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<!DOCTYPE html>
<html lang="" xml:lang="">
<head>
<title>Datos espaciales con R</title>
<meta charset="utf-8" />
<meta name="author" content="Stephanie Orellana" />
<meta name="date" content="2021-03-15" />
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class: center, middle, inverse, title-slide
# Datos espaciales con R
## Principios básicos
### Stephanie Orellana
### RLadies Madrid
### 2021-03-15
---
background-image: url("img/cohete.png")
background-size: 400px 400px
background-position: center right
# Hoy hablaremos de:
- Introducción a R
- Conceptos básicos de datos espaciales
- Paquete sf
- Paquete raster
- Ejemplos prácticos
---
background-image: url("https://raw.githubusercontent.com/sporella/30daymap/master/plots/29_gfs.gif")
background-size: 400px 400px
background-position: center right
background-color: white
# Sobre mí
.col-right[
]
- Stephanie Orellana (sporella@uc.cl)
--
- Ingeniera Agrónoma y Magíster en Recursos Naturales
--
- No aprendí a programar en ningún curso de la Universidad, sino que por necesidad.
--
- Partí trabajando con modelos mixtos de variables climáticas, usando:
+ Arcgis
+ Excel
+ R
--
- Luego fui migrando completamente a R. Pero para "mirar" los rásters y vectores uso QGIS
---
class: middle
background-image: url("img/r.png")
background-position: center right
# Básicos de R
---
class: inverse
background-image: url("img/r-rstudio.png")
background-position: center right
# Básicos de R
.col-right[
]
--
- R es un lenguaje de **programación** y es un software libre
--
- RStudio es la **interfaz de usuario** más conocida (hace que R sea amigable e incluye herramientas para facilitar el trabajo)
--
- R es un lenguaje orientado a **objetos** en donde pueden aplicarse **funciones** a estos objetos.
---
class: middle
background-image: url("https://jules32.github.io/useR-2019-keynote/img/horst-welcome_to_rstats_twitter.png")
background-size: 600px 600px
background-position: bottom right
background-color: white
width: 50%
# Por qué usar R
.col-right[
]
- Es un software libre y gratuito
--
- Permite hacer investigación reproducible:
--
- El flujo de trabajo queda escrito en código
- Los análisis se hacen dentro del mismo programa
--
- Es una herramienta potente y está en constante desarrollo.
--
- Existe una gran comunidad alrededor del mundo que siempre está dispuesta a enseñar, responder preguntas y desarrollar nuevos paquetes.
--
- Aprender a **buscar en Google** es primordial
- **Twitter**
---
class: inverse
# R Base v/s Tidyverse
.pull-left[
<img src="https://i.ytimg.com/vi/MCB4gNVfysU/maxresdefault.jpg" width="50%" style="display: block; margin: auto;" />
- Programar con la sintaxis nativa de R
- Indices de objetos se realizan con: ` $ , [ ], [,] o [[]]`
- Funciones incluidas en el paquete base (base::)
]
--
.pull-right[
<img src="https://miro.medium.com/max/4032/1*B-cwhqnFgGIbd9lWnzi_mQ.png" width="50%" style="display: block; margin: auto;" />
- Grupo de paquetes diseñados para hacer ciencia de datos
- Busca una programación más intuitiva. Funciones como verbos.
- Todos los paquetes comparten una filosofía de diseño, gramática y estructuras de datos subyacentes.
- Operador "pipe" %>%
]
---
class: inverse
# R Base v/s Tidyverse
```r
# Seleccionar columnas
## R base
iris$Sepal.Length
iris[, c("Petal.Length", "Sepal.Length", "Species")]
# Seleccionar columnas
## tidyverse
library(dplyr)
iris %>%
select(Petal.Length, Sepal.Length, Species)
```
--
.pull-top[
<img src="https://image.slidesharecdn.com/emilytidyversepresentation-180205195912/95/the-lesser-known-stars-of-the-tidyverse-5-638.jpg?cb=1517860826" width="100%" style="display: block; margin: auto;" />
]
--
.pull-center[
¡Para procesar datos espaciales necesitaremos las dos formas!
