Mixing R and D3

# Mixing R and D3
### R Pruim
### Big Data Ignite 2019

---

.inverse {
  background-image: url(images/BDIorange-teal.jpg);
  background-size: cover;
}

.title-slide {
 background-image: url(images/BDIorange-teal.jpg);
 background-size: cover;
}
</style>

# Outline

0. Some Teasers

1. Some Quick and Easy Things (No D3 knowledge required)
    * maps
    * converting ggplot2 to javascript
    * using plotly directly
    * other htmlwidgets

2. If you know some D3, then ...
    * ... D3 chunks in R markdown are an easy way to mix R and D3.
    * you might like to write your own htmlwidget

---

## 15 Data Visualizations That Will Blow Your Mind

<https://blog.udacity.com/2015/01/15-data-visualizations-will-blow-mind.html>

---

## Visualizing US Gun Deaths

<https://guns.periscopic.com/?year=2013>

---

## Some Famous Data

```r
data(gapminder, package = "gapminder")
gapminder <- gapminder %>% 
 mutate(
 iso = mosaic::standardCountry(country), # standard ISO codes for countries
 pop = round(pop / 1e6, 2), # population in millions
 gdpPercap = round(gdpPercap / 1000, 2)) # GDP in 1000s of $
G2007 <- gapminder %>% filter(year == 2007)
```

<div id="htmlwidget-c3dc96783cb5f77a86c9" style="width:100%;height:auto;" class="datatables html-widget"></div>
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<\/thead>\n<\/table>","options":{"pageLength":5,"columnDefs":[{"className":"dt-right","targets":[3,4,5,6]},{"orderable":false,"targets":0}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[5,10,25,50,100]}},"evals":[],"jsHooks":[]}</script>

---

## magrittr Pipes (a.k.a. Then Operator)

In case you haven't seen `%>%` before, the following are *almost* equivalent:

```r
f(x, a)
x %>% f(a) 
```

More interesting example:

```r
x %>% f(a) %>% g(b1, b2) %>% h(c)
h(g(f(x, a), b1, b2), c)
```

---

## Little Bunny Foo Foo

Little bunny Foo Foo  
Went hopping through the forest  
Scooping up the field mice  
And bopping them on the head.

### Without chaining

```r
bop(scoop(hop(foo_foo, through = forest), up = field_mice), on = head)
```

### With chaining

```r
foo_foo %>%
  hop(through = forest) %>%
  scoop(up = field_mice) %>%
  bop(on = head)
```

---

### Advantages of Chaining

Chaining

* reduces parenthesis chasing
* keeps arguments near functions
* mirrors order of operations (making code easier to read)
* facilitates code editing (easy to eliminate or insert a step)

---

# Quick and Easy #1: Maps with leaflet

---

## Simple maps with leaflet

A simple interactive map can be created by specifying a location and zoom level.

```r
library(leaflet)

leaflet() %>% setView(-85.6721, 42.9683, 16) %>% addTiles() 
```

<div id="htmlwidget-4e0583cde2f340929f5b" style="width:864px;height:288px;" class="leaflet html-widget"></div>
<script type="application/json" data-for="htmlwidget-4e0583cde2f340929f5b">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[42.9683,-85.6721],16,[]],"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>

---

## Adding additional shapes

Since our data are global in scope let's start with a slightly wider view.
We can get country borders in JSON format and highlight them with `addPolygons()`.

```r
map_url <- 
 "https://raw.githubusercontent.com/johan/world.geo.json/master/countries.geo.json"
world_map <- geojsonio::geojson_read(map_url, what = "sp")
m <- leaflet(world_map) %>% setView(0, 0, 1) %>% addTiles() 
*m %>% addPolygons(weight = 1) # default is 5 -- way too thick
```

<div id="htmlwidget-4e5f1b05922b189ccc1c" style="width:864px;height:288px;" class="leaflet html-widget"></div>
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---

## Adding some data to our map

We can join additional information to our map using a dplyr join function.

```r
world_map@data <-
 world_map@data %>% 
* left_join(G2007, by = c("id" = "iso")) # join gapminder data
```

A color scale for the 5 quintiles of GDP per capita

```r
bins <- quantile(world_map$gdpPercap, probs = (0:5)/5, na.rm = TRUE)

color_scale <- colorBin("YlOrRd", 
 domain = world_map$gdpPercap, 
 bins = bins)
color_scale(c(1, 2, 5, 10))
```

```
## [1] "#FFFFB2" "#FECC5C" "#FD8D3C" "#F03B20"
```

---

## Adding colors to the map

```r
m <- leaflet(world_map) %>% setView(0, 0, 1) %>% addTiles()
m %>%
 addPolygons(
 weight = 1, opacity = 1, color = "navy", 
* fillColor = ~ color_scale(gdpPercap), fillOpacity = 0.4
 )
```

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---

## Adding mouseover

```r
m %>%
  addPolygons(
    weight = 1, opacity = 1, color = "navy", 
    fillColor = ~ color_scale(gdpPercap), fillOpacity = 0.4,  
*   highlight =
*     highlightOptions(weight = 2, fillOpacity = 0.9, bringToFront = TRUE)
  )
```

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---

## Preparing some text labels for tooltips

When we hover over country, we would like to see some information about that country.
We can use HTML to make things look nice.

```r
# create some HTML labels
labels <- 
 sprintf(
 "%s GDP per capita: %g life exp: %g",
 world_map$name, world_map$gdpPercap, world_map$lifeExp
 ) %>% lapply(htmltools::HTML)
```

---

## Adding tooltips

```r
m %>%
  addPolygons(
  weight = 1, opacity = 1, color = "navy", 
  fillColor = ~ color_scale(gdpPercap), fillOpacity = 0.4,
  highlight = 
    highlightOptions(weight = 2, fillOpacity = 0.9, bringToFront = TRUE),
* label = labels
  )
```

