Data Visualization in R

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# **Data Visualization in R**
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## ** Interactive Graphs**

### PhD. St. Orlando Joaqui-Barandica
### 2021

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### [PhD. Student. Orlando Joaqui-Barandica](https://www.joaquibarandica.com) 
### Universidad del Valle
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*PhD. Student in Engineering with emphasis in Engineering Industrial* 
 
*MSc. Applied Economics*
 
*BSc. Statistic*

[www.joaquibarandica.com](https://www.joaquibarandica.com)

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# Orlando Joaqui-Barandica
### [www.joaquibarandica.com](https://www.joaquibarandica.com)

`Statistician and Master in Applied Economics from Universidad del Valle. He is currently a Ph.D. student in Engineering with an emphasis in Industrial Engineering. Teaching and research experience in the area of Statistics, Econometrics and Quantitative Finance in different recognized universities in the region such as Universidad del Valle, Pontificia Universidad Javeriana de Cali and Universidad ICESI. Research lines: Applied Statistics, Applied Econometrics, Quantitative Finance, Asset-Liability Management.`
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# Contenido

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### [Interactive Graphs](#Interactive)

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# 
# Mix de gráficos
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# Diagrama de dispersión en 3D

El paquete `ggplot2` y sus extensiones no pueden crear una gráfica en 3D. Sin embargo, puede crear un diagrama de dispersión 3D con la función `scatterplot3d` de la librería `scatterplot3d`.

> Tracemos el kilometraje del automóvil vs al desplazamiento del motor vs al peso del automóvil utilizando los datos del `mtcars`.

`xyz.convert` permite pasar de coordenadas 3D a 2D

----

```r
library(scatterplot3d)
with(mtcars, {
 s3d <- scatterplot3d(
 x = disp, 
 y = wt, 
 z = mpg,
 color = "blue", 
 pch = 19, 
 type = "h",
 main = "3-D Scatterplot Example 3",
 xlab = "Displacement (cu. in.)",
 ylab = "Weight (lb/1000)",
 zlab = "Miles/(US) Gallon")
 
 # convert 3-D coords to 2D projection
 s3d.coords <- s3d$xyz.convert(disp, wt, mpg) 
 
 # plot text with 50% shrink and place to right of points
 text(s3d.coords$x, 
 s3d.coords$y, 
 labels = row.names(mtcars), 
 cex = .5, 
 pos = 4)
})
```
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![](4_Interactive_files/figure-html/unnamed-chunk-3-1.png)

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# Biplots

Un biplot es un gráfico especializado que intenta representar la relación entre las observaciones, entre las variables y entre las observaciones y las variables. Utilizamos la función `fviz_pca` de la librería `factoextra`.

----

```r
# create a biplot
# load data
data(mtcars)

# fit a principal components model
fit <- prcomp(x = mtcars, 
 center = TRUE, 
 scale = TRUE)

# plot the results
library(factoextra)
fviz_pca(fit, 
         repel = TRUE, 
         labelsize = 3) + 
  theme_bw() +
  labs(title = "Biplot of mtcars data")
})
```

----

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![](4_Interactive_files/figure-html/unnamed-chunk-5-1.png)

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# Biplots

* Los puntos representan observaciones. Las distancias más pequeñas entre puntos sugieren valores similares en el conjunto original de variables. Por ejemplo, el Toyota Corolla y el Honda Civic son similares entre sí.

* El Toyota Corolla es muy diferente al Lincoln Continental.

* Los vectores (flechas) representan variables. El ángulo entre vectores es proporcional a la correlación entre las variables. Los ángulos más pequeños indican correlaciones más fuertes.

* Las observaciones que están más alejadas de la dirección del vector de una variable tienen los valores más altos en esa variable.

* Por ejemplo, el Toyota Corolla y el Honda Civic tienen valores más altos en mpg . El Toyota Corona tiene un mayor qsec .

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![](4_Interactive_files/figure-html/unnamed-chunk-6-1.png)

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# Gráficos de burbujas

Un gráfico de burbujas es básicamente un diagrama de dispersión donde el tamaño del punto es proporcional a los valores de una tercera variable cuantitativa.

El parámetro `range` de la función `scale_size_continuous` especifica el tamaño mínimo y máximo del símbolo de trazado. El valor predeterminado es `range=c(1,6)`

El parámetro `shape` de la función `geom_point` especifica un circulo con un color de borde y relleno.