<img src="https://cdn160.picsart.com/upscale-235481347027212.png?type=webp&to=min&r=1024" width="25%" style="display: block; margin: auto;" />
]
---
class: middle left
background-image: url("img/spatial.png")
background-position: bottom right
background-size: 300px 300px
# ¡Vamos a la parte espacial!
---
# R vs SIG tradicionales
R | SIG Tradicionales
--------|---------|---------
Código ilimitado, se pueden mezclar diferentes paquetes para diferentes operaciones y análisis (incluso puedes hacer tus reportes y presentaciones en R). | Algunos como ArcGis y QGis tienen una consola de código en Python.
--
Visualización de datos espaciales no es tan detallada como en un SIG tradicional, aunque existen paquetes para explorar de forma dinámica. | Visualización rápida de grandes vectores y creación de estos con herramientas manuales especializadas.
--
---
# R vs SIG tradicionales
R | SIG Tradicionales
--------|---------|---------
Se puede hacer todo tipo de análisis y gráficos de la información espacial (ej: **`{ggplot2}`**). | Sólo vistas de mapas e histogramas.
--
Se pueden programar procesos iterativos para hacer la misma acción muchas veces (se puede programar todo). | Procesos en "batch" siguen siendo manuales.
--
Fácil análisis de las tablas de atributos (uso de tidyverse y contenidos del libro R for Data Science). | Análisis limitado de tablas de atributos.
--
Permite reproducibilidad, queda todo por escrito. | Poco reproducible, nada (o muy poco) queda por escrito.
---
# #Rspatial
<iframe src="https://cran.r-project.org/web/views/Spatial.html" width="90%" height="400px" style="border: none;"></iframe>
---
class: inverse
<img src="img/sppackages_stats.png" width="90%" style="display: block; margin: auto;" />
[*] 50 paquetes más descargados con la etiqueta RSpatial desde 2015
---
class: middle right
background-image: url("img/check-list.png")
background-position: bottom left
background-size: 300px 300px
title-size: 50%
# Conceptos básicos a tomar en cuenta
---
class: inverse
# 1. Tipo de dato/archivo
.pull-left[
.h2[VECTORES]
.p-caption[
<div class="figure" style="text-align: center">
<img src="img/vector.png" alt="Fuente: &lt;a href='http://katiejolly.io/rnorth-19'&gt; @Katie Jolly &lt;/a&gt;" width="55%" />
<p class="caption">Fuente: <a href='http://katiejolly.io/rnorth-19'> @Katie Jolly </a></p>
</div>
]
]
.pull-right[
<img src="img/vectorcat.png" width="40%" style="display: block; margin: auto;" />
- Mediciones de campo
- Estaciones meteorológicas
- Caminos
- Rutas GPS
- Comunas
- Regiones
- Áreas de estudio
]
---
class: inverse
# 1. Tipo de dato/archivo
.pull-left[
.h2[RÁSTER]
.p-caption[
<div class="figure" style="text-align: center">
<img src="img/raster.png" alt="Fuente: &lt;a href='http://katiejolly.io/rnorth-19'&gt; @Katie Jolly &lt;/a&gt;" width="62%" />
<p class="caption">Fuente: <a href='http://katiejolly.io/rnorth-19'> @Katie Jolly </a></p>
</div>
]
]
.pull-right[
<img src="img/pixelcat.png" width="40%" style="display: block; margin: auto;" />
- Imágenes satelitales
- Modelos climáticos
- Interpolaciones espaciales
- Imágenes aéreas
- Modelos de elevación digital
- Usos de suelo
- Datos (numéricos o categóricos) en grillas regulares
]
---
class: inverse
background-image: url("https://user-images.githubusercontent.com/520851/50280460-e35c1880-044c-11e9-9ed7-cc46754e49db.jpg")
background-position: bottom right
background-size: 550px 550px
# Vectores: paquete "sf"
.right-column2[
]
--
- Es el paquete "más moderno" para trabajar con vectores.
