Clase 5: Flexdashboard y htmlwidgets

<h1 class = "celeste-ish" style="line-height: 90px; margin-top: -50px;">
    Clase 5:
    <p style="margin-bottom: -170px;"> &nbsp; </p>
    Flexdashboard y<br>
    htmlwidgets
</h1>

<h3 class = "celeste-ish" style = "position: absolute; bottom: 80px;">
  Autor: Lucio Cornejo
</h3>

---

## Flexdashboard

Un **dashboard** es como un _resumen_ empleado para mejorar la
toma de decisiones, cuyo objetivo es **transformar data en información**.

En un **dashboard** se recopilan datos y estos se presentan de manera 
concisa para resaltar lo más importante que deducimos a partir
de aquella información.

Ejemplos de
[proyectos](https://rstudio.github.io/flexdashboard/articles/examples.html)
realizados con el paquete flexdashboard.

> Ok ok ... pero ... ¿de dónde viene el _flex_?

El paquete **flexdashboard** emplea la propiedad
&nbsp;`display: flex`&nbsp; de **CSS** para alterar 
el ancho y altura de ciertos elementos de la página con el fin de 
llenar _lo mejor posible_ el espacio disponible en 
la pantalla del dispositivo.

## Instalación

```r
install.packages('flexdashboard')
```

---
class: middle

## Encabezado YAML básico de proyecto flexdashboard

```yaml
---
title: Proyecto con flexdashboard
output:
  flexdashboard::flex_dashboard:
    orientation: columns  # rows
    vertical_layout: fill # scroll
---
```

### `orientation`

Establece si añadimos secciones (al dashboard )
por columnas o por filas.

### `vertical_layout`

Con `fill`, los gráficos se autoajustan para cubrir toda la
pantalla; pero, con `scroll`, los gráficos preservan su 
altura natural, y la página permitirá desplazarse verticalmente
_fuera de la pantalla_.

---

## Modelo para `vertical_layout: scroll`

````yaml
---
output: 
  flexdashboard::flex_dashboard:
    vertical_layout: scroll
---
    
### Gráfico 1
    
```{r} 
AirPassengers
```
 
### Gráfico 2

```{r} 
plot(pressure)
```
 
### Gráfico 3

```{r} 
mtcars
```
````

---
class: middle

## Manos a la obra

Iniciaremos creando un documento **R Markdown** de este tipo:

````text
---
title: Mi dashboard
output: 
  flexdashboard::flex_dashboard:
    theme: default
    orientation: columns
    vertical_layout: fill
---

```{r setup, include=FALSE} 
library(flexdashboard)
```

# Layout 1

````

---
class: middle

## Creación de columnas y filas

Los símbolos &nbsp;`#`&nbsp;, 
&nbsp;`##`&nbsp; y 
&nbsp;`###`&nbsp;
adquieren un nuevo significado: &nbsp;`DEMOSTRACIÓN`

<br>

## Alteración de ancho y altura de las secciones creadas

```md
## {data-width=700}
### {data-height=200}
### {data-height=800}

## {data-width=300}
### {data-height=1}
### {data-height=999}
```

<br>

### Plantillas visuales para flexdashboard

<details>
<summary>
Presionar para revelar mis secretos
</summary>
  
default<br>
cosmo<br>
bootstrap<br>
cerulean<br>
journal<br>
flatly<br>
readable<br>
spacelab<br>
united<br>
lumen<br>
paper<br>
sandstone<br>
simplex<br>
yeti<br>
</details>

---

## valueBox

````text
### Mensaje

```{r, echo = FALSE} 
value <- 13
valueBox(value, icon = "fa-trash",
  href = "#htmlwidgets", 
  # tal link solo dirige a páginas/layouts
  color = ifelse(value > 10, "warning", "primary"))
  # "succes" "danger" disponibles también
```
````

## gauge

````text
### Gráfico

```{r, echo = FALSE} 
level <- 42
gauge(level, min=0, max=100, symbol="%",
      gaugeSectors( success = c(90,100),
                    warning = c(70,89),
                    danger  = c(0,69) ))
```
````

]

## Uso de tabsets

```text
## {.tabset}

### Tab 1

contenido 1

### Tab 2

contenido 2
```

## Creación de nuevos layouts

```text
# Layout 2 {data-icon=fa-frog}

### Fila solitaria
```

]

---

## Uso de íconos para el navegador

- [Ejemplos](https://fontawesome.com/v5.15/icons) de íconos, aunque
no todos están disponibles en flexdashboard.
- **No dejar espacio entre los extremos del símbolo**
&nbsp;&nbsp;_=_&nbsp;&nbsp;
**al definir _data-icon="fa-sth"_**

## Cambiar la orientación de una página/layout

```md
# Filas {data-orientation=rows}

## {data-height=700}
### Columna 1 {data-width=300}
### Columna 2 {data-width=700}

## {data-height=300}
### Columna 3
### Columna 4
```

## Incluir en el sitio web el código Rmd del dashboard

```yaml
output:
  flexdashboard::flex_dashboard:
    source_code: embed
```

---
class: middle

## Customización de la barra de navegación

```yaml
output: 
  flexdashboard::flex_dashboard:
    favicon: favicon.ico # También puede ser .png .
    logo: logo.png       # La imagen no será reescalada.
    social:
      - twitter
      - facebook
      - google-plus
      - linkedin
      - pinterest
      - menu     # contiene todas las redes sociales disponibles por default
    navbar:
      - title: "About"
        icon: far fa-folder-open  # misma manera que se definen en _site.yml
        href: "temporal.html" # https://www.google.com
        align: left # right
```

???

El logo debería tener 48 pixels de altura para que "se vea bien" en el barra 
de navegación de la plantilla "cosmo", pero 
**otras plantillas podrían tener distintas alturas para la barra de navegación.**

---

## Organizar las páginas/layouts en secciones

```md
# Página A.1 {data-navmenu="Sección A"}

## Column
### Fila A.1.1
### Fila A.1.2

# Página A.2 {data-navmenu="Sección A" data-icon="fa-frog"}

##
### Fila A.2.1

[Link](#primer-secreto) al primer secreto.

##
### Fila A.2.2

# Primer secreto {data-navmenu="Secretos" .hidden}

Escondemos esta página del menú donde está contenida, pero
aún es posible acceder a la página vía el link que usamos para llegar acá.

[Math has a fatal flaw](https://www.youtube.com/watch?v=HeQX2HjkcNo&t=64s&ab_channel=Veritasium)
```

---
class: middle

## Storyboards

Cuando se requiere presentar una secuencia de visualizaciones 
de data, con comentarios respectivos, podemos emplear la opción

```yaml
output: 
  flexdashboard::flex_dashboard:
    storyboard: true
```

Revisemos el siguiente 
[ejemplo](https://beta.rstudioconnect.com/jjallaire/htmlwidgets-showcase-storyboard/htmlwidgets-showcase-storyboard.html)
de una **storyboard** creada con **flexdashboard**.

También es posible que no todo el dashboard posea el modo **storyboard**,
sino alguna(s) de sus páginas.

---

## Página/layout en modo `storyboard`

````md
# Déjame que te cuente limeñe ... {.storyboard}

### Frame 1 {data-commentary-width=1000}

```{r} 
plot(pressure)
```

---

Comentario para el primer frame.

Para **storyboard**, ya no se usan los encabezados de nivel 2.

### Corta descripción para el segundo frame, pero corta en serio porque si nos sobrepasamos del espacio disponible en la sección de la página web para este texto, no será visible el texto que se sobrepasó al espacio disponible.

```{r} 
#| echo: FALSE
knitr::include_graphics(xaringan:::karl)
```

---

Who dat?
````

---
class: middle

## Referencias

- <https://pkgs.rstudio.com/flexdashboard/articles/>

- <https://pkgs.rstudio.com/flexdashboard/articles/using.html>

- <https://warin.ca/dpr/dashboards.html#storyboards>

---
class: middle

## htmlwidgets

Este paquete de **R** nos permite emplear directamente en **R**
(y **R Markdown** ) librerías de **JavaScript** especializadas
en visualización de datos.

Asimismo, la librería **htmlwidgets** nos da la posibilidad
de crear nuestro propio **widget** para poder emplear vía **R** 
alguna librería de **JavaScript** de nuestro interés.