----

```r
# create a bubble plot with modifications
ggplot(mtcars, 
       aes(x = wt, y = mpg, size = hp)) +
  geom_point(alpha = .5, 
             fill="cornflowerblue", 
             color="black", 
             shape=21) +
  scale_size_continuous(range = c(1, 14)) +
  labs(title = "Auto mileage by weight and horsepower",
       subtitle = "Motor Trend US Magazine (1973-74 models)",
       x = "Weight (1000 lbs)",
       y = "Miles/(US) gallon",
       size = "Gross horsepower") 
```
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# Mapas de calor

Un mapa de calor muestra un conjunto de datos utilizando mosaicos de colores para cada valor de variable dentro de cada observación. Hay muchas variedades de mapas de calor. Aunque la base de R viene con una la función `heatmap`. La función `superheat` genera un mejor gráfico.

> El parámetro `scale = TRUE` estandariza las columnas a una media de cero y una desviación estándar de uno.

----

```r
# create a heatmap
data(mtcars)
library(superheat)
superheat(mtcars, scale = TRUE) 
```

----

> El Merc 230 tiene un tiempo de cuarto de milla ( qsec ) que está muy por encima del promedio (amarillo brillante). El Lotus Europa tiene un peso muy por debajo de la media (azul oscuro).

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# Mapas de calor

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# Mapas de calor (Clúster)

Podemos utilizar la agrupación en clústeres para ordenar las filas y / o columnas. En el siguiente ejemplo, ordenaremos las filas para que los autos que son similares aparezcan cerca unos de otros. También ajustaremos el tamaño del texto y las etiquetas.

----

```r
superheat(mtcars,
          scale = TRUE,
          left.label.text.size=3,
          bottom.label.text.size=3,
          bottom.label.size = .05,
          row.dendrogram = TRUE )
```

----

* La mayoría de los datos son todos númericos
* Los nombres de las filas se utilizan para etiquetar el eje izquierdo

]

![](4_Interactive_files/figure-html/unnamed-chunk-13-1.png)

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# Mapas de calor (Clúster)

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# Mapas de calor (Ordenados)

Usemos un mapa de calor para mostrar los cambios en la esperanza de vida a lo largo del tiempo para los países asiáticos. Dado que los datos están en formato largo , primero tenemos que convertirlos a formato ancho. Luego, debemos asegurarnos de que sea un marco de datos y convertir la variable país en nombres de fila.

----

```r
# create heatmap for gapminder data (Asia)
library(tidyr)
library(dplyr)

# load data
data(gapminder, package="gapminder")

# subset Asian countries
asia <- gapminder %>%
 filter(continent == "Asia") %>%
 select(year, country, lifeExp)

# convert to long to wide format
plotdata <- spread(asia, year, lifeExp)

# save country as row names
plotdata <- as.data.frame(plotdata)
row.names(plotdata) <- plotdata$country
plotdata$country <- NULL

# row order
sort.order <- order(plotdata$"2007")

# color scheme
library(RColorBrewer)
colors <- rev(brewer.pal(5, "Blues"))

# create the heat map
superheat(plotdata,
          scale = FALSE,
          left.label.text.size=3,
          bottom.label.text.size=3,
          bottom.label.size = .05,
          heat.pal = colors,
          order.rows = sort.order,
          title = "Life Expectancy in Asia")
```
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![](4_Interactive_files/figure-html/unnamed-chunk-16-1.png)

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# Mapas de calor (Ordenados)

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# Gráfico de radar

Un gráfico de radar (también llamado gráfico de araña o estrella) muestra uno o más grupos u observaciones sobre tres o más variables cuantitativas. Cada variable tiene su propio eje, todos los ejes están unidos en el centro de la figura.