--
- Actúa bajo la lógica de **simple features** en donde un objeto espacial se divide en dos componentes:
--
- data.frame (tabla de atributos)
- geometría **geometry** (información espacial adherida)
--
- Es compatible con **tidyverse**
---
# Cargar datos con sf
```r
library(sf)
# Cargar datos
## Poligonos
*espana <- read_sf("data/limites_espana.shp")
head(espana)
```
```
## Simple feature collection with 6 features and 7 fields
## geometry type: MULTIPOLYGON
## dimension: XY
## bbox: xmin: -5.424095 ymin: 35.1721 xmax: 0.6900477 ymax: 40.78831
## geographic CRS: ETRS89
## # A tibble: 6 x 8
## ID ID_CODIGO ID_TTOPO FECHA_ALTA TIPO_0101 CCAA ETIQUETA
## <dbl> <chr> <chr> <chr> <chr> <chr> <chr>
## 1 11 0101S <NA> 201009240000~ 03 Comunidad Valen~ Castellón
## 2 14 0101S <NA> 201009240000~ 03 Andalucía Almería
## 3 10 0101S <NA> 201506010858~ 03 Ciudad Autónoma~ Islas Chafa~
## 4 1 0101S <NA> 201506011034~ 03 CEUTA Isla de Per~
## 5 2 0101S <NA> 201506011034~ 03 CEUTA Ceuta
## 6 15 0101S <NA> 201009240000~ 03 Comunidad Valen~ Alicante
## # ... with 1 more variable: geometry <MULTIPOLYGON [°]>
```
---
# Cargar datos con sf
```r
## Puntos
*aeropuertos <- read_sf("data/BCN500_0606P_AEROP_AEROD.shp")
aeropuertos
```
```
## Simple feature collection with 102 features and 5 fields
## geometry type: POINT
## dimension: XYZ
## bbox: xmin: -17.89353 ymin: 27.80845 xmax: 4.211772 ymax: 43.91356
## z_range: zmin: 0 zmax: 0
## geographic CRS: Europe ETRS 89 (EUREF 89 System), Latitude-Longitude; Degrees
## # A tibble: 102 x 6
## ID ID_CODIGO FECHA_ALTA TIPO_0606 ETIQUETA geometry
## <dbl> <chr> <chr> <chr> <chr> <POINT [°]>
## 1 1 0606P 20091223000000 01 AEROP Z (-5.345102 36.15061 0)
## 2 2 0606P 20091223000000 01 AEROP Z (-4.496404 36.67687 0)
## 3 3 0606P 20091223000000 01 AEROP Z (-3.778217 37.17579 0)
## 4 4 0606P 20091223000000 01 AEROP Z (-2.359821 36.84331 0)
## 5 5 0606P 20091223000000 01 AEROP Z (-4.84883 37.83674 0)
## 6 6 0606P 20091223000000 01 AEROP Z (-1.040987 41.66157 0)
## 7 7 0606P 20091223000000 01 AEROP Z (-6.030386 43.56352 0)
## 8 8 0606P 20091223000000 01 AEROP Z (-3.819026 43.42818 0)
## 9 9 0606P 20091223000000 01 AEROP Z (-5.501317 40.95517 0)
## 10 10 0606P 20091223000000 01 AEROP Z (-4.867205 41.70134 0)
## # ... with 92 more rows
```
---
class: inverse
# Rásters: paquete "raster"
.right-column2[
<img src="https://i.stack.imgur.com/xeqec.png" width="70%" style="display: block; margin: auto;" />
]
--
- Es el paquete más utilizado para el procesamiento de rásters, aunque se está desarrollando el paquete `stars` (del mismo creador de `sf`) el cual permite el procesamiento de ráster en tidyverse
--
- El paquete ráster actúa bajo la lógica de una matriz de datos en donde el inicio se encuentra en el extremo superior izquierdo.
--
- Si sabes cómo procesar matrices con R Base, es fácil acceder a los valores de un ráster.
--
- El paquete tiene funciones para leer, transformar, analizar y guardar rásters.