En esta sesión, trabajaremos con solo algunas de las 
librerías de **JavaScript** que el paquete **htmlwidgets** 
nos facilita utilizar en **R**.

???

- Ejecutar los htmlwidgets en un archivo **.R** por separado.

- Instalar el paquete `tidyverse`.

---

## Leaflet

.panelset.sideways[

Listado de funciones:<br>
<https://cran.r-project.org/web/packages/leaflet/leaflet.pdf>

```r
install.packages("leaflet")
library(leaflet)
```
]

```r
leaflet() %>%
  addTiles() %>%
  addMarkers(lng=174.768, lat=-36.852, popup="The birthplace of R")
```

<div id="htmlwidget-b49baf18b4f8b212a7d3" style="width:504px;height:504px;" class="leaflet html-widget"></div>
<script type="application/json" data-for="htmlwidget-b49baf18b4f8b212a7d3">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["//{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"http://openstreetmap.org\">OpenStreetMap<\/a> contributors, <a href=\"http://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]},{"method":"addMarkers","args":[-36.852,174.768,null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},"The birthplace of R",null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[-36.852,-36.852],"lng":[174.768,174.768]}},"evals":[],"jsHooks":[]}</script>
]

[Obtener mis coordenadas](https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-CD0101EN-SkillsNetwork/labs/demos/geo-location-demo.html?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-coursesedxorg-SkillsNetworkCoursesIBMDeveloperSkillsNetworkCD0101ENSkillsNetwork20336975-2021-01-01)

```r
leaflet() %>%
  setView(lng = -71.0589, lat = 42.3601, zoom = 17) %>%
  addTiles()
```

]

```r
leaflet(quakes) %>% 
  addTiles() %>% 
  addMarkers(clusterOptions = markerClusterOptions())
```
]
]

???

Ejecutar secuencialmente el primer ejemplo de un mapa.

---

## Dygraphs

.panelset.sideways[

Listado de funciones:<br>
<https://cran.r-project.org/web/packages/dygraphs/dygraphs.pdf>

```r
install.packages("dygraphs")
library(dygraphs)
```
]

```r
dygraph(mdeaths) %>%
  dyRangeSelector()
```

<div id="htmlwidget-c25391f69cd58b9f6400" style="width:720px;height:504px;" class="dygraphs html-widget"></div>
<script type="application/json" data-for="htmlwidget-c25391f69cd58b9f6400">{"x":{"attrs":{"labels":["month","V1"],"legend":"auto","retainDateWindow":false,"axes":{"x":{"pixelsPerLabel":60}},"showRangeSelector":true,"rangeSelectorHeight":40,"rangeSelectorPlotFillColor":" #A7B1C4","rangeSelectorPlotStrokeColor":"#808FAB","interactionModel":"Dygraph.Interaction.defaultModel"},"scale":"monthly","annotations":[],"shadings":[],"events":[],"format":"date","data":[["1974-01-01T00:00:00.000Z","1974-02-01T00:00:00.000Z","1974-03-01T00:00:00.000Z","1974-04-01T00:00:00.000Z","1974-05-01T00:00:00.000Z","1974-06-01T00:00:00.000Z","1974-07-01T00:00:00.000Z","1974-08-01T00:00:00.000Z","1974-09-01T00:00:00.000Z","1974-10-01T00:00:00.000Z","1974-11-01T00:00:00.000Z","1974-12-01T00:00:00.000Z","1975-01-01T00:00:00.000Z","1975-02-01T00:00:00.000Z","1975-03-01T00:00:00.000Z","1975-04-01T00:00:00.000Z","1975-05-01T00:00:00.000Z","1975-06-01T00:00:00.000Z","1975-07-01T00:00:00.000Z","1975-08-01T00:00:00.000Z","1975-09-01T00:00:00.000Z","1975-10-01T00:00:00.000Z","1975-11-01T00:00:00.000Z","1975-12-01T00:00:00.000Z","1976-01-01T00:00:00.000Z","1976-02-01T00:00:00.000Z","1976-03-01T00:00:00.000Z","1976-04-01T00:00:00.000Z","1976-05-01T00:00:00.000Z","1976-06-01T00:00:00.000Z","1976-07-01T00:00:00.000Z","1976-08-01T00:00:00.000Z","1976-09-01T00:00:00.000Z","1976-10-01T00:00:00.000Z","1976-11-01T00:00:00.000Z","1976-12-01T00:00:00.000Z","1977-01-01T00:00:00.000Z","1977-02-01T00:00:00.000Z","1977-03-01T00:00:00.000Z","1977-04-01T00:00:00.000Z","1977-05-01T00:00:00.000Z","1977-06-01T00:00:00.000Z","1977-07-01T00:00:00.000Z","1977-08-01T00:00:00.000Z","1977-09-01T00:00:00.000Z","1977-10-01T00:00:00.000Z","1977-11-01T00:00:00.000Z","1977-12-01T00:00:00.000Z","1978-01-01T00:00:00.000Z","1978-02-01T00:00:00.000Z","1978-03-01T00:00:00.000Z","1978-04-01T00:00:00.000Z","1978-05-01T00:00:00.000Z","1978-06-01T00:00:00.000Z","1978-07-01T00:00:00.000Z","1978-08-01T00:00:00.000Z","1978-09-01T00:00:00.000Z","1978-10-01T00:00:00.000Z","1978-11-01T00:00:00.000Z","1978-12-01T00:00:00.000Z","1979-01-01T00:00:00.000Z","1979-02-01T00:00:00.000Z","1979-03-01T00:00:00.000Z","1979-04-01T00:00:00.000Z","1979-05-01T00:00:00.000Z","1979-06-01T00:00:00.000Z","1979-07-01T00:00:00.000Z","1979-08-01T00:00:00.000Z","1979-09-01T00:00:00.000Z","1979-10-01T00:00:00.000Z","1979-11-01T00:00:00.000Z","1979-12-01T00:00:00.000Z"],[2134,1863,1877,1877,1492,1249,1280,1131,1209,1492,1621,1846,2103,2137,2153,1833,1403,1288,1186,1133,1053,1347,1545,2066,2020,2750,2283,1479,1189,1160,1113,970,999,1208,1467,2059,2240,1634,1722,1801,1246,1162,1087,1013,959,1179,1229,1655,2019,2284,1942,1423,1340,1187,1098,1004,970,1140,1110,1812,2263,1820,1846,1531,1215,1075,1056,975,940,1081,1294,1341]]},"evals":["attrs.interactionModel"],"jsHooks":[]}</script>

]

```r
dygraph(nhtemp, main = "New Haven Temperatures") %>%
  dyRangeSelector(dateWindow = c("1920-01-01", "1960-01-01")) %>%
  dyOptions(fillGraph = TRUE, fillAlpha = 0.25)
```

]

```r
dygraph(nhtemp, main = "New Haven Temperatures") %>% 
  dySeries(label = "Temp (F)", color = "black") %>%
  dyShading(from = "1920-1-1", to = "1930-1-1", color = "rgba(255,0,0,0.25)") %>%
  dyShading(from = "1947-1-1", to = "1955-1-1", color = "#E6E6FF")
```

]
]

???