----

```r
# Libraries
library(tidyverse)
library(viridis)
library(patchwork)
library(hrbrthemes)
library(fmsb)
library(colormap)

# Create data
set.seed(1)
data <- as.data.frame(matrix( sample( 2:20 , 10 , replace=T) , ncol=10))
colnames(data) <- c("math" , "english" , "biology" , "music" , "R-coding", "data-viz" , "french" , "physic", "statistic", "sport" )

# To use the fmsb package, I have to add 2 lines to the dataframe: the max and min of each topic to show on the plot!
data <- rbind(rep(20,10) , rep(0,10) , data)

# Custom the radarChart !
par(mar=c(0,0,0,0))
radarchart( data, axistype=1,

#custom polygon
  pcol=rgb(0.2,0.5,0.5,0.9) , pfcol=rgb(0.2,0.5,0.5,0.5) , plwd=4 ,

#custom the grid
  cglcol="grey", cglty=1, axislabcol="grey", caxislabels=seq(0,20,5), cglwd=0.8,

#custom labels
  vlcex=0.8 
  )
```
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---

# Matriz de gráficos de dispersión

Una matriz de diagramas de dispersión es una colección de diagramas de dispersión organizados como una cuadrícula. Es similar a un gráfico de correlación, pero en lugar de mostrar correlaciones, muestra los datos subyacentes.

Puede crear una matriz de diagrama de dispersión usando la función `ggpairs` en el paquete `GGally`.

Podemos ilustrar su uso examinando las relaciones entre el tamaño de los mamíferos y las características del sueño.

----

```r
library(GGally)

# prepare data
data(msleep, package="ggplot2")
library(dplyr)
df <- msleep %>% 
 mutate(log_brainwt = log(brainwt),
 log_bodywt = log(bodywt)) %>%
 select(log_brainwt, log_bodywt, sleep_total, sleep_rem)

# create a scatterplot matrix
ggpairs(df)
```
]

----

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![](4_Interactive_files/figure-html/unnamed-chunk-21-1.png)

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# Gráficos de cascada

Un gráfico de cascada ilustra el efecto acumulativo de una secuencia de valores positivos y negativos. Por ejemplo, podemos graficar el efecto acumulativo de ingresos y gastos para una empresa ficticia.

----

```r
# create company income statement
category <- c("Sales", "Services", "Fixed Costs", 
 "Variable Costs", "Taxes")
amount <- c(101000, 52000, -23000, -15000, -10000)
income <- data.frame(category, amount)

# create waterfall chart
library(ggplot2)
library(waterfalls)
waterfall(income) 
```
]

----

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![](4_Interactive_files/figure-html/unnamed-chunk-23-1.png)

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# Wordcloud

Una nube de palabras (también llamada nube de etiquetas) es básicamente una infografía que indica la frecuencia de palabras en una colección de texto (por ejemplo, tweets, un documento de texto, un conjunto de documentos de texto).

----

```r
library("quanteda")
library("quanteda.textplots")

dfm_inaug <- corpus_subset(data_corpus_inaugural, Year <= 1826) %>% 
 dfm(remove = stopwords('english'), remove_punct = TRUE) %>%
 dfm_trim(min_termfreq = 10, verbose = FALSE)

textplot_wordcloud(dfm_inaug)
```
]

----

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# 
# Interactive Graphs
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# Leaflet

`Leaflet` es una biblioteca de `JavaScript` para mapas interactivos. El prospecto se puede utilizar para generar los gráficos de prospecto **R**.

----

```r
# create leaflet graph
library(leaflet)

leaflet() %>%
  addTiles()
```

----

]

* addTiles() De forma predeterminada utiliza la base de OpenStreetMap
* addMarkers() Se pueden ir agregando capas al mapa..
* addCircles()
* addCircleMarkers()
* addPolylines()
* etc... 
* Puede consultar la ayuda de la función: [leaflet()](https://cran.r-project.org/web/packages/leaflet/leaflet.pdf)

]

---

```r
# create leaflet graph
library(leaflet)

leaflet() %>% 
  addTiles()
```

<div id="htmlwidget-72fb64bfd74d467f3ada" style="width:100%;height:70%;" class="leaflet html-widget"></div>
<script type="application/json" data-for="htmlwidget-72fb64bfd74d467f3ada">{"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>"}]}]},"evals":[],"jsHooks":[]}</script>

---

```r
library(leaflet)

leaflet() %>%
  addTiles() %>%
  addMarkers(lng=-75.217, 
             lat=4.433, 
             popup="Ibagué - Tolima")
```

<div id="htmlwidget-599dec390e713f852114" style="width:100%;height:70%;" class="leaflet html-widget"></div>
<script type="application/json" data-for="htmlwidget-599dec390e713f852114">{"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":[4.433,-75.217,null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},"Ibagué - Tolima",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":[4.433,4.433],"lng":[-75.217,-75.217]}},"evals":[],"jsHooks":[]}</script>

---

# Plotly

`Plotly` es un servicio comercial y un producto de código abierto para crear visualizaciones interactivas de alta gama. El paquete `plotly` le permite crear gráficos interactivos desde dentro de **R**. Además, cualquier gráfico `ggplot2` se puede convertir en un gráfico `plotly`.