---
# Cargar datos con raster
```r
library(raster)
# Cargar datos
## Ráster individual
*lst_01 <- raster("data/raster/lst_01.tif")
lst_01
```
```
## class : RasterLayer
## dimensions : 193, 307, 59251 (nrow, ncol, ncell)
## resolution : 0.04491576, 0.04491576 (x, y)
## extent : -10.10605, 3.683093, 35.66312, 44.33186 (xmin, xmax, ymin, ymax)
## crs : +proj=longlat +datum=WGS84 +no_defs
## source : C:/Users/PEZ/Desktop/git/datos_espaciales_madrid/data/raster/lst_01.tif
## names : lst_01
```
---
# Cargar datos con raster
```r
library(raster)
# Cargar datos
## Grupos de rásters
l <- list.files("data/raster/", full.names = T)
*lst <- stack(l)
lst
```
```
## class : RasterStack
## dimensions : 193, 307, 59251, 12 (nrow, ncol, ncell, nlayers)
## resolution : 0.04491576, 0.04491576 (x, y)
## extent : -10.10605, 3.683093, 35.66312, 44.33186 (xmin, xmax, ymin, ymax)
## crs : +proj=longlat +datum=WGS84 +no_defs
## names : lst_01, lst_02, lst_03, lst_04, lst_05, lst_06, lst_07, lst_08, lst_09, lst_10, lst_11, lst_12
```
---
class: inverse
# 2. Proyección Espacial (CRS)
- Es fundamental conocer en qué proyección espacial se encuentran nuestros datos. Las proyecciones están determinadas por un CRS (coordinate reference system).
--
- Cada CRS puede estar definido por un EPSG (sigla de European Petroleum Survey Group) el cual es un código que se encuentra registrado en un listado de parámetros geodésicos (https://spatialreference.org/ref/)
--
- Si quiero hacer operaciones espaciales, todas las capas deben tener el mismo sistema de proyección.
--
- En Chile, los sistemas de proyección más usados son:
- EPSG:4326: WGS 84
- EPSG:32719: WGS 84 / UTM zone 19S
- EPSG:3857: WGS84 Web (Pseudo)Mercator (Auxiliary Sphere)
- EPSG:24879: PSAD56 / UTM zone 19S
---
class: inverse
# 2. Proyección espacial
<iframe src="img/proj_face1.mp4?showcase=0" width="100%" height="400px"></iframe>
[Andy Woodruff: Projection Face!](http://bl.ocks.org/awoodruff/9216081?utm_campaign)
---
# Cambiar proyección de un vector
```r
# Cambiar proyección
## Proyección actual
st_crs(espana)$epsg
st_crs(espana)$proj4string
```
```
## [1] 4258
## [1] "+proj=longlat +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +no_defs"
```
--
```r
## Cambiar a Pseudo Mercator
*espana_psm <- st_transform(espana, crs = 3857)
st_crs(espana_psm)$epsg
st_crs(espana_psm)$proj4string
```
```
## [1] 3857
## [1] "+proj=merc +a=6378137 +b=6378137 +lat_ts=0 +lon_0=0 +x_0=0 +y_0=0 +k=1 +units=m +nadgrids=@null +wktext +no_defs"
```
---
# Cambiar proyección de un ráster
```r
# Conocer CRS actual
crs(lst_01)
```
```
## CRS arguments: +proj=longlat +datum=WGS84 +no_defs
```
```r
# Proyectar a UTM
*lst_01_psm <- projectRaster(lst_01, crs = crs("+init=epsg:3857"))
crs(lst_01_psm)
```
```
## CRS arguments:
## +proj=merc +a=6378137 +b=6378137 +lat_ts=0 +lon_0=0 +x_0=0 +y_0=0 +k=1
## +units=m +nadgrids=@null +wktext +no_defs
```
---
# 3. Extensión y resolución
--
- Muy importante cuando trabajo con rásters.