**Time-series** en R:

<https://www.statmethods.net/advstats/timeseries.html>

---

## Plotly

.panelset.sideways[

Listado de funciones:<br>
<https://cran.r-project.org/web/packages/plotly/plotly.pdf>

```r
install.packages('plotly')
library(plotly)
```
]

```r
plot_ly(mtcars,y=~wt,type='box')

#### Intento de simular que plotly oculte los valores atípicos, 
#### ya que por ahora no se posee aquella funcionalidad 
# plot_ly(mtcars, y=~wt, type='box', marker=list(opacity=0)) 
```

]

```r
plot_ly(iris,x=~Sepal.Length,color=~Species,type='box') %>% 
  layout(xaxis=list(showticklabels = TRUE)) %>%
  config(displayModeBar= FALSE) # esconder barra de la parte superior
```

]

```r
plot_ly(iris,y=~Sepal.Length,color=~Species,type='box') %>% 
  layout(xaxis=list(title='Species'), yaxis= list(zeroline=FALSE)) # no esconder "marcas" en eje X
```

]

```r
accumulate_by <- function(dat, var) {
  var <- lazyeval::f_eval(var, dat)
  lvls <- plotly:::getLevels(var)
  dats <- lapply(seq_along(lvls), function(x) {
    cbind(dat[var %in% lvls[seq(1, x)], ], frame = lvls[[x]])
  })
  dplyr::bind_rows(dats)
}

iris2 <- iris
iris2$indices <- 1:nrow(iris2)

iris2 %>%
  accumulate_by(~indices) %>%
  plot_ly(
    x = ~indices, 
    y = ~Sepal.Length,
    frame = ~frame, 
    type = 'scatter',
    mode = 'lines' # unir vía líneas los puntos consecutivos del gráfico
) %>%
  animation_opts(
    frame = 50, 
    transition = 0,
    redraw = FALSE # dibujar el gráfico tras cada transición
)
```

<div id="htmlwidget-cc70d01a04939633e1c1" style="width:720px;height:504px;" class="plotly html-widget"></div>
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]
]

---

```r
*plot_ly(z = ~volcano)
```
]
 
.panel2-plotly-3d-auto[

```
## No trace type specified:
##   Based on info supplied, a 'heatmap' trace seems appropriate.
##   Read more about this trace type -> https://plotly.com/r/reference/#heatmap
```

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]

---
count: false
 
### Gráficos 3D
.panel1-plotly-3d-auto[

```r
plot_ly(z = ~volcano) %>%
* add_surface(
*   contours = list(
*                   z = list(
*                           show=TRUE,
*                           usecolormap=TRUE,
*                           highlightcolor="red",
*                           project=list(z=TRUE)
*                           )
*                   )
*) 
```
]
 
.panel2-plotly-3d-auto[
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]

---
count: false
 
### Gráficos 3D
.panel1-plotly-3d-auto[

```r
plot_ly(z = ~volcano) %>%
  add_surface(
    contours = list(
                    z = list(
                            show=TRUE,
                            usecolormap=TRUE,
                            highlightcolor="red",
                            project=list(z=TRUE)
                            )
                    )
) %>%
* layout(
*   scene = list(
*                camera=list(
*                            eye = list(x=1.87, y=0.88, z=-0.64)
*                           )
*               )
*) 
```
]
 
.panel2-plotly-3d-auto[
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,96],[102,103,103,104,104,105,106,106,107,108,109,111,112,110,109,108,108,108,108,109,110,112,116,117,117,118,118,118,117,116,116,115,114,113,112,111,110,107,107,105,100,100,100,97,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96],[101,102,103,103,104,105,105,106,106,107,108,109,109,107,106,106,105,105,105,106,107,108,109,110,111,113,114,115,115,115,114,113,112,111,110,108,108,106,105,100,100,100,97,97,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96],[100,101,102,102,103,103,104,104,105,106,106,107,106,106,106,105,105,104,103,103,104,105,107,108,110,111,111,112,112,113,113,112,111,110,108,107,106,105,100,100,100,98,97,97,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96],[100,101,101,102,102,103,103,104,104,105,105,105,105,106,105,105,104,103,102,101,102,103,104,106,107,110,111,111,111,112,112,112,110,107,107,106,105,102,100,100,99,98,97,97,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96,95],[99,100,101,102,102,103,103,103,104,104,104,104,103,104,104,104,104,102,101,101,102,103,104,105,107,110,111,111,111,111,111,111,108,106,105,105,102,101,100,99,99,98,97,97,96,96,96,96,96,96,96,96,96,96,96,96,96,96,96,95,95],[99,100,100,101,101,102,102,102,103,103,103,103,102,103,103,104,103,102,101,101,101,102,103,104,106,109,110,111,111,111,110,110,107,105,103,104,100,100,99,99,98,98,97,97,96,96,96,96,96,96,96,96,96,96,95,95,95,95,95,95,95],[99,100,100,100,101,101,101,102,102,103,102,102,101,102,102,103,103,101,101,100,101,101,102,103,105,109,110,110,111,110,110,109,106,105,100,102,100,99,99,99,98,98,97,97,96,96,96,96,96,96,95,95,95,95,95,95,95,95,95,95,94],[99,99,99,99,100,100,101,101,102,102,101,101,101,101,101,102,102,101,100,100,101,101,101,103,104,107,109,109,110,110,109,108,105,102,100,100,99,99,99,98,98,98,97,96,96,96,96,96,95,95,95,95,95,95,95,94,94,94,94,94,94],[98,99,99,99,99,100,100,101,101,102,101,100,100,100,101,101,101,100,100,100,100,101,101,101,103,106,107,109,109,109,109,107,104,101,100,99,99,99,98,98,98,97,96,96,96,96,95,95,95,95,95,95,95,94,94,94,94,94,94,94,94],[98,98,98,99,99,99,100,100,101,101,100,100,99,99,100,100,100,100,100,100,100,101,101,101,102,105,106,109,108,109,107,105,102,100,100,99,99,98,98,98,97,96,96,96,96,95,95,95,95,95,95,94,94,94,94,94,94,94,94,94,94],[97,98,98,98,99,99,99,100,100,100,100,100,99,99,99,100,100,100,100,100,100,100,101,101,101,103,104,105,106,105,104,101,100,100,99,99,98,98,97,97,97,96,96,96,95,95,95,95,95,94,94,94,94,94,94,94,94,94,94,94,94],[97,97,97,98,98,99,99,99,100,100,100,99,99,99,99,99,100,100,100,100,100,100,101,101,100,100,100,100,100,100,100,100,100,100,99,99,98,97,97,97,96,96,96,95,95,95,95,94,94,94,94,94,94,94,94,94,94,94,94,94,94]],"type":"surface","contours":{"z":{"show":true,"usecolormap":true,"highlightcolor":"red","project":{"z":true}}},"frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.2,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
]

.panel1-plotly-3d-auto .remark-code-line {
    width: 700px;
  }

.panel2-plotly-3d-auto .remark-code-line {
    display: none;
  }

:root {
    --code-highlight: rgba(200,0,100,0.5) !important;
  }
</style>

---

## visNetwork

.panelset.sideways[

.panel[.panel-name[Configuración]
Tutoriales:<br>
- <https://datastorm-open.github.io/visNetwork/>
- <https://cran.r-project.org/web/packages/visNetwork/vignettes/Introduction-to-visNetwork.html>

Listado de funciones:<br>
<https://cran.r-project.org/web/packages/visNetwork/visNetwork.pdf>

```r
install.packages('visNetwork')
library(visNetwork)
```
]

```r
vertices <- data.frame(id = 1:4, 
                  shape = c("circle", "square"), 
                  label = LETTERS[1:4])
aristas <- data.frame(from = c(2,4,3,3), to = c(1,2,4,2))

visNetwork(vertices, aristas, width = "100%") %>% 
      visNodes(color = list(background = "lightblue", 
                            border = "darkblue",
                            highlight = "yellow"),
               shadow = list(enabled = TRUE, size = 10))  %>%
      visLayout(randomSeed = 12) # para tener siempre el mismo grafo   
```
]

```r
aristas <- data.frame(from = c(2,3,5,7), to = c(1,4,6,10),
                      length = c(100,250,500,700),
                      width = c(1,2,3,5),
                      arrows = c("to", "from", "to;from", "to"),
                      dashes = c(TRUE, FALSE, TRUE, FALSE),
                      smooth = c(FALSE, TRUE, FALSE, TRUE),
                      shadow = c(FALSE, TRUE, FALSE, TRUE)
)

vertices <- data.frame(id = 1:6, label=LETTERS[1:6], group = c("Y", "N"))
visNetwork(vertices, aristas, height = "500px", width = "100%") %>%
  visLayout(randomSeed = 42)
```
]

<https://datastorm-open.github.io/visNetwork/image_icon.html>

```r
vertices <- data.frame(id = 1:3, group = c("B", "A", "B"))
aristas <- data.frame(from = c(1,2), to = c(2,3))

visNetwork(vertices, aristas, width = "100%") %>%
  visGroups(groupname = "A", shape = "icon", 
            icon = list(code = "f0c0", size = 75)) %>%
  visGroups(groupname = "B", shape = "icon", 
            icon = list(code = "f007", color = "red")) %>%
  addFontAwesome()
```
]

```r
vertices <- data.frame(id = 1:7)
aristas <- data.frame(from = c(1,2,2,2,3,3),
                      to = c(2,3,4,5,6,7)
)

visNetwork(vertices, aristas, width = "100%") %>% 
  visEdges(arrows = "middle") %>% 
  visHierarchicalLayout()
```
]

```r
vertices <- data.frame(id = 1:50)
aristas <- data.frame(from = sample(1:50, 100, replace = TRUE),
                      to = sample(1:50, 100, replace = TRUE)
)

visNetwork(vertices, aristas, width= "100%") %>%
  visIgraphLayout(layout = "layout_in_circle") %>%
  visNodes(size = 10)
```
]
]

???