Dentro de esta librería destaca la función:

## ggplotly()

> Esta función es escencial para convertir un gráfico estático de `ggplot` a dinámico en `plotly`

Es vital que el gráfico se guarde en un objeto.

]

<div id="htmlwidget-0010cc3d742cd9a74128" style="width:100%;height:1%;" class="plotly html-widget"></div>
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class: compact","displ: 2.8 hwy: 24 class: compact","displ: 1.9 hwy: 44 class: compact","displ: 2.0 hwy: 29 class: compact","displ: 2.0 hwy: 26 class: compact","displ: 2.0 hwy: 29 class: compact","displ: 2.0 hwy: 29 class: compact","displ: 2.5 hwy: 29 class: compact","displ: 2.5 hwy: 29 class: compact","displ: 2.8 hwy: 23 class: compact","displ: 2.8 hwy: 24 class: 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]

---

# ggplotly

----

```r
# create plotly graph.
library(ggplot2)
library(plotly)

p <- ggplot(mpg, aes(x=displ, 
 y=hwy, 
 color=class)) +
 geom_point(size=3) +
 labs(x = "Engine displacement",
 y = "Highway Mileage",
 color = "Car Class") +
 theme_bw()

ggplotly(p)
```

----

]

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]

---

# ggplotly

----

```r
# Build dataset with different distributions
data <- data.frame(
 type = c( rep("edge peak", 1000), rep("comb", 1000), rep("normal", 1000), rep("uniform", 1000), rep("bimodal", 1000), rep("skewed", 1000) ),
 value = c( rnorm(900), rep(3, 100), rnorm(360, sd=0.5), rep(c(-1,-0.75,-0.5,-0.25,0,0.25,0.5,0.75), 80), rnorm(1000), runif(1000), rnorm(500, mean=-2), rnorm(500, mean=2), abs(log(rnorm(1000))) )
)

# Represent it
p<-data %>%
 ggplot( aes(x=value)) +
 geom_histogram(fill="#69b3a2", color="#e9ecef", alpha=0.9) +
 facet_wrap(~type, scale="free_x") +
 theme_ipsum() +
 theme(
 panel.spacing = unit(0.1, "lines"),
 axis.title.x=element_blank(),
 axis.text.x=element_blank(),
 axis.ticks.x=element_blank()
 )

ggplotly(p)
```

----

]

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]

---

# ggplotly

![](https://media.giphy.com/media/oimCQlndn6KPe/giphy.gif)

]
]

----

## Actividad

### Seleccione 5 gráficos de la presentación anterior y presentelos en forma dinámica con la función `ggplotly`

]

----

---

# Plotly

Si el objetivo es desarrollar el gráfico directamente con la librería `plotly` y no con la librería `ggplot2`, se puede utilizar `plot_ly`.

----

```r
library(plotly)

fig <- plot_ly(data = iris, x = ~Sepal.Length, y = ~Petal.Length)

fig
```

----

]

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]

---

# Plotly

----

```r
library(plotly)

fig <- plot_ly(data = iris, x = ~Sepal.Length, y = ~Petal.Length, color = ~Species)

fig
```

----

]

<div id="htmlwidget-e57af184b3c025ed8c07" style="width:100%;height:1%;" class="plotly html-widget"></div>
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]

---

# Plotly

----

```r
library(plotly)

fig <- plot_ly(
 x = c("giraffes", "orangutans", "monkeys"),
 y = c(20, 14, 23),
 name = "SF Zoo",
 type = "bar"
)

fig
```

----

]

<div id="htmlwidget-b052af2e5b6fb0322de5" style="width:100%;height:1%;" class="plotly html-widget"></div>
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]

---

# Plotly

----

```r
library(plotly)

Animals <- c("giraffes", "orangutans", "monkeys")
SF_Zoo <- c(20, 14, 23)
LA_Zoo <- c(12, 18, 29)
data <- data.frame(Animals, SF_Zoo, LA_Zoo)

fig <- plot_ly(data, x = ~Animals, y = ~SF_Zoo, type = 'bar', name = 'SF Zoo')
fig <- fig %>% add_trace(y = ~LA_Zoo, name = 'LA Zoo')
fig <- fig %>% layout(yaxis = list(title = 'Count'), barmode = 'group')

fig
```