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Republic of the Congo<\/strong> GDP per capita: 0.28 life exp: 46.462","Republic of the Congo<\/strong> GDP per capita: 3.63 life exp: 55.322","Colombia<\/strong> GDP per capita: 7.01 life exp: 72.889","Costa Rica<\/strong> GDP per capita: 9.65 life exp: 78.782","Cuba<\/strong> GDP per capita: 8.95 life exp: 78.273","Northern Cyprus<\/strong> GDP per capita: NA life exp: NA","Cyprus<\/strong> GDP per capita: NA life exp: NA","Czech Republic<\/strong> GDP per capita: 22.83 life exp: 76.486","Germany<\/strong> GDP per capita: 32.17 life exp: 79.406","Djibouti<\/strong> GDP per capita: 2.08 life exp: 54.791","Denmark<\/strong> GDP per capita: 35.28 life exp: 78.332","Dominican Republic<\/strong> GDP per capita: 6.03 life exp: 72.235","Algeria<\/strong> GDP per capita: 6.22 life exp: 72.301","Ecuador<\/strong> GDP per capita: 6.87 life exp: 74.994","Egypt<\/strong> GDP per capita: 5.58 life exp: 71.338","Eritrea<\/strong> GDP per capita: 0.64 life exp: 58.04","Spain<\/strong> GDP per capita: 28.82 life exp: 80.941","Estonia<\/strong> GDP per capita: NA life exp: NA","Ethiopia<\/strong> GDP per capita: 0.69 life exp: 52.947","Finland<\/strong> GDP per capita: 33.21 life exp: 79.313","Fiji<\/strong> GDP per capita: NA life exp: NA","Falkland Islands<\/strong> GDP per capita: NA life exp: NA","France<\/strong> GDP per capita: 30.47 life exp: 80.657","Gabon<\/strong> GDP per capita: 13.21 life exp: 56.735","United Kingdom<\/strong> GDP per capita: 33.2 life exp: 79.425","Georgia<\/strong> GDP per capita: NA life exp: NA","Ghana<\/strong> GDP per capita: 1.33 life exp: 60.022","Guinea<\/strong> GDP per capita: 0.94 life exp: 56.007","Gambia<\/strong> GDP per capita: 0.75 life exp: 59.448","Guinea Bissau<\/strong> GDP per capita: 0.58 life exp: 46.388","Equatorial Guinea<\/strong> GDP per capita: 12.15 life exp: 51.579","Greece<\/strong> GDP per capita: 27.54 life exp: 79.483","Greenland<\/strong> GDP per capita: NA life exp: NA","Guatemala<\/strong> GDP per capita: 5.19 life exp: 70.259","French Guiana<\/strong> GDP per capita: NA life exp: NA","Guyana<\/strong> GDP per capita: NA life exp: NA","Honduras<\/strong> GDP per capita: 3.55 life exp: 70.198","Croatia<\/strong> GDP per capita: 14.62 life exp: 75.748","Haiti<\/strong> GDP per capita: 1.2 life exp: 60.916","Hungary<\/strong> GDP per capita: 18.01 life exp: 73.338","Indonesia<\/strong> GDP per capita: 3.54 life exp: 70.65","India<\/strong> GDP per capita: 2.45 life exp: 64.698","Ireland<\/strong> GDP per capita: 40.68 life exp: 78.885","Iran<\/strong> GDP per capita: 11.61 life exp: 70.964","Iraq<\/strong> GDP per capita: 4.47 life exp: 59.545","Iceland<\/strong> GDP per capita: 36.18 life exp: 81.757","Israel<\/strong> GDP per capita: 25.52 life exp: 80.745","Italy<\/strong> GDP per capita: 28.57 life exp: 80.546","Jamaica<\/strong> GDP per capita: 7.32 life exp: 72.567","Jordan<\/strong> GDP per capita: 4.52 life exp: 72.535","Japan<\/strong> GDP per capita: 31.66 life exp: 82.603","Kazakhstan<\/strong> GDP per capita: NA life exp: NA","Kenya<\/strong> GDP per capita: 1.46 life exp: 54.11","Kyrgyzstan<\/strong> GDP per capita: NA life exp: NA","Cambodia<\/strong> GDP per capita: 1.71 life exp: 59.723","South Korea<\/strong> GDP per capita: 23.35 life exp: 78.623","Kosovo<\/strong> GDP per capita: NA life exp: NA","Kuwait<\/strong> GDP per capita: 47.31 life exp: 77.588","Laos<\/strong> GDP per capita: NA life exp: NA","Lebanon<\/strong> GDP per capita: 10.46 life exp: 71.993","Liberia<\/strong> GDP per capita: 0.41 life exp: 45.678","Libya<\/strong> GDP per capita: 12.06 life exp: 73.952","Sri Lanka<\/strong> GDP per capita: 3.97 life exp: 72.396","Lesotho<\/strong> GDP per capita: 1.57 life exp: 42.592","Lithuania<\/strong> GDP per capita: NA life exp: NA","Luxembourg<\/strong> GDP per capita: NA life exp: NA","Latvia<\/strong> GDP per capita: NA life exp: NA","Morocco<\/strong> GDP per capita: 3.82 life exp: 71.164","Moldova<\/strong> GDP per capita: NA life exp: NA","Madagascar<\/strong> GDP per capita: 1.04 life exp: 59.443","Mexico<\/strong> GDP per capita: 11.98 life exp: 76.195","Macedonia<\/strong> GDP per capita: NA life exp: NA","Mali<\/strong> GDP per capita: 1.04 life exp: 54.467","Malta<\/strong> GDP per capita: NA life exp: NA","Myanmar<\/strong> GDP per capita: 0.94 life exp: 62.069","Montenegro<\/strong> GDP per capita: 9.25 life exp: 74.543","Mongolia<\/strong> GDP per capita: 3.1 life exp: 66.803","Mozambique<\/strong> GDP per capita: 0.82 life exp: 42.082","Mauritania<\/strong> GDP per capita: 1.8 life exp: 64.164","Malawi<\/strong> GDP per capita: 0.76 life exp: 48.303","Malaysia<\/strong> GDP per capita: 12.45 life exp: 74.241","Namibia<\/strong> GDP per capita: 4.81 life exp: 52.906","New Caledonia<\/strong> GDP per capita: NA life exp: NA","Niger<\/strong> GDP per capita: 0.62 life exp: 56.867","Nigeria<\/strong> GDP per capita: 2.01 life exp: 46.859","Nicaragua<\/strong> GDP per capita: 2.75 life exp: 72.899","Netherlands<\/strong> GDP per capita: 36.8 life exp: 79.762","Norway<\/strong> GDP per capita: 49.36 life exp: 80.196","Nepal<\/strong> GDP per capita: 1.09 life exp: 63.785","New Zealand<\/strong> GDP per capita: 25.19 life exp: 80.204","Oman<\/strong> GDP per capita: 22.32 life exp: 75.64","Pakistan<\/strong> GDP per capita: 2.61 life exp: 65.483","Panama<\/strong> GDP per capita: 9.81 life exp: 75.537","Peru<\/strong> GDP per capita: 7.41 life exp: 71.421","Philippines<\/strong> GDP per capita: 3.19 life exp: 71.688","Papua New Guinea<\/strong> GDP per capita: NA life exp: NA","Poland<\/strong> GDP per capita: 15.39 life exp: 75.563","Puerto Rico<\/strong> GDP per capita: 19.33 life exp: 78.746","North Korea<\/strong> GDP per capita: 1.59 life exp: 67.297","Portugal<\/strong> GDP per capita: 20.51 life exp: 78.098","Paraguay<\/strong> GDP per capita: 4.17 life exp: 71.752","Qatar<\/strong> GDP per capita: NA life exp: NA","Romania<\/strong> GDP per capita: 10.81 life exp: 72.476","Russia<\/strong> GDP per capita: NA life exp: NA","Rwanda<\/strong> GDP per capita: 0.86 life exp: 46.242","Western Sahara<\/strong> GDP per capita: NA life exp: NA","Saudi Arabia<\/strong> GDP per capita: 21.65 life exp: 72.777","Sudan<\/strong> GDP per capita: 2.6 life exp: 58.556","South Sudan<\/strong> GDP per capita: NA life exp: NA","Senegal<\/strong> GDP per capita: 1.71 life exp: 63.062","Solomon Islands<\/strong> GDP per capita: NA life exp: NA","Sierra Leone<\/strong> GDP per capita: 0.86 life exp: 42.568","El Salvador<\/strong> GDP per capita: 5.73 life exp: 71.878","Somaliland<\/strong> GDP per capita: NA life exp: NA","Somalia<\/strong> GDP per capita: 0.93 life exp: 48.159","Republic of Serbia<\/strong> GDP per capita: 9.79 life exp: 74.002","Suriname<\/strong> GDP per capita: NA life exp: NA","Slovakia<\/strong> GDP per capita: 18.68 life exp: 74.663","Slovenia<\/strong> GDP per capita: 25.77 life exp: 77.926","Sweden<\/strong> GDP per capita: 33.86 life exp: 80.884","Swaziland<\/strong> GDP per capita: 4.51 life exp: 39.613","Syria<\/strong> GDP per capita: 4.18 life exp: 74.143","Chad<\/strong> GDP per capita: 1.7 life exp: 50.651","Togo<\/strong> GDP per capita: 0.88 life exp: 58.42","Thailand<\/strong> GDP per capita: 7.46 life exp: 70.616","Tajikistan<\/strong> GDP per capita: NA life exp: NA","Turkmenistan<\/strong> GDP per capita: NA life exp: NA","East Timor<\/strong> GDP per capita: NA life exp: NA","Trinidad and Tobago<\/strong> GDP per capita: 18.01 life exp: 69.819","Tunisia<\/strong> GDP per capita: 7.09 life exp: 73.923","Turkey<\/strong> GDP per capita: 8.46 life exp: 71.777","Taiwan<\/strong> GDP per capita: 28.72 life exp: 78.4","United Republic of Tanzania<\/strong> GDP per capita: 1.11 life exp: 52.517","Uganda<\/strong> GDP per capita: 1.06 life exp: 51.542","Ukraine<\/strong> GDP per capita: NA life exp: NA","Uruguay<\/strong> GDP per capita: 10.61 life exp: 76.384","United States of America<\/strong> GDP per capita: 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---

