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 = 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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) ``` <div id="htmlwidget-c0d7aabbce72f0084b54" style="width:400px;height:400px;" class="leaflet html-widget"></div> <script type="application/json" 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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