--
- Si mis rásters no tienen la misma extensión (bbox) espacial, no pueden tratarse como stacks. Tampoco si es que tienen diferente resolución
--
.pull-left[
```r
extent(lst_01)
```
```
## class : Extent
## xmin : -10.10605
## xmax : 3.683093
## ymin : 35.66312
## ymax : 44.33186
```
```r
res(lst_01)
```
```
## [1] 0.04491576 0.04491576
```
]
--
.pull-right[
```r
extent(lst_01_psm)
```
```
## class : Extent
## xmin : -1160000
## xmax : 445000
## ymin : 4224003
## ymax : 5549593
```
```r
res(lst_01_psm)
```
```
## [1] 5000 6530
```
]
---
class:: middle
background-image: url("https://raw.githubusercontent.com/sporella/30daymap/master/plots/0_collage.png")
background-position: right
.purple_h1[
Visualización
]
---
# Cortar Vectores por atributos y visualizar
.pull-left[
```r
library(sf)
library(tidyverse)
# Seleccionar sólo Comunidad de Madrid
andalucia <- espana %>%
* filter(CCAA == "Andalucía")
```
```r
## Gráfico rápido
plot(andalucia)
```
]
--
.pull-right[
<img src="index_files/figure-html/unnamed-chunk-25-1.png" style="display: block; margin: auto;" />
]
---
# Vectores y ggplot2
.col-left[
```r
## Gráfico con ggplot
library(ggplot2)
ggplot(andalucia) +
* geom_sf(aes(fill = ETIQUETA))
```
]
--
.col-right[
<img src="index_files/figure-html/unnamed-chunk-27-1.png" height="60%" style="display: block; margin: auto;" />
]
---
# Cortar rásters por máscaras
.col-left[
```r
# Creo máscara
madrid_psm <- espana %>%
filter(CCAA == "Comunidad de Madrid") %>%
st_transform(crs = 3857)
*madrid_lst_01 <- mask(lst_01_psm, madrid_psm)
plot(madrid_lst_01)
```
<img src="index_files/figure-html/unnamed-chunk-28-1.png" width="50%" style="display: block; margin: auto;" />
]
--
.col-right[
```r
*madrid_lst_01 <- crop(madrid_lst_01, madrid_psm)
plot(madrid_lst_01)
```
<img src="index_files/figure-html/unnamed-chunk-29-1.png" width="70%" style="display: block; margin: auto;" />
]
---
# Rásters y ggplot2
.col-left[
```r
# Convertir a tabla
rt <- data.frame(rasterToPoints(madrid_lst_01))
colores <- rev(terrain.colors(15))
ggplot() +
* geom_raster(data = rt,
aes(x = x, y = y, fill = lst_01)) +
scale_fill_gradientn(colours = colores) +
coord_equal()
```
]
.col-right[
<img src="index_files/figure-html/unnamed-chunk-31-1.png" width="70%" style="display: block; margin: auto;" />
]
---
# {mapview}
.pull-left[
```r
mapview::mapview(madrid_lst_01)
```
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legend "]},{"method":"addImageQuery","args":["madrid_lst_01",[-4.58140794866494,39.8962884255179,-3.05427196566176,41.1447964363213],"mousemove",7,"Layer"]},{"method":"addLegend","args":[{"colors":["#040404 , #24123B 10.1069622926299%, #52125B 21.5180339083623%, #831070 32.9291055240947%, #B12275 44.3401771398272%, #D84465 55.7512487555596%, #F37034 67.162320371292%, #F7A428 78.5733919870245%, #F9D360 89.9844636027569%, #FFFE9E "],"labels":["13,800","13,850","13,900","13,950","14,000","14,050","14,100","14,150"],"na_color":"#BEBEBE","na_label":"NA","opacity":1,"position":"topright","type":"numeric","title":"madrid_lst_01","extra":{"p_1":0.101069622926299,"p_n":0.899844636027569},"layerId":null,"className":"info legend","group":"madrid_lst_01"}]},{"method":"addScaleBar","args":[{"maxWidth":100,"metric":true,"imperial":true,"updateWhenIdle":true,"position":"bottomleft"}]},{"method":"addHomeButton","args":[-4.58140794866494,39.8962884255179,-3.05427196566176,41.1447964363213,"madrid_lst_01","Zoom