----

]

<div id="htmlwidget-8a07d6bc3f5372c4c1f4" style="width:100%;height:1%;" class="plotly html-widget"></div>
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]

---

# Plotly

----

```r
library(plotly)

USPersonalExpenditure <- data.frame("Categorie"=rownames(USPersonalExpenditure), USPersonalExpenditure)
data <- USPersonalExpenditure[,c('Categorie', 'X1960')]

fig <- plot_ly(data, labels = ~Categorie, values = ~X1960, type = 'pie')
fig <- fig %>% layout(title = 'United States Personal Expenditures by Categories in 1960',
 xaxis = list(showgrid = FALSE, zeroline = FALSE, showticklabels = FALSE),
 yaxis = list(showgrid = FALSE, zeroline = FALSE, showticklabels = FALSE))

fig
```

----

]

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]

---

# Plotly

----

````markdown
library(plotly)

# volcano is a numeric matrix that ships with R
fig.3d <- plot_ly(z = ~volcano)
fig.3d <- fig.3d %>% add_surface()

fig.3d

````

----

]

.center[
<iframe src="img/fig.3d.html" allowtransparency="true" height="450" width="1100" scrolling="yes" style="border: none;" data-external="1"></iframe>
]

]

---

# Plotly

----

```r
library(plotly)
df <- read.csv('https://raw.githubusercontent.com/plotly/datasets/master/finance-charts-apple.csv')
fig <- plot_ly(
 type = "scatter",
 x = as.Date(df$Date, format= "%Y-%m-%d"), 
 y = df$AAPL.High,
 name = 'AAPL High',
 mode = "lines",
)
fig <- fig %>%
 layout(
 title = "Time Series with Custom Date-Time Format",
 xaxis = list(
 type = "date",
 range=c('2015-12-01', '2016-01-15')
 )
 )
fig
```

----

]

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]

---

# Plotly

* Consultar más estilos: [Plotly in R](https://plotly.com/r/)

----

```r
library(plotly)
library(gapminder)

df <- gapminder 
fig <- df %>%
 plot_ly(
 x = ~gdpPercap, 
 y = ~lifeExp, 
 size = ~pop, 
 color = ~continent, 
 frame = ~year, 
 text = ~country, 
 hoverinfo = "text",
 type = 'scatter',
 mode = 'markers'
 )
fig <- fig %>% layout(
 xaxis = list(
 type = "log"
 )
 )

fig
```

----

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]

---

# rCharts

----

````markdown
require(devtools)
install_github('ramnathv/rCharts')

library(rCharts)
data(economics, package = "ggplot2")
econ <- transform(economics, date = as.character(date))
m1 <- mPlot(x = "date", y = c("psavert", "uempmed"), type = "Line", data = econ)
m1$set(pointSize = 0, lineWidth = 1)

m1
````

----

]

> `rCharts` puede crear una amplia gama de gráficos interactivos.

* `rCharts` es un paquete de **R** para crear, personalizar y publicar visualizaciones javascript interactivas desde **R** utilizando una interfaz de trazado de estilo `lattice`.

* Es necesaria su instalación desde el entorno de desarrolladores: *Github*

* Requiere apriori la librería `devtools`

````markdown

require(devtools)
install_github('ramnathv/rCharts')

````

* Consultar la página del desarrollador: [https://github.com/ramnathv/rCharts](https://github.com/ramnathv/rCharts)

]

---

# Highcharter

El paquete `highcharter` proporciona acceso a la biblioteca de gráficos JavaScript **Highcharts**. La biblioteca es gratuita para uso no comercial. Aquí, hay una muestra de algunos gráficos. Consultar más en la web [Highchart](https://www.highcharts.com/blog/posts/frameworks/r-stat/)

* **Histogramas:**

```r
library(highcharter)

x <- c(rnorm(10000), rnorm(1000, 4, 0.5))

hchart(x, name = "data") 
```

* **Series:**

```r
library(highcharter)
library(forecast)

airforecast <- forecast(auto.arima(AirPassengers), level = 95)

hchart(airforecast)
```

]