# Quick and Easy #2: ggplot2 + ggplotly()

---

## Example plot

Here's a quick ggplot2 plot (using ggformula).

```r
library(ggformula)
gf_point(lifeExp ~ gdpPercap, data = G2007,
         color = ~ continent, size = ~pop, alpha = 0.4, show.legend = FALSE) %>%
  gf_refine(scale_x_log10())
```

---

## And now it is interactive!

We just need to add one call to `plotly::ggplotly()` to make our plot interactive.

```r
*library(plotly)
gf_point(lifeExp ~ gdpPercap, data = G2007,
         color = ~ continent, size = ~pop, alpha = 0.4, show.legend = FALSE) %>%
  gf_refine(scale_x_log10()) %>%
* ggplotly()
```

<div id="htmlwidget-19d0dc06918a5ea455bd" style="width:864px;height:288px;" class="plotly html-widget"></div>
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---

## Improved interactivity

```r
library(plotly)
gf_blank(lifeExp ~ gdpPercap, data = G2007,
         color = ~ continent, size = ~pop, text = ~ paste("country:", country)) %>%
  gf_point(alpha = 0.6) %>%
  gf_refine(scale_x_log10()) %>%
*ggplotly(tooltip = c("text", "colour"))
```

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---

## Quick and Easy #2: ggplot2 + ggplotly()

### Summary

1. Very quick and easy

2. You get what you pay for

--
    * some annoying features (like duplicated info in tooltips)
    * doesn't always do what you want
    * may need to jump through some ggplot2 hoops to get closer to what you want
    * but often good enough for quick interactivity for personal use

---
class: inverse middle center

# Quick and Easy #3: plotly without ggplot2

---

## Quick and Easy #3: plotly without ggplot2

Part of the trouble with #2 is that things have to be inferred from what ggplot2
stores in the plot object (and translated to json/javascript).

But we can also use plotly "natively" and avoid the translation step.

* downside: need to learn a new plotting system
  * fortunately: it is pretty similar to ggformula
  
---

## plot_ly example

```r
plot_ly(data = G2007, type = "scatter", alpha = 0.4,
        x = ~ gdpPercap, y = ~ lifeExp, color = ~ continent, size = ~ pop) %>%
  layout(xaxis = list(type = "log"))
```

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---

## Adding tooltip info with text =

```r
plot_ly(data = G2007, type = "scatter", alpha = 0.4,
        x = ~ gdpPercap, y = ~ lifeExp, color = ~ continent, size = ~ pop,
*       text = ~country) %>%
  layout(xaxis = list(type = "log"))
```

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---

## Animating multiple years

```r
plot_ly(data = gapminder, type = "scatter", alpha = 0.4, text = ~country, 
        x = ~ gdpPercap, y = ~ lifeExp, color = ~ continent, size = ~ pop,
*       frame = ~ year) %>%
  layout(xaxis = list(type = "log")) 
```

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---
 
## HTML Widgets

**leaflet** and **plotly** are examples of htmlwidget packages

* relatively easy to wrap javascript (including D3) in R functions
* user never needs to see any javascript

---

## HTML Widgets

**leaflet** and **plotly** are examples of htmlwidget packages

Gallery at <http://gallery.htmlwidgets.org/>
 
<iframe src = "http://gallery.htmlwidgets.org/" width = "800" height = "400">
 Sorry your browser does not support inline frames.
</iframe>
 
---

# Embedding D3 in RMarkdown

---

## Embedding D3 in RMarkdown

### Short version

* **r2d3** package takes care of converting R data into JSON
* pass the data to D3 with **data argument of d3 chunk header**
* write D3 code to create visualization in a **container named `svg` or `div`**.

### Minimal Example

````python
```{r, include = FALSE}
# load r2d3 package
library(r2d3)
```

```{d3, data = my_data}
// javascript code goes here
svg.selectAll("circle")
  .data(data)     # pass in my_data (in JSON format)         
```
````

---

## RStudio support

- Create a new R Markdown document from the menu `File -> New File -> R Markdown`

- RStudio allows you to insert D3 chunks from the chunk insertion menu.

- Click the `Knit` button to compile the Rmarkdown to HTML

---

## A more interesting example

D3 chunk:

```d3
var x_scale = d3.scaleLog().domain([.150, 50.000]).range([0, width]);
var x_axis  = d3.axisBottom().scale(x_scale);

var y_scale = d3.scaleLinear().domain([30, 100]).range([height, 0]);
var y_axis  = d3.axisLeft().scale(y_scale);

var size_scale  = d3.scaleSqrt().domain([.2, 1500]).range([7, 30]);
var color_scale = d3.scaleOrdinal(d3.schemeCategory10)
  .domain(d3.extent(data.map( d => d["pop"])));

svg.selectAll("circle")                     
  .data(data) .enter() .append("circle")   
  .attr("fill", d => color_scale(d.continent)).attr("fill-opacity", 0.4)
  .attr("stroke", d => color_scale(d.continent)).attr("opacity", 0.9)
  .attr("cx", d => x_scale(d.gdpPercap))
  .attr("cy", d => y_scale(d.lifeExp))
  .attr("r",  d => size_scale(d.pop));
  
svg.append("g").attr("transform", "translate(0," + (height - 50) + ")").call(x_axis);
svg.append("g").attr("transform", "translate(25, 0)").call(y_axis);
```