to madrid_lst_01","<strong> madrid_lst_01 <\/strong>","bottomright"]}],"limits":{"lat":[39.8962884255179,41.1447964363213],"lng":[-4.58140794866494,-3.05427196566176]}},"evals":[],"jsHooks":{"render":[{"code":"function(el, x, data) {\n return (\n function(el, x, data) {\n // get the leaflet map\n var map = this; //HTMLWidgets.find('#' + el.id);\n // we need a new div element because we have to handle\n // the mouseover output separately\n // debugger;\n function addElement () {\n // generate new div Element\n var newDiv = $(document.createElement('div'));\n // append at end of leaflet htmlwidget container\n $(el).append(newDiv);\n //provide ID and style\n newDiv.addClass('lnlt');\n newDiv.css({\n 'position': 'relative',\n 'bottomleft': '0px',\n 'background-color': 'rgba(255, 255, 255, 0.7)',\n 'box-shadow': '0 0 2px #bbb',\n 'background-clip': 'padding-box',\n 'margin': '0',\n 'padding-left': '5px',\n 'color': '#333',\n 'font': '9px/1.5 \"Helvetica Neue\", Arial, Helvetica, sans-serif',\n 'z-index': '700',\n });\n return newDiv;\n }\n\n\n // check for already existing lnlt class to not duplicate\n var lnlt = $(el).find('.lnlt');\n\n if(!lnlt.length) {\n lnlt = addElement();\n\n // grab the special div we generated in the beginning\n // and put the mousmove output there\n\n map.on('mousemove', function (e) {\n if (e.originalEvent.ctrlKey) {\n if (document.querySelector('.lnlt') === null) lnlt = addElement();\n lnlt.text(\n ' lon: ' + (e.latlng.lng).toFixed(5) +\n ' | lat: ' + (e.latlng.lat).toFixed(5) +\n ' | zoom: ' + map.getZoom() +\n ' | x: ' + L.CRS.EPSG3857.project(e.latlng).x.toFixed(0) +\n ' | y: ' + L.CRS.EPSG3857.project(e.latlng).y.toFixed(0) +\n ' | epsg: 3857 ' +\n ' | proj4: +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +no_defs ');\n } else {\n if (document.querySelector('.lnlt') === null) lnlt = addElement();\n lnlt.text(\n ' lon: ' + (e.latlng.lng).toFixed(5) +\n ' | lat: ' + (e.latlng.lat).toFixed(5) +\n ' | zoom: ' + map.getZoom() + ' ');\n }\n });\n\n // remove the lnlt div when mouse leaves map\n map.on('mouseout', function (e) {\n var strip = document.querySelector('.lnlt');\n if( strip !==null) strip.remove();\n });\n\n };\n\n //$(el).keypress(67, function(e) {\n map.on('preclick', function(e) {\n if (e.originalEvent.ctrlKey) {\n if (document.querySelector('.lnlt') === null) lnlt = addElement();\n lnlt.text(\n ' lon: ' + (e.latlng.lng).toFixed(5) +\n ' | lat: ' + (e.latlng.lat).toFixed(5) +\n ' | zoom: ' + map.getZoom() + ' ');\n var txt = document.querySelector('.lnlt').textContent;\n console.log(txt);\n //txt.innerText.focus();\n //txt.select();\n setClipboardText('\"' + txt + '\"');\n }\n });\n\n }\n ).call(this.getMap(), el, x, data);\n}","data":null},{"code":"function(el, x, data) {\n return (function(el,x,data){\n var map = this;\n\n map.on('keypress', function(e) {\n console.log(e.originalEvent.code);\n var key = e.originalEvent.code;\n if (key === 'KeyE') {\n var bb = this.getBounds();\n var txt = JSON.stringify(bb);\n console.log(txt);\n\n setClipboardText('\\'' + txt + '\\'');\n }\n })\n }).call(this.getMap(), el, x, data);\n}","data":null}]}}</script>
]
.pull-right[
```r
mapview::mapview(madrid_psm)
```