Actualizar página cada vez que muestro un nuevo ejemplo.

---

```r
espacio_muestral <- prob::urnsamples(
                       x = 1:6, size = 2,
                       replace = FALSE,
                       ordered = FALSE
)

vertices <- data.frame(
                id = 1:6,
                title = paste(
                          "node",
                          1:6
                        ),
                shape = "dot", size = 15,
                color = "lightblue"
)

aristas <- espacio_muestral %>%
              slice_sample(n=5)

colnames(aristas) <- c("from","to")

visNetwork(vertices, aristas)
```
]
 
.panel2-custom-graph-1-5[
<div id="htmlwidget-02074f95a7f1bae65860" style="width:504px;height:504px;" class="visNetwork html-widget"></div>
<script type="application/json" data-for="htmlwidget-02074f95a7f1bae65860">{"x":{"nodes":{"id":[1,2,3,4,5,6],"title":["node 1","node 2","node 3","node 4","node 5","node 6"],"shape":["dot","dot","dot","dot","dot","dot"],"size":[15,15,15,15,15,15],"color":["lightblue","lightblue","lightblue","lightblue","lightblue","lightblue"]},"edges":{"from":[1,1,5,1,2],"to":[3,2,6,6,4]},"nodesToDataframe":true,"edgesToDataframe":true,"options":{"width":"100%","height":"100%","nodes":{"shape":"dot"},"manipulation":{"enabled":false}},"groups":null,"width":null,"height":null,"idselection":{"enabled":false},"byselection":{"enabled":false},"main":null,"submain":null,"footer":null,"background":"rgba(0, 0, 0, 0)"},"evals":[],"jsHooks":[]}</script>
]

---
count: false
 
### Grafos aleatorios
.panel1-custom-graph-1-5[

```r
espacio_muestral <- prob::urnsamples(
                       x = 1:6, size = 2,
                       replace = FALSE,
                       ordered = FALSE
)

aristas <- espacio_muestral %>%
              slice_sample(n=5)

colnames(aristas) <- c("from","to")

visNetwork(vertices, aristas)
```
]
 
.panel2-custom-graph-1-5[
<div id="htmlwidget-05311090133184127af8" style="width:504px;height:504px;" class="visNetwork html-widget"></div>
<script type="application/json" data-for="htmlwidget-05311090133184127af8">{"x":{"nodes":{"id":[1,2,3,4,5,6],"title":["node 1","node 2","node 3","node 4","node 5","node 6"],"shape":["dot","dot","dot","dot","dot","dot"],"size":[15,15,15,15,15,15],"color":["lightblue","lightblue","lightblue","lightblue","lightblue","lightblue"]},"edges":{"from":[1,1,3,5,3],"to":[4,3,4,6,5]},"nodesToDataframe":true,"edgesToDataframe":true,"options":{"width":"100%","height":"100%","nodes":{"shape":"dot"},"manipulation":{"enabled":false}},"groups":null,"width":null,"height":null,"idselection":{"enabled":false},"byselection":{"enabled":false},"main":null,"submain":null,"footer":null,"background":"rgba(0, 0, 0, 0)"},"evals":[],"jsHooks":[]}</script>
]

---
count: false
 
### Grafos aleatorios
.panel1-custom-graph-1-5[

```r
espacio_muestral <- prob::urnsamples(
                       x = 1:6, size = 2,
                       replace = FALSE,
                       ordered = FALSE
)

aristas <- espacio_muestral %>%
              slice_sample(n=5)

colnames(aristas) <- c("from","to")

visNetwork(vertices, aristas)
```
]
 
.panel2-custom-graph-1-5[
<div id="htmlwidget-7387675a6f814ab6c5a4" style="width:504px;height:504px;" class="visNetwork html-widget"></div>
<script type="application/json" data-for="htmlwidget-7387675a6f814ab6c5a4">{"x":{"nodes":{"id":[1,2,3,4,5,6],"title":["node 1","node 2","node 3","node 4","node 5","node 6"],"shape":["dot","dot","dot","dot","dot","dot"],"size":[15,15,15,15,15,15],"color":["lightblue","lightblue","lightblue","lightblue","lightblue","lightblue"]},"edges":{"from":[4,3,1,1,3],"to":[5,4,2,3,5]},"nodesToDataframe":true,"edgesToDataframe":true,"options":{"width":"100%","height":"100%","nodes":{"shape":"dot"},"manipulation":{"enabled":false}},"groups":null,"width":null,"height":null,"idselection":{"enabled":false},"byselection":{"enabled":false},"main":null,"submain":null,"footer":null,"background":"rgba(0, 0, 0, 0)"},"evals":[],"jsHooks":[]}</script>
]

---
count: false
 
### Grafos aleatorios
.panel1-custom-graph-1-5[

```r
espacio_muestral <- prob::urnsamples(
                       x = 1:6, size = 2,
                       replace = FALSE,
                       ordered = FALSE
)

aristas <- espacio_muestral %>%
              slice_sample(n=5)

colnames(aristas) <- c("from","to")

visNetwork(vertices, aristas)
```
]
 
.panel2-custom-graph-1-5[
<div id="htmlwidget-2960c75e7ac5a43db7a0" style="width:504px;height:504px;" class="visNetwork html-widget"></div>
<script type="application/json" data-for="htmlwidget-2960c75e7ac5a43db7a0">{"x":{"nodes":{"id":[1,2,3,4,5,6],"title":["node 1","node 2","node 3","node 4","node 5","node 6"],"shape":["dot","dot","dot","dot","dot","dot"],"size":[15,15,15,15,15,15],"color":["lightblue","lightblue","lightblue","lightblue","lightblue","lightblue"]},"edges":{"from":[2,1,3,4,1],"to":[4,2,5,6,5]},"nodesToDataframe":true,"edgesToDataframe":true,"options":{"width":"100%","height":"100%","nodes":{"shape":"dot"},"manipulation":{"enabled":false}},"groups":null,"width":null,"height":null,"idselection":{"enabled":false},"byselection":{"enabled":false},"main":null,"submain":null,"footer":null,"background":"rgba(0, 0, 0, 0)"},"evals":[],"jsHooks":[]}</script>
]

---
count: false
 
### Grafos aleatorios
.panel1-custom-graph-1-5[

```r
espacio_muestral <- prob::urnsamples(
                       x = 1:6, size = 2,
                       replace = FALSE,
                       ordered = FALSE
)

aristas <- espacio_muestral %>%
              slice_sample(n=5)

colnames(aristas) <- c("from","to")

visNetwork(vertices, aristas)
```
]
 
.panel2-custom-graph-1-5[
<div id="htmlwidget-71147e825adb3ef289da" style="width:504px;height:504px;" class="visNetwork html-widget"></div>
<script type="application/json" data-for="htmlwidget-71147e825adb3ef289da">{"x":{"nodes":{"id":[1,2,3,4,5,6],"title":["node 1","node 2","node 3","node 4","node 5","node 6"],"shape":["dot","dot","dot","dot","dot","dot"],"size":[15,15,15,15,15,15],"color":["lightblue","lightblue","lightblue","lightblue","lightblue","lightblue"]},"edges":{"from":[1,3,1,5,1],"to":[2,5,3,6,6]},"nodesToDataframe":true,"edgesToDataframe":true,"options":{"width":"100%","height":"100%","nodes":{"shape":"dot"},"manipulation":{"enabled":false}},"groups":null,"width":null,"height":null,"idselection":{"enabled":false},"byselection":{"enabled":false},"main":null,"submain":null,"footer":null,"background":"rgba(0, 0, 0, 0)"},"evals":[],"jsHooks":[]}</script>
]

---

## DT

.panelset.sideways[

Listado de funciones:<br>
<https://cran.r-project.org/web/packages/DT/DT.pdf>

Extensiones extra:<br>
<https://datatables.net/extensions/index>

```r
install.packages('DT')
library(DT)
```
]

```r
datatable(iris, options = list(pageLength = 5))
```

]

```r
datatable(head(mtcars), 
            editable = 'cell' # 'row', 'column' 'all'
)
```

]

```r
datatable(mtcars,
          editable = 'cell',
          extensions = "Buttons",
          options = list(
                        dom="Bfrtip", # necesario para mostrar los botones
                        buttons=c("copy","print","csv")
                        )
)
```

]
]

???