<div id="htmlwidget-73b00f2d31b90c0686b7" style="width:800px;height:400px;" class="r2d3 html-widget"></div>
<script type="application/json" data-for="htmlwidget-73b00f2d31b90c0686b7">{"x":{"data":{"country":["Afghanistan","Albania","Algeria","Angola","Argentina","Australia","Austria","Bahrain","Bangladesh","Belgium","Benin","Bolivia","Bosnia and Herzegovina","Botswana","Brazil","Bulgaria","Burkina Faso","Burundi","Cambodia","Cameroon","Canada","Central African Republic","Chad","Chile","China","Colombia","Comoros","Congo, Dem. Rep.","Congo, Rep.","Costa Rica","Cote d'Ivoire","Croatia","Cuba","Czech Republic","Denmark","Djibouti","Dominican Republic","Ecuador","Egypt","El Salvador","Equatorial Guinea","Eritrea","Ethiopia","Finland","France","Gabon","Gambia","Germany","Ghana","Greece","Guatemala","Guinea","Guinea-Bissau","Haiti","Honduras","Hong Kong, China","Hungary","Iceland","India","Indonesia","Iran","Iraq","Ireland","Israel","Italy","Jamaica","Japan","Jordan","Kenya","Korea, Dem. 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Rep.","Zambia","Zimbabwe"],"continent":["Asia","Europe","Africa","Africa","Americas","Oceania","Europe","Asia","Asia","Europe","Africa","Americas","Europe","Africa","Americas","Europe","Africa","Africa","Asia","Africa","Americas","Africa","Africa","Americas","Asia","Americas","Africa","Africa","Africa","Americas","Africa","Europe","Americas","Europe","Europe","Africa","Americas","Americas","Africa","Americas","Africa","Africa","Africa","Europe","Europe","Africa","Africa","Europe","Africa","Europe","Americas","Africa","Africa","Americas","Americas","Asia","Europe","Europe","Asia","Asia","Asia","Asia","Europe","Asia","Europe","Americas","Asia","Asia","Africa","Asia","Asia","Asia","Asia","Africa","Africa","Africa","Africa","Africa","Asia","Africa","Africa","Africa","Americas","Asia","Europe","Africa","Africa","Asia","Africa","Asia","Europe","Oceania","Americas","Africa","Africa","Europe","Asia","Asia","Americas","Americas","Americas","Asia","Europe","Europe","Americas","Africa","Europe","Africa","Africa","Asia","Africa","Europe","Africa","Asia","Europe","Europe","Africa","Africa","Europe","Asia","Africa","Africa","Europe","Europe","Asia","Asia","Africa","Asia","Africa","Americas","Africa","Europe","Africa","Europe","Americas","Americas","Americas","Asia","Asia","Asia","Africa","Africa"],"year":[2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007],"lifeExp":[43.828,76.423,72.301,42.731,75.32,81.235,79.829,75.635,64.062,79.441,56.728,65.554,74.852,50.728,72.39,73.005,52.295,49.58,59.723,50.43,80.653,44.741,50.651,78.553,72.961,72.889,65.152,46.462,55.322,78.782,48.328,75.748,78.273,76.486,78.332,54.791,72.235,74.994,71.338,71.878,51.579,58.04,52.947,79.313,80.657,56.735,59.448,79.406,60.022,79.483,70.259,56.007,46.388,60.916,70.198,82.208,73.338,81.757,64.698,70.65,70.964,59.545,78.885,80.745,80.546,72.567,82.603,72.535,54.11,67.297,78.623,77.588,71.993,42.592,45.678,73.952,59.443,48.303,74.241,54.467,64.164,72.801,76.195,66.803,74.543,71.164,42.082,62.069,52.906,63.785,79.762,80.204,72.899,56.867,46.859,80.196,75.64,65.483,75.537,71.752,71.421,71.688,75.563,78.098,78.746,76.442,72.476,46.242,65.528,72.777,63.062,74.002,42.568,79.972,74.663,77.926,48.159,49.339,80.941,72.396,58.556,39.613,80.884,81.701,74.143,78.4,52.517,70.616,58.42,69.819,73.923,71.777,51.542,79.425,78.242,76.384,73.747,74.249,73.422,62.698,42.384,43.487],"pop":[31.89,3.6,33.33,12.42,40.3,20.43,8.2,0.71,150.45,10.39,8.08,9.12,4.55,1.64,190.01,7.32,14.33,8.39,14.13,17.7,33.39,4.37,10.24,16.28,1318.68,44.23,0.71,64.61,3.8,4.13,18.01,4.49,11.42,10.23,5.47,0.5,9.32,13.76,80.26,6.94,0.55,4.91,76.51,5.24,61.08,1.45,1.69,82.4,22.87,10.71,12.57,9.95,1.47,8.5,7.48,6.98,9.96,0.3,1110.4,223.55,69.45,27.5,4.11,6.43,58.15,2.78,127.47,6.05,35.61,23.3,49.04,2.51,3.92,2.01,3.19,6.04,19.17,13.33,24.82,12.03,3.27,1.25,108.7,2.87,0.68,33.76,19.95,47.76,2.06,28.9,16.57,4.12,5.68,12.89,135.03,4.63,3.2,169.27,3.24,6.67,28.67,91.08,38.52,10.64,3.94,0.8,22.28,8.86,0.2,27.6,12.27,10.15,6.14,4.55,5.45,2.01,9.12,44,40.45,20.38,42.29,1.13,9.03,7.55,19.31,23.17,38.14,65.07,5.7,1.06,10.28,71.16,29.17,60.78,301.14,3.45,26.08,85.26,4.02,22.21,11.75,12.31],"gdpPercap":[0.97,5.94,6.22,4.8,12.78,34.44,36.13,29.8,1.39,33.69,1.44,3.82,7.45,12.57,9.07,10.68,1.22,0.43,1.71,2.04,36.32,0.71,1.7,13.17,4.96,7.01,0.99,0.28,3.63,9.65,1.54,14.62,8.95,22.83,35.28,2.08,6.03,6.87,5.58,5.73,12.15,0.64,0.69,33.21,30.47,13.21,0.75,32.17,1.33,27.54,5.19,0.94,0.58,1.2,3.55,39.72,18.01,36.18,2.45,3.54,11.61,4.47,40.68,25.52,28.57,7.32,31.66,4.52,1.46,1.59,23.35,47.31,10.46,1.57,0.41,12.06,1.04,0.76,12.45,1.04,1.8,10.96,11.98,3.1,9.25,3.82,0.82,0.94,4.81,1.09,36.8,25.19,2.75,0.62,2.01,49.36,22.32,2.61,9.81,4.17,7.41,3.19,15.39,20.51,19.33,7.67,10.81,0.86,1.6,21.65,1.71,9.79,0.86,47.14,18.68,25.77,0.93,9.27,28.82,3.97,2.6,4.51,33.86,37.51,4.18,28.72,1.11,7.46,0.88,18.01,7.09,8.46,1.06,33.2,42.95,10.61,11.42,2.44,3.03,2.28,1.27,0.47],"iso":["AFG","ALB","DZA","AGO","ARG","AUS","AUT","BHR","BGD","BEL","BEN","BOL","BIH","BWA","BRA","BGR","BFA","BDI","KHM","CMR","CAN","CAF","TCD","CHL","CHN","COL","COM","COD","COG","CRI","CIV","HRV","CUB","CZE","DNK","DJI","DOM","ECU","EGY","SLV","GNQ","ERI","ETH","FIN","FRA","GAB","GMB","DEU","GHA","GRC","GTM","GIN","GNB","HTI","HND","HONG KONG, CHINA","HUN","ISL","IND","IDN","IRN","IRQ","IRL","ISR","ITA","JAM","JPN","JOR","KEN","PRK","KOR","KWT","LBN","LSO","LBR","LBY","MDG","MWI","MYS","MLI","MRT","MUS","MEX","MNG","MNE","MAR","MOZ","MMR","NAM","NPL","NLD","NZL","NIC","NER","NGA","NOR","OMN","PAK","PAN","PRY","PER","PHL","POL","PRT","PRI","REU","ROU","RWA","STP","SAU","SEN","SRB","SLE","SGP","SVK","SVN","SOM","ZAF","ESP","LKA","SDN","SWZ","SWE","CHE","SYR","TWN","TZA","THA","TGO","TTO","TUN","TUR","UGA","GBR","USA","URY","VEN","VNM","WEST BANK AND GAZA","YEM","ZMB","ZWE"]},"type":"data.frame","container":"svg","options":null,"script":"var d3Script = function(d3, r2d3, data, svg, width, height, options, theme, console) {\nthis.d3 = d3;\n\nsvg = d3.select(svg.node());\nvar x_scale = d3.scaleLog().domain([.150, 50.000]).range([0, width]);\nvar x_axis = d3.axisBottom().scale(x_scale);\n\nvar y_scale = d3.scaleLinear().domain([30, 100]).range([height, 0]);\nvar y_axis = d3.axisLeft().scale(y_scale);\n\nvar size_scale = d3.scaleSqrt().domain([.2, 1500]).range([7, 30]);\nvar color_scale = d3.scaleOrdinal(d3.schemeCategory10)\n .domain(d3.extent(data.map( d => d[\"pop\"])));\n\nsvg.selectAll(\"circle\") \n .data(data) .enter() .append(\"circle\") \n .attr(\"fill\", d => color_scale(d.continent)).attr(\"fill-opacity\", 0.4)\n .attr(\"stroke\", d => color_scale(d.continent)).attr(\"opacity\", 0.9)\n .attr(\"cx\", d => x_scale(d.gdpPercap))\n .attr(\"cy\", d => y_scale(d.lifeExp))\n .attr(\"r\", d => size_scale(d.pop));\n \nsvg.append(\"g\").attr(\"transform\", \"translate(0,\" + (height - 50) + \")\").call(x_axis);\nsvg.append(\"g\").attr(\"transform\", \"translate(25, 0)\").call(y_axis);\n\n\n};","style":null,"version":5,"theme":{"default":{"background":"#FFFFFF","foreground":"#000000"},"runtime":null},"useShadow":true},"evals":[],"jsHooks":[]}</script>