* **Mapas:**

```r
library(treemap)
library(highcharter)

data(GNI2014, package = "treemap")

hcmap(
  "custom/world-robinson-lowres", 
  data = GNI2014,
  name = "Gross national income per capita", 
  value = "GNI",
  borderWidth = 0,
  nullColor = "#d3d3d3",
  joinBy = c("iso-a3", "iso3")
) %>%
  hc_colorAxis(
    stops = color_stops(colors = viridisLite::inferno(10, begin = 0.1)),
    type = "logarithmic"
  ) 
```

]

---

# Highcharter

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# Highcharter

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# Highcharter

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---

# gganimate()

----

```r
library(ggplot2)
library(dplyr)

library(gapminder)
datos = gapminder

grafico <- datos %>%
 ggplot() + 
 geom_point(aes(x = gdpPercap, y = lifeExp, col = continent, size = pop), alpha = 0.8) + theme_minimal() + 
 theme(legend.position = "bottom") + guides(size = "none") + 
 labs(x = "PIB per Capita" ,y = "Esperanza de Vida", col = "")

library(gganimate)

grafico +
  transition_time(year)+
  labs(title = "Año: {frame_time}")
```

----

]

![](4_Interactive_files/figure-html/unnamed-chunk-56-1.gif)

]

---

# gganimate()

----

```r
library(ggplot2)
library(dplyr)

library(gapminder)
datos = gapminder

datos2 <- datos %>%
 group_by(year) %>%
 arrange(year, desc(gdpPercap)) %>%
 mutate(ranking = row_number()) %>%
 filter(ranking <=15)

animacion <- datos2 %>%
 ggplot() +
 geom_col(aes(ranking, gdpPercap, fill = country)) +
 geom_text(aes(ranking, gdpPercap, label = gdpPercap), hjust=-0.1) +
 geom_text(aes(ranking, y=0 , label = country), hjust=1.1) + 
 geom_text(aes(x=15, y=max(gdpPercap) , label = as.factor(year)), vjust = 0.2, alpha = 0.5, col = "gray", size = 20) +
 coord_flip(clip = "off", expand = FALSE) + scale_x_reverse() +
 theme_minimal() + theme(
 panel.grid = element_blank(), 
 legend.position = "none",
 axis.ticks.y = element_blank(),
 axis.title.y = element_blank(),
 axis.text.y = element_blank(),
 plot.margin = margin(1, 4, 1, 3, "cm")
 ) +
 transition_states(year, state_length = 0, transition_length = 2) +
 enter_fade() +
 exit_fade() + 
 ease_aes('quadratic-in-out')

animate(animacion, width = 700, height = 432, fps = 25, duration = 15, rewind = FALSE)
```
]

----

]

![](4_Interactive_files/figure-html/unnamed-chunk-58-1.gif)

]

---

# gganimate()

----

```r
datos %>%
  filter(country == "Spain") %>%
  ggplot(aes(year, pop)) + geom_point() + geom_line() + 
  geom_text(aes(x = min(year), y = min(pop), label = as.factor(year)) , hjust=-2, vjust = -0.2, alpha = 0.5,  col = "gray", size = 20) +
  theme_minimal() +
  transition_reveal(year) + 
  view_follow()
```

----

]

![](4_Interactive_files/figure-html/unnamed-chunk-60-1.gif)

]

---

# gganimate()

> Si quiere informarse más puede hacer en el manual de la función [`gganimate()`](https://cran.r-project.org/web/packages/gganimate/gganimate.pdf)

----

```r
p1 <- ggplot(gapminder, aes(gdpPercap, lifeExp, size = pop, colour = country)) +
 geom_point(alpha = 0.7, show.legend = FALSE) +
 scale_colour_manual(values = country_colors) +
 scale_size(range = c(2, 12)) +
 scale_x_log10() +
 facet_wrap(~continent) +
 # Animating the plot
 labs(title = 'Year: {frame_time}', x = 'GDP per capita', y = 'Life expectancy') +
 transition_time(year) +
 ease_aes('linear')

animate(p1)
```

----

]

![](4_Interactive_files/figure-html/unnamed-chunk-62-1.gif)

]

---

# Gracias!!!

### ¿Preguntas?
]

]

### [www.joaquibarandica.com](https://www.joaquibarandica.com)
 jotajb5

juniorjb5

orlando.joaqui@correounivalle.edu.co

]

----

*Las imágenes utilizadas para ambientar la presentación son de [pixabay](https://pixabay.com/).*  
Sources: Rob Kabacoff