Ejecutar aparte los códigos en **R**.

---

## threejs

.panelset.sideways[

Listado de funciones:<br>
<https://cran.r-project.org/web/packages/threejs/threejs.pdf>

Ejemplos para **R**:<br>
<https://bwlewis.github.io/rthreejs/>

El verdadero potencial de **three.js**:<br>
<https://threejs.org/examples/>

```r
install.packages('threejs')
library(threejs)
```

]

```r
data(ego) # grafo social obtenido de Facebook
graphjs(ego, bg="black")
```

<div id="X84SM5WhO2" style="width:720px;height:504px;" class="scatterplotThree html-widget"></div>
<script type="application/json" 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80,1995,1999,2001,2004,2006,2009,2011,2016,2018,2022,2024,2050,2061,2097,2116,2127,2143,2159,2171,2192,2202,2225,2268,2284,2297,2319,2337,2346,2364,2365,2378,2384,2435,2459,2494,2538,2583,2616,2620,2626,2627,2633,2636,2640,2647,2648,2657,2659,2660,2214,2368,2453,2505,2651,1990,2035,2047,2049,2114,2119,2126,2156,2158,2173,2175,2193,2197,2228,2236,2248,2286,2313,2314,2322,2335,2360,2361,2368,2397,2403,2411,2474,2488,2503,2534,1991,1998,1999,2000,2001,2004,2006,2009,2012,2013,2018,2022,2024,2099,2157,2159,2171,2192,2268,2284,2337,2364,2365,2384,2447,2459,2472,2583,2620,2639,2659,2036,2211,2214,2256,2265,2291,2566,1990,2047,2049,2173,2248,2286,2314,2397,2403,2474,2497,2503,2534,1983,1984,1985,1986,1989,1993,1997,2005,2020,2021,2030,2037,2040,2043,2045,2046,2055,2058,2059,2060,2063,2064,2069,2073,2074,2078,2084,2086,2088,2090,2093,2095,2098,2104,2112,2115,2118,2121,2122,2123,2124,2131,2136,2139,2140,2142,2150,2164,2165,2179,2184,2188,2190,2200,2201,2206,2210,2212,2213,2216,2218,2220,2229,2233,2240,2253,2257,2258,2261,2266,2271,2275,2276,2278,2290,2299,2300,2308,2309,2323,2324,2326,2329,2331,2339,2340,2347,2352,2353,2356,2359,2363,2369,2370,2374,2376,2381,2386,2391,2392,2395,2404,2407,2408,2409,2410,2414,2418,2423,2428,2433,2460,2462,2464,2467,2469,2477,2482,2484,2489,2492,2495,2500,2504,2506,2507,2520,2521,2526,2539,2542,2543,2546,2549,2550,2551,2552,2553,2554,2556,2559,2560,2563,2564,2573,2575,2576,2578,2586,2590,2593,2600,2602,2604,2607,2611,2615,2619,2624,2625,2631,2638,2654,2655,1991,1995,1998,1999,2001,2006,2009,2011,2012,2014,2018,2022,2024,2025,2027,2050,2061,2097,2116,2143,2159,2171,2202,2284,2297,2337,2346,2364,2365,2378,2435,2538,2583,2585,2620,2626,2633,2636,2640,2645,2647,2648,2657,2659,2003,2007,2026,2029,2053,2054,2062,2071,2072,2075,2081,2101,2110,2111,2132,2161,2199,2221,2222,2235,2243,2264,2274,2280,2282,2294,2304,2327,2328,2333,2336,2344,2384,2390,2394,2396,2399,2434,2438,2451,2458,2479,2501,2509,2511,2537,2592,2603,2617,2652,1988,2085,2092,2134,2142,2222,2235,2262,2280,2327,2345,2349,2443,2512,2513,2522,2560,2594,1984,1985,1986,1989,1993,2005,2020,2030,2033,2037,2040,2043,2044,2045,2046,2055,2058,2059,2063,2064,2069,2073,2074,2077,2078,2083,2084,2086,2088,2090,2092,2093,2095,2103,2104,2108,2109,2112,2118,2121,2122,2123,2124,2131,2139,2140,2142,2147,2150,2154,2172,2179,2184,2188,2189,2190,2200,2201,2206,2210,2212,2213,2218,2220,2229,2233,2237,2240,2244,2253,2257,2261,2266,2271,2275,2276,2278,2288,2290,2299,2300,2303,2306,2307,2308,2309,2323,2324,2326,2329,2331,2334,2339,2340,2347,2348,2352,2354,2356,2359,2363,2369,2370,2374,2376,2381,2386,2387,2391,2395,2404,2408,2409,2410,2414,2423,2427,2428,2429,2430,2433,2446,2454,2460,2464,2467,2468,2469,2476,2477,2478,2482,2484,2489,2492,2495,2499,2504,2506,2507,2512,2520,2521,2526,2532,2539,2542,2543,2546,2549,2550,2551,2552,2553,2559,2560,2561,2563,2564,2573,2575,2578,2579,2586,2590,2593,2600,2601,2602,2604,2606,2607,2611,2613,2615,2619,2623,2624,2625,2630,2631,2638,2646,2654,2655,1985,1986,1989,1993,1997,2020,2021,2030,2033,2037,2040,2043,2045,2046,2055,2059,2060,2063,2064,2069,2073,2074,2078,2083,2086,2088,2090,2093,2095,2098,2103,2104,2108,2109,2112,2115,2118,2121,2123,2124,2131,2139,2140,2142,2150,2165,2172,2184,2188,2190,2200,2201,2206,2212,2213,2218,2220,2229,2233,2237,2240,2244,2253,2257,2261,2266,2271,2275,2276,2278,2290,2299,2307,2308,2309,2324,2326,2329,2331,2334,2339,2340,2347,2348,2352,2354,2356,2363,2369,2374,2376,2381,2386,2395,2404,2407,2408,2409,2410,2414,2418,2423,2428,2430,2433,2443,2446,2460,2462,2464,2467,2468,2469,2482,2484,2492,2499,2500,2506,2507,2520,2521,2526,2532,2536,2539,2542,2543,2546,2549,2550,2551,2552,2553,2559,2560,2561,2563,2564,2573,2574,2575,2576,2578,2586,2590,2591,2593,2601,2602,2604,2606,2607,2611,2615,2619,2623,2624,2630,2631,2638,2646,2654,2655,1986,1989,1993,1994,1997,2005,2007,2020,2021,2030,2033,2037,2040,2043,2045,2046,2047,2053,2056,2058,2059,2060,2062,2063,2064,2065,2069,2073,2074,2077,2078,2081,2083,2084,2086,2087,2088,2090,2093,2095,2103,2104,2108,2109,2112,2115,2118,2121,2122,2123,2124,2131,2137,2139,2140,2142,2143,2147,2150,2154,2165,2172,2179,2184,2188,2189,2190,2200,2201,2206,2208,2210,2212,2213,2215,2216,2218,2220,2229,2233,2237,2240,2244,2253,2261,2266,2271,2275,2278,2279,2287,2290,2292,2299,2300,2306,2307,2308,2309,2319,2323,2324,2326,2329,2331,2333,2334,2336,2339,2340,2347,2348,2352,2354,2356,2359,2363,2369,2370,2374,2376,2381,2384,2386,2387,2391,2392,2393,2395,2404,2407,2408,2409,2410,2414,2418,2420,2423,2428,2430,2446,2449,2451,2460,2462,2464,2468,2469,2477,2482,2484,2485,2489,2492,2495,2499,2500,2504,2506,2507,2512,2520,2521,2524,2