial"), fill="transparent", col="black", under = FALSE))

6.6.2 Ventana mavil. Variabilidad focal

precipitacion.focal.sd <- focal(precipitacion.anual, w=matrix(1,3,3), fun=sd)

spplot(precipitacion.focal.sd, col.regions=colorRampPalette(c("white", "red"))(255)) + 
  as.layer(spplot(as(ecuador[1], "Spatial"), fill="transparent", col="black", under = FALSE))

6.7 Algebra de mapas zonal

6.7.1 Precipitacian media por provincia en tabla

zonal <- extract(precipitacion.anual, sf::as_Spatial(ecuador), fun=mean, na.rm=TRUE, df=TRUE)
zonal

##    ID      layer
## 1   1  76.475982
## 2   2 107.345040
## 3   3  78.186558
## 4   4 172.317750
## 5   5 109.514125
## 6   6  99.993900
## 7   7  38.606768
## 8   8 171.639052
## 9   9  63.907826
## 10 10 114.935725
## 11 11  53.845399
## 12 12 131.689340
## 13 13  87.534196
## 14 14 191.998192
## 15 15 233.148746
## 16 16 299.467908
## 17 17 112.898620
## 18 18 125.161280
## 19 19 116.863880
## 20 20   1.558851
## 21 21 246.191826
## 22 22 283.112023
## 23 23 169.163751
## 24 24  38.184608
## 25 25 172.383794

6.7.2 Precipitacian media por provincia en mapa

zonal <- extract(precipitacion.anual, sf:::as_Spatial(ecuador), fun=mean, na.rm=TRUE, sp=TRUE)
zonal

## class       : SpatialPolygonsDataFrame 
## features    : 25 
## extent      : -92.00897, -75.18715, -5.016157, 1.681835  (xmin, xmax, ymin, ymax)
## crs         : +proj=longlat +datum=WGS84 +no_defs +ellps=WGS84 +towgs84=0,0,0 
## variables   : 17
## names       : DPA_PROVIN,         DPA_DESPRO, DPA_VALOR, DPA_ANIO, REI_CODIGO, REN_CODIGO, PEE_CODIGO, preccount,          precsum,         precmean,      area,          acumsum,         acummean,        acumstdev,          acummin, ... 
## min values  :         01,              AZUAY,         0,     2012,         02,         01,        593,         2, 307.642547607422, 76.9106369018555,    781.02, 479.686916351318, 34.2633511679513, 23.4449271238113, 10.1099996566772, ... 
## max values  :         90, ZONA NO DELIMITADA,         0,     2012,         90,         05,        593,        40,  14596.171585083, 434.520806884766, 29628.765, 136095.568115234, 3489.62995167268, 1023.52761815727,     2967.4453125, ...

names(zonal)

##  [1] "DPA_PROVIN" "DPA_DESPRO" "DPA_VALOR"  "DPA_ANIO"   "REI_CODIGO"
##  [6] "REN_CODIGO" "PEE_CODIGO" "preccount"  "precsum"    "precmean"  
## [11] "area"       "acumsum"    "acummean"   "acumstdev"  "acummin"   
## [16] "acummax"    "layer"

zonal$layer

##  [1]  76.475982 107.345040  78.186558 172.317750 109.514125  99.993900
##  [7]  38.606768 171.639052  63.907826 114.935725  53.845399 131.689340
## [13]  87.534196 191.998192 233.148746 299.467908 112.898620 125.161280
## [19] 116.863880   1.558851 246.191826 283.112023 169.163751  38.184608
## [25] 172.383794

spplot(zonal, "layer", col.regions=colorRampPalette(c("white", "blue"))(255))

## Algebra de mapas global

6.7.3 Precipitacion anual total en el Ecuador

precipitacion.mensual.global<- cellStats(precipitacion.mensual,sum) 
barplot(precipitacion.mensual.global)

precipitation.total<- cellStats(precipitacion.anual,sum) 
precipitation.total

## [1] 54178.52

precipitation.media<- cellStats(precipitacion.anual,mean) 
precipitation.media

## [1] 163.6813