---

## A more interesting example

<div id="htmlwidget-acdece1f7b4197a03345" style="width:800px;height:400px;" class="r2d3 html-widget"></div>
<script type="application/json" data-for="htmlwidget-acdece1f7b4197a03345">{"x":{"data":{"country":["Afghanistan","Albania","Algeria","Angola","Argentina","Australia","Austria","Bahrain","Bangladesh","Belgium","Benin","Bolivia","Bosnia and Herzegovina","Botswana","Brazil","Bulgaria","Burkina Faso","Burundi","Cambodia","Cameroon","Canada","Central African Republic","Chad","Chile","China","Colombia","Comoros","Congo, Dem. Rep.","Congo, Rep.","Costa Rica","Cote d'Ivoire","Croatia","Cuba","Czech Republic","Denmark","Djibouti","Dominican Republic","Ecuador","Egypt","El Salvador","Equatorial Guinea","Eritrea","Ethiopia","Finland","France","Gabon","Gambia","Germany","Ghana","Greece","Guatemala","Guinea","Guinea-Bissau","Haiti","Honduras","Hong Kong, China","Hungary","Iceland","India","Indonesia","Iran","Iraq","Ireland","Israel","Italy","Jamaica","Japan","Jordan","Kenya","Korea, Dem. Rep.","Korea, Rep.","Kuwait","Lebanon","Lesotho","Liberia","Libya","Madagascar","Malawi","Malaysia","Mali","Mauritania","Mauritius","Mexico","Mongolia","Montenegro","Morocco","Mozambique","Myanmar","Namibia","Nepal","Netherlands","New Zealand","Nicaragua","Niger","Nigeria","Norway","Oman","Pakistan","Panama","Paraguay","Peru","Philippines","Poland","Portugal","Puerto Rico","Reunion","Romania","Rwanda","Sao Tome and Principe","Saudi Arabia","Senegal","Serbia","Sierra Leone","Singapore","Slovak Republic","Slovenia","Somalia","South Africa","Spain","Sri Lanka","Sudan","Swaziland","Sweden","Switzerland","Syria","Taiwan","Tanzania","Thailand","Togo","Trinidad and Tobago","Tunisia","Turkey","Uganda","United Kingdom","United States","Uruguay","Venezuela","Vietnam","West Bank and Gaza","Yemen, Rep.","Zambia","Zimbabwe"],"continent":["Asia","Europe","Africa","Africa","Americas","Oceania","Europe","Asia","Asia","Europe","Africa","Americas","Europe","Africa","Americas","Europe","Africa","Africa","Asia","Africa","Americas","Africa","Africa","Americas","Asia","Americas","Africa","Africa","Africa","Americas","Africa","Europe","Americas","Europe","Europe","Africa","Americas","Americas","Africa","Americas","Africa","Africa","Africa","Europe","Europe","Africa","Africa","Europe","Africa","Europe","Americas","Africa","Africa","Americas","Americas","Asia","Europe","Europe","Asia","Asia","Asia","Asia","Europe","Asia","Europe","Americas","Asia","Asia","Africa","Asia","Asia","Asia","Asia","Africa","Africa","Africa","Africa","Africa","Asia","Africa","Africa","Africa","Americas","Asia","Europe","Africa","Africa","Asia","Africa","Asia","Europe","Oceania","Americas","Africa","Africa","Europe","Asia","Asia","Americas","Americas","Americas","Asia","Europe","Europe","Americas","Africa","Europe","Africa","Africa","Asia","Africa","Europe","Africa","Asia","Europe","Europe","Africa","Africa","Europe","Asia","Africa","Africa","Europe","Europe","Asia","Asia","Africa","Asia","Africa","Americas","Africa","Europe","Africa","Europe","Americas","Americas","Americas","Asia","Asia","Asia","Africa","Africa"],"year":[2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007],"lifeExp":[43.828,76.423,72.301,42.731,75.32,81.235,79.829,75.635,64.062,79.441,56.728,65.554,74.852,50.728,72.39,73.005,52.295,49.58,59.723,50.43,80.653,44.741,50.651,78.553,72.961,72.889,65.152,46.462,55.322,78.782,48.328,75.748,78.273,76.486,78.332,54.791,72.235,74.994,71.338,71.878,51.579,58.04,52.947,79.313,80.657,56.735,59.448,79.406,60.022,79.483,70.259,56.007,46.388,60.916,70.198,82.208,73.338,81.757,64.698,70.65,70.964,59.545,78.885,80.745,80.546,72.567,82.603,72.535,54.11,67.297,78.623,77.588,71.993,42.592,45.678,73.952,59.443,48.303,74.241,54.467,64.164,72.801,76.195,66.803,74.543,71.164,42.082,62.069,52.906,63.785,79.762,80.204,72.899,56.867,46.859,80.196,75.64,65.483,75.537,71.752,71.421,71.688,75.563,78.098,78.746,76.442,72.476,46.242,65.528,72.777,63.062,74.002,42.568,79.972,74.663,77.926,48.159,49.339,80.941,72.396,58.556,39.613,80.884,81.701,74.143,78.4,52.517,70.616,58.42,69.819,73.923,71.777,51.542,79.425,78.242,76.384,73.747,74.249,73.422,62.698,42.384,43.487],"pop":[31.89,3.6,33.33,12.42,40.3,20.43,8.2,0.71,150.45,10.39,8.08,9.12,4.55,1.64,190.01,7.32,14.33,8.39,14.13,17.7,33.39,4.37,10.24,16.28,1318.68,44.23,0.71,64.61,3.8,4.13,18.01,4.49,11.42,10.23,5.47,0.5,9.32,13.76,80.26,6.94,0.55,4.91,76.51,5.24,61.08,1.45,1.69,82.4,22.87,10.71,12.57,9.95,1.47,8.5,7.48,6.98,9.96,0.3,1110.4,223.55,69.45,27.5,4.11,6.43,58.15,2.78,127.47,6.05,35.61,23.3,49.04,2.51,3.92,2.01,3.19,6.04,19.17,13.33,24.82,12.03,3.27,1.25,108.7,2.87,0.68,33.76,19.95,47.76,2.06,28.9,16.57,4.12,5.68,12.89,135.03,4.63,3.2,169.27,3.24,6.67,28.67,91.08,38.52,10.64,3.94,0.8,22.28,8.86,0.2,27.6,12.27,10.15,6.14,4.55,5.45,2.01,9.12,44,40.45,20.38,42.29,1.13,9.03,7.55,19.31,23.17,38.14,65.07,5.7,1.06,10.28,71.16,29.17,60.78,301.14,3.45,26.08,85.26,4.02,22.21,11.75,12.31],"gdpPercap":[0.97,5.94,6.22,4.8,12.78,34.44,36.13,29.8,1.39,33.69,1.44,3.82,7.45,12.57,9.07,10.68,1.22,0.43,1.71,2.04,36.32,0.71,1.7,13.17,4.96,7.01,0.99,0.28,3.63,9.65,1.54,14.62,8.95,22.83,35.28,2.08,6.03,6.87,5.58,5.73,12.15,0.64,0.69,33.21,30.47,13.21,0.75,32.17,1.33,27.54,5.19,0.94,0.58,1.2,3.55,39.72,18.01,36.18,2.45,3.54,11.61,4.47,40.68,25.52,28.57,7.32,31.66,4.52,1.46,1.59,23.35,47.31,10.46,1.57,0.41,12.06,1.04,0.76,12.45,1.04,1.8,10.96,11.98,3.1,9.25,3.82,0.82,0.94,4.81,1.09,36.8,25.19,2.75,0.62,2.01,49.36,22.32,2.61,9.81,4.17,7.41,3.19,15.39,20.51,19.33,7.67,10.81,0.86,1.6,21.65,1.71,9.79,0.86,47.14,18.68,25.77,0.93,9.27,28.82,3.97,2.6,4.51,33.86,37.51,4.18,28.72,1.11,7.46,0.88,18.01,7.09,8.46,1.06,33.2,42.95,10.61,11.42,2.44,3.03,2.28,1.27,0.47],"iso":["AFG","ALB","DZA","AGO","ARG","AUS","AUT","BHR","BGD","BEL","BEN","BOL","BIH","BWA","BRA","BGR","BFA","BDI","KHM","CMR","CAN","CAF","TCD","CHL","CHN","COL","COM","COD","COG","CRI","CIV","HRV","CUB","CZE","DNK","DJI","DOM","ECU","EGY","SLV","GNQ","ERI","ETH","FIN","FRA","GAB","GMB","DEU","GHA","GRC","GTM","GIN","GNB","HTI","HND","HONG KONG, CHINA","HUN","ISL","IND","IDN","IRN","IRQ","IRL","ISR","ITA","JAM","JPN","JOR","KEN","PRK","KOR","KWT","LBN","LSO","LBR","LBY","MDG","MWI","MYS","MLI","MRT","MUS","MEX","MNG","MNE","MAR","MOZ","MMR","NAM","NPL","NLD","NZL","NIC","NER","NGA","NOR","OMN","PAK","PAN","PRY","PER","PHL","POL","PRT","PRI","REU","ROU","RWA","STP","SAU","SEN","SRB","SLE","SGP","SVK","SVN","SOM","ZAF","ESP","LKA","SDN","SWZ","SWE","CHE","SYR","TWN","TZA","THA","TGO","TTO","TUN","TUR","UGA","GBR","USA","URY","VEN","VNM","WEST BANK AND GAZA","YEM","ZMB","ZWE"]},"type":"data.frame","container":"svg","options":null,"script":"var d3Script = function(d3, r2d3, data, svg, width, height, options, theme, console) {\nthis.d3 = d3;\n\nsvg = d3.select(svg.node());\nvar x_scale = d3.scaleLog().domain([.150, 50.000]).range([0, width]);\nvar x_axis = d3.axisBottom().scale(x_scale);\n\nvar y_scale = d3.scaleLinear().domain([30, 100]).range([height, 0]);\nvar y_axis = d3.axisLeft().scale(y_scale);\n\nvar size_scale = d3.scaleSqrt().domain([.2, 1500]).range([7, 30]);\nvar color_scale = d3.scaleOrdinal(d3.schemeCategory10)\n .domain(d3.extent(data.map( d => d[\"pop\"])));\n\nsvg.selectAll(\"circle\")\n .data(data) .enter() .append(\"circle\")\n .attr(\"fill\", d => color_scale(d.continent)).attr(\"fill-opacity\", 0.6)\n .attr(\"stroke\", d => color_scale(d.continent)).attr(\"opacity\", 0.9)\n .attr(\"cx\", d => x_scale(d.gdpPercap))\n .attr(\"cy\", d => y_scale(d.lifeExp))\n .attr(\"r\", d => size_scale(d.pop))\n .on(\"mouseover\", hilite)\n .on(\"mouseout\", unhilite);\n \nsvg.append(\"g\").attr(\"transform\", \"translate(0,\" + (height - 50) + \")\").call(x_axis);\nsvg.append(\"g\").attr(\"transform\", \"translate(50, 0)\").call(y_axis);\n\nfunction hilite(d, i) { \n d3.select(this).attr(\"fill-opacity\", 0.9);\n svg.append(\"text\")\n .attr(\"id\", d.country)\n .attr(\"x\", 100)\n .attr(\"y\", 50)\n .attr(\"fill\", color_scale(d.continent))\n .text(function() {return d.country + \": population \" + d.pop + \" million\"; });\n}\n \nfunction unhilite(d, i) { \n d3.select(this).attr(\"fill-opacity\", 0.4);\n svg.selectAll(\"text\").remove(); // Remove text \n}\n};","style":null,"version":5,"theme":{"default":{"background":"#FFFFFF","foreground":"#000000"},"runtime":null},"useShadow":true},"evals":[],"jsHooks":[]}</script>

---

## Working in a div

If we add `container = "div"` to the chunk header, we can work in a div, which allows us to 
add HTML elements outside of the svg graphical element.