526,2530,2532,2539,2542,2543,2546,2549,2550,2551,2553,2556,2559,2560,2561,2563,2564,2573,2574,2575,2578,2579,2586,2590,2591,2592,2597,2600,2601,2602,2604,2611,2615,2619,2623,2624,2625,2630,2631,2638,2646,2654,2655,1989,1993,2030,2033,2037,2043,2045,2046,2055,2056,2059,2060,2064,2069,2074,2077,2078,2083,2084,2086,2088,2090,2093,2095,2103,2104,2108,2109,2112,2115,2118,2121,2122,2123,2124,2131,2136,2139,2140,2142,2150,2154,2164,2165,2184,2188,2200,2201,2206,2210,2213,2216,2218,2220,2229,2233,2244,2253,2257,2261,2266,2271,2275,2276,2278,2300,2303,2307,2309,2323,2326,2331,2334,2339,2340,2348,2352,2353,2354,2356,2359,2363,2369,2370,2374,2376,2381,2391,2393,2395,2404,2408,2410,2414,2418,2423,2433,2449,2464,2468,2469,2477,2482,2484,2485,2492,2495,2499,2504,2506,2507,2520,2521,2526,2536,2539,2542,2549,2550,2553,2556,2559,2560,2564,2574,2575,2579,2586,2590,2593,2600,2602,2604,2606,2607,2611,2615,2619,2625,2630,2638,2654,2655,2038,2039,2042,2047,2057,2087,2111,2133,2134,2138,2169,2174,2191,2194,2199,2215,2223,2232,2254,2268,2273,2278,2289,2305,2332,2344,2372,2385,2417,2419,2445,2510,2581,1992,2076,2170,2207,2259,2320,2349,2398,2399,2401,2426,2443,2444,2466,2486,2490,2513,2515,2594,2622,2650,1993,2005,2030,2033,2037,2040,2045,2055,2059,2077,2078,2083,2084,2088,2104,2112,2115,2122,2123,2142,2188,2190,2200,2201,2216,2218,2220,2229,2233,2244,2253,2257,2266,2271,2275,2276,2290,2299,2300,2323,2331,2339,2352,2356,2369,2376,2381,2404,2410,2414,2423,2460,2464,2468,2499,2500,2501,2504,2520,2526,2542,2543,2550,2551,2553,2573,2575,2590,2593,2600,2602,2606,2607,2611,2615,2619,2625,2631,2047,2049,2152,2173,2248,2286,2314,2335,2361,2397,2405,2497,2503,2534,2644,1995,1998,2001,2004,2006,2011,2018,2022,2024,2027,2061,2097,2116,2157,2159,2171,2225,2284,2346,2364,2365,2378,2459,2494,2538,2583,2620,2626,2627,2633,2636,2639,2645,2647,2648,2657,2660,2170,2207,2255,2320,2349,2401,2426,2444,2466,2486,2513,2622,2650,1997,2005,2020,2021,2030,2033,2037,2040,2043,2045,2046,2056,2059,2060,2064,2069,2073,2074,2077,2078,2084,2086,2088,2090,2093,2095,2098,2103,2104,2108,2109,2112,2115,2118,2121,2122,2123,2124,2131,2139,2140,2142,2150,2154,2164,2165,2172,2179,2184,2188,2190,2200,2201,2206,2210,2212,2213,2218,2220,2229,2233,2237,2240,2244,2253,2257,2258,2261,2266,2271,2275,2276,2278,2287,2290,2299,2300,2306,2307,2308,2309,2311,2323,2324,2326,2329,2331,2334,2339,2340,2347,2348,2352,2353,2354,2356,2363,2369,2370,2374,2376,2381,2386,2392,2395,2404,2407,2408,2409,2410,2414,2423,2427,2428,2429,2430,2433,2446,2460,2462,2464,2467,2468,2469,2477,2482,2484,2485,2489,2492,2495,2499,2500,2506,2507,2520,2521,2526,2532,2536,2539,2542,2543,2546,2549,2550,2551,2552,2553,2554,2556,2559,2560,2561,2563,2564,2573,2574,2575,2578,2579,2586,2590,2591,2593,2600,2601,2602,2604,2607,2611,2615,2619,2622,2623,2624,2625,2630,2631,2638,2646,2654,2655,2007,2028,2039,2042,2047,2062,2071,2081,2087,2102,2111,2117,2135,2138,2143,2148,2153,2183,2187,2191,2194,2196,2199,2279,2282,2283,2292,2302,2315,2319,2330,2332,2333,2338,2347,2351,2372,2384,2417,2420,2451,2498,2510,2512,2533,2543,2555,2567,2571,2592,2597,2598,2609,2629,1998,1999,2000,2001,2004,2006,2009,2011,2012,2016,2018,2024,2025,2027,2050,2061,2116,2157,2159,2171,2225,2268,2284,2337,2346,2364,2365,2378,2417,2435,2447,2459,2494,2538,2583,2585,2620,2627,2633,2636,2639,2640,2645,2647,2648,2657,2660,2017,2565,2581,2005,2030,2033,2037,2043,2045,2056,2059,2063,2064,2073,2074,2078,2084,2086,2088,2090,2093,2095,2103,2108,2109,2112,2118,2122,2123,2124,2131,2136,2139,2140,2150,2154,2172,2184,2188,2190,2200,2201,2206,2218,2229,2233,2237,2240,2244,2253,2257,2266,2271,2275,2276,2290,2299,2308,2309,2311,2323,2324,2326,2331,2339,2340,2347,2348,2352,2353,2354,2356,2363,2369,2374,2381,2404,2409,2410,2414,2423,2428,2430,2464,2467,2468,2484,2485,2492,2495,2499,2500,2504,2506,2507,2526,2532,2542,2543,2546,2549,2550,2551,2552,2553,2554,2560,2561,2563,2564,2574,2575,2590,2593,2601,2602,2604,2607,2615,2619,2624,2625,2630,2646,2654,2655,2000,2001,2004,2006,2009,2011,2016,2018,2022,2027,2050,2097,2116,2157,2159,2171,2225,2284,2337,2346,2364,2365,2378,2447,2459,2494,2538,2571,2583,2585,2620,2626,2627,2636,2639,2640,2645,2647,2648,2657,2660,2004,2006,2009,2012,2018,2027,2116,2143,2171,2284,2297,2337,2365,2378,2459,2538,2583,2620,2627,2633,2640,2645,2647,2001,2011,2018,2022,2024,2050,2097,2157,2171,2192,2202,2284,2337,2364,2365,2435,2472,2494,2538,2636,2639,2645,2647,2004,2006,2009,2011,2012,2018,2022,2024,2025,2027,2061,2116,2143,2157,2159,2171,2192,2225,2284,2337,2346,2364,2365,2378,2435,2447,2472,2494,2538,2583,2585,2620,2627,2633,2636,2639,2640,2645,2647,2648,2657,2660,2007,2010,2026,2029,2052,2054,2062,2068,2081,2087,2111,2127,2128,2132,2137,2142,2143,2149,2151,2153,2169,2183,2187,2194,2196,2198,2199,2203,2226,2239,2241,2246,2247,2250,2264,2267,2268,2273,2279,2282,2283,2294,2304,2319,2327,2332,2336,2344,2347,2351,2399,2419,2434,2461,2463,2471,2475,2498,2509,2510,2511,2512,2516,2518,2519,2537,2555,2567,2582,2588,2592,2598,2605,2637,2642,2054,2062,2072,2075,2081,2101,2110,2111,2132,2161,2199,2221,2222,2235,2243,2282,2304,2327,2328,2333,2344,2377,2384,2390,2394,2396,2415,2434,2438,2453,2479,2491,2501,2509,2511,2537,2603,2642,2652,2009,2016,2018,2022,2024,2027,2116,2157,2171,2192,2202,2268,2337,2364,2365,2378,2