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class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>1 <\/td><\/tr><tr><td>1<\/td><th>ID <\/th><td>34 <\/td><\/tr><tr><td>2<\/td><th>ID_CODIGO <\/th><td>0101S <\/td><\/tr><tr><td>3<\/td><th>ID_TTOPO <\/th><td>NA <\/td><\/tr><tr><td>4<\/td><th>FECHA_ALTA <\/th><td>20100924000000 <\/td><\/tr><tr><td>5<\/td><th>TIPO_0101 <\/th><td>03 <\/td><\/tr><tr><td>6<\/td><th>CCAA <\/th><td>Comunidad de Madrid <\/td><\/tr><tr><td>7<\/td><th>ETIQUETA <\/th><td>Madrid <\/td><\/tr><tr><td>8<\/td><th>geometry <\/th><td>sfc_MULTIPOLYGON <\/td><\/tr><\/table><\/div>",{"maxWidth":800,"minWidth":50,"autoPan":true,"keepInView":false,"closeButton":true,"closeOnClick":true,"className":""},"1",{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},{"stroke":true,"weight":1,"opacity":0.9,"fillOpacity":0.84,"bringToFront":false,"sendToBack":false}]},{"method":"addScaleBar","args":[{"maxWidth":100,"metric":true,"imperial":true,"updateWhenIdle":true,"position":"bottomleft"}]},{"method":"addHomeButton","args":[-4.57900574426597,39.8857763740284,-3.05372066499664,41.1653891355735,"madrid_psm","Zoom to madrid_psm","<strong> madrid_psm <\/strong>","bottomright"]},{"method":"addLayersControl","args":[["CartoDB.Positron","CartoDB.DarkMatter","OpenStreetMap","Esri.WorldImagery","OpenTopoMap"],"madrid_psm",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]},{"method":"addLegend","args":[{"colors":["#6666FF"],"labels":["madrid_psm"],"na_color":null,"na_label":"NA","opacity":1,"position":"topright","type":"factor","title":"","extra":null,"layerId":null,"className":"info legend","group":"madrid_psm"}]}],"limits":{"lat":[39.8857763740284,41.1653891355735],"lng":[-4.57900574426597,-3.05372066499664]},"fitBounds":[39.8857763740284,-4.57900574426597,41.1653891355735,-3.05372066499664,[]]},"evals":[],"jsHooks":{"render":[{"code":"function(el, x, data) {\n return (\n function(el, x, data) {\n // get the leaflet map\n var map = this; //HTMLWidgets.find('#' + el.id);\n // we need a new div element because we have to handle\n // the mouseover output separately\n // debugger;\n function addElement () {\n // generate new div Element\n var newDiv = $(document.createElement('div'));\n // append at end of leaflet htmlwidget container\n $(el).append(newDiv);\n //provide ID and style\n newDiv.addClass('lnlt');\n newDiv.css({\n 'position': 'relative',\n 'bottomleft': '0px',\n 'background-color': 'rgba(255, 255, 255, 0.7)',\n 'box-shadow': '0 0 2px #bbb',\n 'background-clip': 'padding-box',\n 'margin': '0',\n 'padding-left': '5px',\n 'color': '#333',\n 'font': '9px/1.5 \"Helvetica Neue\", Arial, Helvetica, sans-serif',\n 'z-index': '700',\n });\n return newDiv;\n }\n\n\n // check for already existing lnlt class to not duplicate\n var lnlt = $(el).find('.lnlt');\n\n if(!lnlt.length) {\n lnlt = addElement();\n\n // grab the special div we generated in the beginning\n // and put the mousmove output there\n\n map.on('mousemove', function (e) {\n if (e.originalEvent.ctrlKey) {\n if (document.querySelector('.lnlt') === null) lnlt = addElement();\n lnlt.text(\n ' lon: ' + (e.latlng.lng).toFixed(5) +\n ' | lat: ' + (e.latlng.lat).toFixed(5) +\n ' | zoom: ' + map.getZoom() +\n ' | x: ' + L.CRS.EPSG3857.project(e.latlng).x.toFixed(0) +\n ' | y: ' + L.CRS.EPSG3857.project(e.latlng).y.toFixed(0) +\n ' | epsg: 3857 ' +\n ' | proj4: +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +no_defs ');\n } else {\n if (document.querySelector('.lnlt') === null) lnlt = addElement();\n lnlt.text(\n ' lon: ' + (e.latlng.lng).toFixed(5) +\n ' | lat: ' + (e.latlng.lat).toFixed(5) +\n ' | zoom: ' + map.getZoom() + ' ');\n }\n });\n\n // remove the lnlt div when mouse leaves map\n map.on('mouseout', function (e) {\n var strip = document.querySelector('.lnlt');\n if( strip !