<div id="htmlwidget-cc97579dfe6f59655b72" style="width:864px;height:288px;" class="r2d3 html-widget"></div>
<script type="application/json" data-for="htmlwidget-cc97579dfe6f59655b72">{"x":{"data":{"country":["Afghanistan","Albania","Algeria","Angola","Argentina","Australia","Austria","Bahrain","Bangladesh","Belgium","Benin","Bolivia","Bosnia and Herzegovina","Botswana","Brazil","Bulgaria","Burkina Faso","Burundi","Cambodia","Cameroon","Canada","Central African Republic","Chad","Chile","China","Colombia","Comoros","Congo, Dem. Rep.","Congo, Rep.","Costa Rica","Cote d'Ivoire","Croatia","Cuba","Czech Republic","Denmark","Djibouti","Dominican Republic","Ecuador","Egypt","El Salvador","Equatorial Guinea","Eritrea","Ethiopia","Finland","France","Gabon","Gambia","Germany","Ghana","Greece","Guatemala","Guinea","Guinea-Bissau","Haiti","Honduras","Hong Kong, China","Hungary","Iceland","India","Indonesia","Iran","Iraq","Ireland","Israel","Italy","Jamaica","Japan","Jordan","Kenya","Korea, Dem. Rep.","Korea, Rep.","Kuwait","Lebanon","Lesotho","Liberia","Libya","Madagascar","Malawi","Malaysia","Mali","Mauritania","Mauritius","Mexico","Mongolia","Montenegro","Morocco","Mozambique","Myanmar","Namibia","Nepal","Netherlands","New Zealand","Nicaragua","Niger","Nigeria","Norway","Oman","Pakistan","Panama","Paraguay","Peru","Philippines","Poland","Portugal","Puerto Rico","Reunion","Romania","Rwanda","Sao Tome and Principe","Saudi Arabia","Senegal","Serbia","Sierra Leone","Singapore","Slovak Republic","Slovenia","Somalia","South Africa","Spain","Sri Lanka","Sudan","Swaziland","Sweden","Switzerland","Syria","Taiwan","Tanzania","Thailand","Togo","Trinidad and Tobago","Tunisia","Turkey","Uganda","United Kingdom","United States","Uruguay","Venezuela","Vietnam","West Bank and Gaza","Yemen, Rep.","Zambia","Zimbabwe"],"continent":["Asia","Europe","Africa","Africa","Americas","Oceania","Europe","Asia","Asia","Europe","Africa","Americas","Europe","Africa","Americas","Europe","Africa","Africa","Asia","Africa","Americas","Africa","Africa","Americas","Asia","Americas","Africa","Africa","Africa","Americas","Africa","Europe","Americas","Europe","Europe","Africa","Americas","Americas","Africa","Americas","Africa","Africa","Africa","Europe","Europe","Africa","Africa","Europe","Africa","Europe","Americas","Africa","Africa","Americas","Americas","Asia","Europe","Europe","Asia","Asia","Asia","Asia","Europe","Asia","Europe","Americas","Asia","Asia","Africa","Asia","Asia","Asia","Asia","Africa","Africa","Africa","Africa","Africa","Asia","Africa","Africa","Africa","Americas","Asia","Europe","Africa","Africa","Asia","Africa","Asia","Europe","Oceania","Americas","Africa","Africa","Europe","Asia","Asia","Americas","Americas","Americas","Asia","Europe","Europe","Americas","Africa","Europe","Africa","Africa","Asia","Africa","Europe","Africa","Asia","Europe","Europe","Africa","Africa","Europe","Asia","Africa","Africa","Europe","Europe","Asia","Asia","Africa","Asia","Africa","Americas","Africa","Europe","Africa","Europe","Americas","Americas","Americas","Asia","Asia","Asia","Africa","Africa"],"year":[2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007,2007],"lifeExp":[43.828,76.423,72.301,42.731,75.32,81.235,79.829,75.635,64.062,79.441,56.728,65.554,74.852,50.728,72.39,73.005,52.295,49.58,59.723,50.43,80.653,44.741,50.651,78.553,72.961,72.889,65.152,46.462,55.322,78.782,48.328,75.748,78.273,76.486,78.332,54.791,72.235,74.994,71.338,71.878,51.579,58.04,52.947,79.313,80.657,56.735,59.448,79.406,60.022,79.483,70.259,56.007,46.388,60.916,70.198,82.208,73.338,81.757,64.698,70.65,70.964,59.545,78.885,80.745,80.546,72.567,82.603,72.535,54.11,67.297,78.623,77.588,71.993,42.592,45.678,73.952,59.443,48.303,74.241,54.467,64.164,72.801,76.195,66.803,74.543,71.164,42.082,62.069,52.906,63.785,79.762,80.204,72.899,56.867,46.859,80.196,75.64,65.483,75.537,71.752,71.421,71.688,75.563,78.098,78.746,76.442,72.476,46.242,65.528,72.777,63.062,74.002,42.568,79.972,74.663,77.926,48.159,49.339,80.941,72.396,58.556,39.613,80.884,81.701,74.143,78.4,52.517,70.616,58.42,69.819,73.923,71.777,51.542,79.425,78.242,76.384,73.747,74.249,73.422,62.698,42.384,43.487],"pop":[31.89,3.6,33.33,12.42,40.3,20.43,8.2,0.71,150.45,10.39,8.08,9.12,4.55,1.64,190.01,7.32,14.33,8.39,14.13,17.7,33.39,4.37,10.24,16.28,1318.68,44.23,0.71,64.61,3.8,4.13,18.01,4.49,11.42,10.23,5.47,0.5,9.32,13.76,80.26,6.94,0.55,4.91,76.51,5.24,61.08,1.45,1.69,82.4,22.87,10.71,12.57,9.95,1.47,8.5,7.48,6.98