417,2435,2447,2494,2538,2620,2626,2627,2640,2645,2647,2648,2657,2658,2659,2660,2020,2030,2037,2043,2045,2046,2055,2059,2060,2063,2064,2069,2073,2074,2077,2078,2083,2086,2088,2090,2093,2095,2098,2104,2108,2112,2118,2122,2123,2124,2131,2139,2142,2150,2164,2172,2184,2188,2190,2200,2201,2206,2210,2213,2216,2218,2220,2229,2233,2237,2240,2244,2253,2258,2261,2266,2271,2275,2276,2278,2287,2299,2306,2308,2309,2323,2324,2326,2329,2331,2334,2340,2347,2348,2352,2354,2356,2359,2363,2369,2370,2374,2376,2381,2386,2395,2404,2407,2408,2409,2410,2414,2418,2423,2428,2430,2433,2446,2460,2464,2468,2477,2482,2489,2495,2500,2504,2506,2507,2526,2539,2543,2550,2551,2554,2556,2559,2560,2564,2575,2578,2586,2590,2593,2600,2601,2602,2604,2611,2615,2623,2624,2625,2630,2638,2654,2655,2011,2014,2018,2022,2024,2027,2061,2097,2116,2159,2171,2192,2202,2225,2284,2297,2364,2365,2378,2447,2494,2585,2620,2626,2627,2636,2639,2645,2648,2657,2658,2659,2660,2010,2019,2026,2031,2032,2038,2039,2047,2052,2053,2054,2058,2063,2067,2071,2072,2081,2086,2087,2092,2102,2111,2117,2125,2127,2133,2134,2135,2137,2138,2144,2147,2148,2149,2151,2153,2161,2169,2174,2176,2180,2183,2187,2189,2191,2196,2198,2199,2203,2211,2218,2223,2224,2232,2234,2239,2240,2241,2247,2249,2254,2259,2266,2267,2268,2279,2282,2283,2285,2289,2294,2302,2303,2319,2325,2328,2330,2332,2333,2338,2343,2345,2347,2351,2372,2379,2383,2384,2387,2393,2394,2396,2398,2399,2409,2414,2417,2419,2420,2428,2429,2434,2436,2445,2449,2451,2458,2461,2463,2468,2471,2472,2473,2475,2489,2491,2498,2508,2509,2510,2511,2512,2516,2526,2533,2537,2543,2547,2555,2560,2567,2582,2588,2589,2592,2597,2598,2600,2601,2604,2616,2617,2623,2629,2642,2643,2646,2649,2653,2114,2126,2152,2232,2412,2455,2011,2013,2018,2024,2027,2116,2143,2157,2159,2268,2297,2337,2365,2378,2417,2435,2447,2459,2472,2538,2571,2583,2640,2647,2648,2657,2660,2028,2032,2039,2047,2052,2054,2068,2071,2081,2087,2102,2111,2125,2133,2143,2149,2151,2153,2155,2169,2174,2176,2183,2187,2194,2196,2199,2203,2224,2241,2246,2247,2250,2254,2267,2273,2282,2283,2289,2292,2294,2325,2328,2333,2336,2343,2344,2347,2351,2377,2384,2399,2419,2461,2463,2471,2475,2498,2509,2512,2516,2555,2567,2582,2588,2592,2598,2616,2629,2642,2649,2022,2025,2061,2097,2116,2157,2171,2192,2225,2284,2364,2447,2459,2472,2494,2585,2627,2639,2645,2648,2657,2658,2660,2018,2116,2157,2171,2364,2365,2378,2494,2018,2297,2459,2061,2225,2284,2364,2626,2648,2152,2156,2357,2018,2022,2024,2116,2225,2284,2364,2447,2494,2645,2657,2041,2296,2321,2421,2565,2022,2024,2027,2050,2116,2157,2159,2171,2192,2268,2284,2297,2337,2346,2364,2365,2378,2417,2435,2447,2459,2472,2494,2538,2571,2636,2640,2645,2647,2648,2657,2037,2058,2067,2092,2234,2303,2334,2387,2393,2443,2449,2476,2478,2499,2526,2584,2030,2037,2040,2045,2046,2056,2058,2059,2064,2069,2073,2078,2083,2084,2088,2090,2093,2098,2103,2104,2108,2109,2112,2115,2118,2121,2123,2124,2131,2140,2142,2150,2154,2165,2172,2184,2188,2190,2200,2201,2206,2210,2212,2213,2218,2220,2229,2233,2237,2240,2244,2253,2257,2266,2271,2275,2276,2278,2290,2299,2300,2306,2307,2308,2309,2323,2324,2326,2329,2331,2334,2339,2340,2347,2348,2352,2354,2356,2363,2369,2370,2376,2381,2391,2395,2409,2410,2414,2423,2428,2446,2460,2462,2464,2467,2468,2469,2482,2485,2492,2495,2499,2500,2504,2506,2507,2520,2521,2526,2542,2543,2546,2549,2550,2551,2553,2556,2559,2560,2561,2564,2573,2578,2579,2586,2590,2593,2600,2601,2602,2604,2607,2611,2615,2623,2624,2625,2631,2638,2654,2030,2103,2172,2179,2233,2244,2276,2348,2369,2407,2409,2410,2428,2464,2484,2485,2526,2543,2560,2563,2564,2574,2601,2604,2024,2050,2097,2116,2157,2171,2192,2202,2225,2268,2284,2297,2364,2365,2447,2459,2472,2538,2585,2620,2633,2639,2640,2657,2658,2659,2660,2035,2047,2089,2091,2129,2193,2197,2231,2236,2316,2317,2341,2361,2366,2371,2412,2440,2474,2488,2577,2628,2027,2097,2157,2159,2171,2192,2202,2268,2284,2364,2365,2378,2447,2459,2494,2538,2583,2585,2620,2636,2639,2640,2645,2647,2648,2658,2659,2660,2061,2097,2159,2171,2202,2225,2346,2364,2365,2583,2620,2626,2627,2633,2648,2657,2658,2659,2054,2068,2072,2081,2087,2102,2125,2127,2128,2133,2134,2138,2150,2153,2161,2176,2180,2183,2187,2191,2196,2224,2233,2239,2247,2250,2264,2267,2268,2279,2282,2283,2287,2289,2292,2299,2319,2327,2328,2333,2336,2338,2343,2347,2350,2351,2367,2369,2381,2384,2394,2396,2398,2414,2434,2436,2451,2458,2461,2468,2475,2498,2508,2510,2511,2516,2526,2531,2537,2543,2547,2550,2554,2555,2567,2588,2592,2594,2598,2607,2608,2617,2629,2116,2157,2159,2171,2202,2268,2284,2337,2346,2364,2365,2378,2435,2447,2459,2538,2583,2626,2633,2636,2639,2640,2645,2657,2032,2039,2042,2047,2052,2053,2054,2068,2071,2081,2087,2102,2111,2117,2125,2128,2133,2134,2135,2138,2143,2148,2149,2153,2163,2174,2176,2180,2183,2187,2191,2194,2196,2199,2223,2224,2241,2247,2250,2273,2279,2282,2283,2289,2292,2293,2294,2295,2298,2302,2315,2328,2330,2332,2333,2336,2338,2347,2351,2372,2384,2420,2461,2463,2465,2471,2472,2475,2502,2509,2510,2512,2516,2519,2533,2543,2555,2567,2582,2588,2592,2597,2598,2605,2608,2609,2616,2629,2642,2643,2649,2653,2062,2081,2117,2182,2199,2242,2272,2282,2294,2298,2304,2313,2318,2325,2328,2333,2344,2362,2396,2438,24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]

```r
# globejs(img = "ruta_local_de_alguna_imagen.png")
globejs(img = xaringan:::karl)
```