==null) strip.remove();\n });\n\n };\n\n //$(el).keypress(67, function(e) {\n map.on('preclick', function(e) {\n if (e.originalEvent.ctrlKey) {\n if (document.querySelector('.lnlt') === null) lnlt = addElement();\n lnlt.text(\n ' lon: ' + (e.latlng.lng).toFixed(5) +\n ' | lat: ' + (e.latlng.lat).toFixed(5) +\n ' | zoom: ' + map.getZoom() + ' ');\n var txt = document.querySelector('.lnlt').textContent;\n console.log(txt);\n //txt.innerText.focus();\n //txt.select();\n setClipboardText('\"' + txt + '\"');\n }\n });\n\n }\n ).call(this.getMap(), el, x, data);\n}","data":null},{"code":"function(el, x, data) {\n return (function(el,x,data){\n var map = this;\n\n map.on('keypress', function(e) {\n console.log(e.originalEvent.code);\n var key = e.originalEvent.code;\n if (key === 'KeyE') {\n var bb = this.getBounds();\n var txt = JSON.stringify(bb);\n console.log(txt);\n\n setClipboardText('\\'' + txt + '\\'');\n }\n })\n }).call(this.getMap(), el, x, data);\n}","data":null}]}}</script>
]
---
class: middle left
background-image: url("img/share.png")
background-position: right center
background-size: 450px 450px
# Recomendaciones
---
# Libros
.pull-left[
<div class="figure" style="text-align: center">
<img src="https://geocompr.robinlovelace.net/images/cover.png" alt=" &lt;a href='https://geocompr.robinlovelace.net/'&gt;Geocomputation with R&lt;/a&gt;" width="50%" />
<p class="caption"> <a href='https://geocompr.robinlovelace.net/'>Geocomputation with R</a></p>
</div>
]
.pull-right[
<div class="figure" style="text-align: center">
<img src="https://d33wubrfki0l68.cloudfront.net/b88ef926a004b0fce72b2526b0b5c4413666a4cb/24a30/cover.png" alt=" &lt;a href='https://r4ds.had.co.nz/'&gt;R for data science&lt;/a&gt;" width="50%" />
<p class="caption"> <a href='https://r4ds.had.co.nz/'>R for data science</a></p>
</div>
]
---
class: middle
background-color: white
background-image: url("img/twitter.png")
background-position: top right
background-size: 400px 400px
# A quién seguir
- https://twitter.com/CivicAngela `#rspatialchat`
- https://twitter.com/Paula_Moraga_
- https://twitter.com/hadleywickham
- https://twitter.com/edzerpebesma
- https://twitter.com/RogerBivand
- https://twitter.com/jakub_nowosad
- https://twitter.com/robinlovelace
- `#rspatial`
- `#rstats`
---
class: inverse
background-color: white
background-image: url("https://image.freepik.com/vector-gratis/lego-isometrico_71884-8.jpg")
background-size: 300px 300px
background-position: bottom right
# Recomendaciones generales
--
- Si se demoró mucho en cargar, mejor no visualizar.
--
- Cuando se trabaja con datos muy grandes, mejor hacer todas las pruebas con una selección pequeña.
--
- R tampoco es mágico, si le damos las instrucciones incorrectas, no obtendremos el resultado esperado.
--
- R es rápido, pero hay procesos que se demoran. Esperar.
---
class: middle center
background-image: url("img/computer.png")
background-position: right center
background-size: 450px 450px
# Ejemplos
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