,9.96,0.3,1110.4,223.55,69.45,27.5,4.11,6.43,58.15,2.78,127.47,6.05,35.61,23.3,49.04,2.51,3.92,2.01,3.19,6.04,19.17,13.33,24.82,12.03,3.27,1.25,108.7,2.87,0.68,33.76,19.95,47.76,2.06,28.9,16.57,4.12,5.68,12.89,135.03,4.63,3.2,169.27,3.24,6.67,28.67,91.08,38.52,10.64,3.94,0.8,22.28,8.86,0.2,27.6,12.27,10.15,6.14,4.55,5.45,2.01,9.12,44,40.45,20.38,42.29,1.13,9.03,7.55,19.31,23.17,38.14,65.07,5.7,1.06,10.28,71.16,29.17,60.78,301.14,3.45,26.08,85.26,4.02,22.21,11.75,12.31],"gdpPercap":[0.97,5.94,6.22,4.8,12.78,34.44,36.13,29.8,1.39,33.69,1.44,3.82,7.45,12.57,9.07,10.68,1.22,0.43,1.71,2.04,36.32,0.71,1.7,13.17,4.96,7.01,0.99,0.28,3.63,9.65,1.54,14.62,8.95,22.83,35.28,2.08,6.03,6.87,5.58,5.73,12.15,0.64,0.69,33.21,30.47,13.21,0.75,32.17,1.33,27.54,5.19,0.94,0.58,1.2,3.55,39.72,18.01,36.18,2.45,3.54,11.61,4.47,40.68,25.52,28.57,7.32,31.66,4.52,1.46,1.59,23.35,47.31,10.46,1.57,0.41,12.06,1.04,0.76,12.45,1.04,1.8,10.96,11.98,3.1,9.25,3.82,0.82,0.94,4.81,1.09,36.8,25.19,2.75,0.62,2.01,49.36,22.32,2.61,9.81,4.17,7.41,3.19,15.39,20.51,19.33,7.67,10.81,0.86,1.6,21.65,1.71,9.79,0.86,47.14,18.68,25.77,0.93,9.27,28.82,3.97,2.6,4.51,33.86,37.51,4.18,28.72,1.11,7.46,0.88,18.01,7.09,8.46,1.06,33.2,42.95,10.61,11.42,2.44,3.03,2.28,1.27,0.47],"iso":["AFG","ALB","DZA","AGO","ARG","AUS","AUT","BHR","BGD","BEL","BEN","BOL","BIH","BWA","BRA","BGR","BFA","BDI","KHM","CMR","CAN","CAF","TCD","CHL","CHN","COL","COM","COD","COG","CRI","CIV","HRV","CUB","CZE","DNK","DJI","DOM","ECU","EGY","SLV","GNQ","ERI","ETH","FIN","FRA","GAB","GMB","DEU","GHA","GRC","GTM","GIN","GNB","HTI","HND","HONG KONG, CHINA","HUN","ISL","IND","IDN","IRN","IRQ","IRL","ISR","ITA","JAM","JPN","JOR","KEN","PRK","KOR","KWT","LBN","LSO","LBR","LBY","MDG","MWI","MYS","MLI","MRT","MUS","MEX","MNG","MNE","MAR","MOZ","MMR","NAM","NPL","NLD","NZL","NIC","NER","NGA","NOR","OMN","PAK","PAN","PRY","PER","PHL","POL","PRT","PRI","REU","ROU","RWA","STP","SAU","SEN","SRB","SLE","SGP","SVK","SVN","SOM","ZAF","ESP","LKA","SDN","SWZ","SWE","CHE","SYR","TWN","TZA","THA","TGO","TTO","TUN","TUR","UGA","GBR","USA","URY","VEN","VNM","WEST BANK AND GAZA","YEM","ZMB","ZWE"]},"type":"data.frame","container":"div","options":{"margin":{"top":25,"right":25,"bottom":80,"left":50}},"script":"var d3Script = function(d3, r2d3, data, div, width, height, options, theme, console) {\nthis.d3 = d3;\n\ndiv = d3.select(div.node());\n\nlet xvar = \"gdpPercap\";\nlet yvar = \"lifeExp\";\nlet color_var = \"continent\";\nlet size_var = \"pop\";\nlet inner_width = width - options.margin.left - options.margin.right;\nlet inner_height = height - options.margin.top - options.margin.bottom;\n\ndiv\n .append(\"p\").attr(\"id\", \"some-text\")\n .text(\"A plot of \" + yvar + \" vs. \" + xvar + \".\")\n .style(\"color\", \"salmon\")\n .style(\"font-family\", \"Helvetica,Arial,sans-serif\")\n \nvar graphic = \n div\n .append(\"svg\")\n .attr(\"width\", width)\n .attr(\"height\", height)\n .append(\"g\")\n .attr(\"transform\", \"translate(\" + options.margin.left + \",\" + options.margin.top + \")\");\n\ngraphic\n .append(\"rect\")\n .attr(\"width\", inner_width)\n .attr(\"height\", inner_height)\n .attr(\"x\", 0)\n .attr(\"y\", 0)\n .attr(\"fill\", \"blue\")\n .attr(\"opacity\", 0.05);\n \nvar x_scale = d3.scaleLog()\n .domain(d3.extent(data.map(d => d[xvar])))\n .range([0, inner_width]);\n\nvar x_axis = d3.axisBottom().scale(x_scale);\n\nvar y_scale = d3.scaleLinear()\n .domain(d3.extent(data.map(d => d[yvar])))\n .range([inner_height, 0]);\n \nvar y_axis = d3.axisLeft().scale(y_scale);\n\nvar color_scale = d3.scaleOrdinal(d3.schemeAccent)\n .domain(d3.extent(data.map( d => d[color_var])));\n \nvar size_scale = d3.scaleSqrt()\n .domain(d3.extent(data.map(d => d[size_var])))\n .range([7, 30]);\n \ngraphic.selectAll(\"circle\")\n .data(data)\n .enter()\n .append(\"circle\")\n .attr(\"cx\", d => x_scale(d[xvar]))\n .attr(\"cy\", d => y_scale(d[yvar]))\n .attr(\"r\", d => size_scale(d[size_var]))\n .attr(\"fill\", d => color_scale(d[color_var]))\n .attr(\"fill-opacity\", 0.6)\n .attr(\"stroke\", \"black\")\n .attr(\"stroke-opacity\", 0.4);\n \ngraphic.append(\"g\")\n .attr(\"transform\", \"translate(0,\" + inner_height + \")\")\n .attr(\"id\", \"x-axis\")\n .call(x_axis);\n \ngraphic.append(\"g\")\n .attr(\"id\", \"y-axis\")\n .call(y_axis);\n};","style":null,"version":5,"theme":{"default":{"background":"#FFFFFF","foreground":"#000000"},"runtime":null},"useShadow":true},"evals":[],"jsHooks":[]}</script>