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]

```r
library(maps)
library(maptools)

data(world.cities, package="maps")
ciudades <- world.cities[order(world.cities$pop,decreasing=TRUE)[1:1000],]

globejs(bg = "white", 
        lat=ciudades$lat,   # latitud
        long=ciudades$long, # longitud
        value = 100*(ciudades$pop/max(ciudades$pop)), # alturas para los valores
        rotationlat = -0.34, # Rotación latitudinal inicial (en radianes) del globo
        rotationlong =-0.38, # Rotación longitudinal inicial (en radianes) del globo
        fov = 30 # Campo de visión (field of view) inicial
)
```

]
]

---

## rgl

.panelset.sideways[

.panel[.panel-name[Configuración]
Tutoriales:<br>
- <https://cran.r-project.org/web/packages/rgl/vignettes/rgl.html>
- <https://cran.r-project.org/web/packages/rgl/vignettes/WebGL.html>

El segundo tutorial es de **gran** utilidad si poseen
un nivel por lo menos básico de **JavaScript**.

En caso no te funcione tras instalar el paquete:<br>
<https://github.com/cran/rgl>

Listado de funciones:<br>
<https://cran.r-project.org/web/packages/rgl/rgl.pdf>

```r
install.packages('rgl')
library(rgl)

# Suprimir la ventana aparte que contiene el gráfico "rgl",
# para que se grafique dentro del documento html creado.
options(rgl.useNULL = TRUE) 
```

]

### Gráfico de dispersión

```r
*close3d()
*open3d()

numero_puntos <- 12*25
x <- sort(rnorm(numero_puntos))
y <- rnorm(numero_puntos)
z <- rnorm(numero_puntos) + atan2(x,y)

points3d(x, y, z, col = rainbow(numero_puntos))
# lines3d(x, y, z, col = rainbow(numero_puntos))
# segments3d(x, y, z, col = rainbow(numero_puntos))
# triangles3d(x, y, z, col = rainbow(numero_puntos))
# quads3d(x, y, z, col = rainbow(numero_puntos))

*rglwidget()
```

```r
close3d()
open3d()

plot3d(x, y, z, col = rainbow(numero_puntos))
rglwidget()
```

]

### Customización gráfica

```r
close3d()
open3d()

triangles3d(x, y, z, col = rainbow(numero_puntos))
axes3d(tick = TRUE, nticks = 10)

# Añadir algunas propiedades al gráfico 3D
decorate3d(   
  main = "Título",
  box = TRUE, # Dibujar caja alrededor del gráfico
  expand = 1.25, # Cuánto expandir la caja (si se dibuja) respecto al gráfico
  aspect = c(0.5,1,1.5) # aspect ratio de los ejes
)
bg3d("#92E3ED") # color de fondo

rglwidget(elementId = "ejemplo-2")
```
]

### Superficies de revolución

```r
close3d()
open3d()

x <- seq(from=1, to=5, by=0.5)
y <- log(x)

*wire3d(turn3d(x, y, n = 20, smooth = FALSE))
# shade3d(turn3d(x, y, n = 20, smooth = TRUE), col="green")
# dot3d(turn3d(x, y, n = 20, smooth = FALSE), col="#EA42FF")

rglwidget()
```

```r
close3d()
open3d()

shade3d(turn3d(x, y, n = 20, 
               smooth = TRUE # Renderización gráfica más "suave"
               ),
        col="green"
)

rglwidget()
```

]

### Animación de curva respecto al tiempo

```r
close3d()
open3d()
```

```
## null 
##    5
```

```r
library(manipulateWidget) # instalarla si es necesario

tiempo <- 0:500
xyz <- data.frame(
            x = cos(tiempo/20),
            y = sin(tiempo/10),
            z = tiempo
)
id_curva <- plot3d(xyz, type="l")["data"]  # curva por trazar
id_esfera <- spheres3d(xyz[1,],      # este valor no importa, 
                                     # se reemplaza al iniciar la animación
                      radius = 8,    # radio de la esfera graficada
                      col = "purple" # color de la esfera graficada
)

rglwidget(elementId = "curva-parametrizada") %>%
  playwidget(list(
    ageControl(births = tiempo, # Frames en los cuales la gráfica se actualizará
              ages = c(
                        0,  # Al inicio del frame del frame actual
                        20, # Tras 20 frames del frame actual
                        50  # Tras 50 frames del frame actual
                      ),
              colors = c(
                          "green", # Color de vértice tras transcurrir 0 frames
                          "red",   # Color de vértice tras transcurrir 20 frames
                          "blue"   # Color de vértices tras transcurrir 100 frames
                        ), 
              objids = id_curva # Identificador que será actualizado via "colors",
                                # en este caso, la curva graficada.
    ),
    
    ageControl(births = 0,        # Actualizaciones iniciarán en el primer frame
              ages = tiempo,      # Tras aquellas cantidad de frames (n-ésimo frame),
              vertices = xyz,     # actualizar el gráfico con el n-ésimo vértice.
              objids = id_esfera) # Las actualizaciones serán para el
                                  # gráfico de una esfera (en posiciones distintas)
              ),

start = 0, stop = max(tiempo), # cantidad de frames por considerar en la animación
    rate = 50, # cantidad de frames por segundo
    components = c("Reverse", "Play", "Slower", "Faster","Reset", "Slider", "Label"),
    loop = TRUE # Repetir la animación cuando concluya.
  )
```

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class=\"cw-container\"><div class=\"cw-subcontainer\"><div class=\"cw-content cw-by-row\"><div class=\"cw-row cw-by-row\" style=\"flex:1;-webkit-flex:1\"><div class=\"cw-col\" style=\"flex:1;-webkit-flex:1\">\n              <div id=\"rgl-play33100\" class=\"rglPlayer cw-widget html-widget-static-bound\" style=\"width:100%;height:100%\"><\/div>\n              <\/div><\/div><\/div><\/div><\/div>","hasCrosstalkInputs":false}],"widgetType":["rglWebGL","combineWidgets"],"elementId":["curva-parametrizada","widget294604076"],"html":"<div class=\"cw-container\"><div class=\"cw-subcontainer\"><div class=\"cw-content cw-by-row\"><div class=\"cw-row cw-by-row\" style=\"flex:504;-webkit-flex:504\"><div class=\"cw-col\" style=\"flex:1;-webkit-flex:1\">\n              <div id=\"curva-parametrizada\" class=\"rglWebGL cw-widget html-widget-static-bound\" style=\"width:100%;height:100%\"><\/div>\n              <\/div><\/div><div class=\"cw-row cw-by-row\" style=\"flex:40;-webkit-flex:40\"><div class=\"cw-col\" style=\"flex:1;-webkit-flex:1\">\n              <div id=\"widget294604076\" class=\"combineWidgets cw-widget html-widget-static-bound\" style=\"width:100%;height:100%\"><\/div>\n              <\/div><\/div><\/div><\/div><\/div>","hasCrosstalkInputs":false},"evals":[],"jsHooks":[]}</script>

]

### Combinando rgl y JavaScript

```js
////// Código de JavaScript //////
rgl = document.getElementById('curva-parametrizada').rglinstance;
rglObject = rgl.getObj(rgl.subsceneid);

//// Ejemplo particular: Rotaciones ////
angulo = 10;

// Una rotación respecto al eje X
rglObject.par3d.userMatrix.rotate(angulo, 0, 1, 0);
rgl.drawScene();

// Una rotación respecto al eje Y
rglObject.par3d.userMatrix.rotate(angulo, 1, 0, 0);
rgl.drawScene();

// Iniciar rotación constante respecto al eje X 
let rotaX = setInterval(
  function () {
    rglObject.par3d.userMatrix.rotate(angulo, 0, 1, 0);
    rgl.drawScene();
  }
, 200);

// Iniciar rotación constante respecto al eje Y 
let rotaY = setInterval(
  function () {
    rglObject.par3d.userMatrix.rotate(angulo, 1, 0, 0);
    rgl.drawScene();
  }
, 200);

// Detener alguna rotación
clearInterval(rotaX);
clearInterval(rotaY);
```

]
]

???

Para el ejemplo 5:

Alterar los siguientes valores asociados al gráfico:<br>
- Ejemplo raro probablemente sin mucha utilidad
    - `rgl.colLoc = 0` 1, 2 o 3 (mismo resultado que 3 para valores >=3)
    - `rgl.drawScene()`

- Cambiar color de los valores en los ejes
    - `rgl.canvas.style.backgroundColor = "blue"`

- Modificar tamaño de la caja contenedora:
    - `rglObject.par3d.bbox[some_index] = some_number`
    - `rgl.drawScene()`

- Alterar el nivel de zoom
    - `rglObject.par3d.FOV = 10`
    - `rglObject.par3d.zoom = 0.5`

- Cambiar las escalas de los ejes
    - `rglObject.par3d.scale` 
    - Para proyectar el gráfico sobre el eje XY:<br>
    `rglObject.par3d.scale[2]=0`<br>
    Requiere después hacer click en la figura para proyectarse.

- Proyección (creo) respecto a los planos de R^3
    - XY: `rglObject.par3d.userMatrix.scale(0,1,1)` 
    - XZ: `rglObject.par3d.userMatrix.scale(1,1,0)`

- Rotación
    - `rglObject.par3d.userMatrix.rotate(angulo_en_grados,x,y,z)`

---

## Referencias

- <http://www.htmlwidgets.org/>

- <https://rstudio.github.io/leaflet/>

- <https://rstudio.github.io/dygraphs/>

- <https://plotly.com/r/>

- <https://datastorm-open.github.io/visNetwork/>

- <https://rstudio.github.io/DT/>

- <https://github.com/bwlewis/rthreejs>

- <https://cran.r-project.org/web/packages/rgl/vignettes/rgl.html>