---

## Code using a div

---

## Adding a drop-down menu

<div id="htmlwidget-33c28c649a7c7bb7db8f" style="width:864px;height:288px;" class="r2d3 html-widget"></div>
<script type="application/json" data-for="htmlwidget-33c28c649a7c7bb7db8f">{"x":{"data":{"country":["Afghanistan","Afghanistan","Afghanistan","Afghanistan","Afghanistan","Afghanistan","Afghanistan","Afghanistan","Afghanistan","Afghanistan","Afghanistan","Afghanistan","Albania","Albania","Albania","Albania","Albania","Albania","Albania","Albania","Albania","Albania","Albania","Albania","Algeria","Algeria","Algeria","Algeria","Algeria","Algeria","Algeria","Algeria","Algeria","Algeria","Algeria","Algeria","Angola","Angola","Angola","Angola","Angola","Angola","Angola","Angola","Angola","Angola","Angola","Angola","Argentina","Argentina","Argentina","Argentina","Argentina","Argentina","Argentina","Argentina","Argentina","Argentina","Argentina","Argentina","Australia","Australia","Australia","Australia","Australia","Australia","Australia","Australia","Australia","Australia","Australia","Australia","Austria","Austria","Austria","Austria","Austria","Austria","Austria","Austria","Austria","Austria","Austria","Austria","Bahrain","Bahrain","Bahrain","Bahrain","Bahrain","Bahrain","Bahrain","Bahrain","Bahrain","Bahrain","Bahrain","Bahrain","Bangladesh","Bangladesh","Bangladesh","Bangladesh","Bangladesh","Bangladesh","Bangladesh","Bangladesh","Bangladesh","Bangladesh","Bangladesh","Bangladesh","Belgium","Belgium","Belgium","Belgium","Belgium","Belgium","Belgium","Belgium","Belgium","Belgium","Belgium","Belgium","Benin","Benin","Benin","Benin","Benin","Benin","Benin","Benin","Benin","Benin","Benin","Benin","Bolivia","Bolivia","Bolivia","Bolivia","Bolivia","Bolivia","Bolivia","Bolivia","Bolivia","Bolivia","Bolivia","Bolivia","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Bosnia and Herzegovina","Botswana","Botswana","Botswana","Botswana","Botswana","Botswana","Botswana","Botswana","Botswana","Botswana","Botswana","Botswana","Brazil","Brazil","Brazil","Brazil","Brazil","Brazil","Brazil","Brazil","Brazil","Brazil","Brazil","Brazil","Bulgaria","Bulgaria","Bulgaria","Bulgaria","Bulgaria","Bulgaria","Bulgaria","Bulgaria","Bulgaria","Bulgaria","Bulgaria","Bulgaria","Burkina Faso","Burkina Faso","Burkina Faso","Burkina Faso","Burkina Faso","Burkina Faso","Burkina Faso","Burkina Faso","Burkina Faso","Burkina Faso","Burkina Faso","Burkina Faso","Burundi","Burundi","Burundi","Burundi","Burundi","Burundi","Burundi","Burundi","Burundi","Burundi","Burundi","Burundi","Cambodia","Cambodia","Cambodia","Cambodia","Cambodia","Cambodia","Cambodia","Cambodia","Cambodia","Cambodia","Cambodia","Cambodia","Cameroon","Cameroon","Cameroon","Cameroon","Cameroon","Cameroon","Cameroon","Cameroon","Cameroon","Cameroon","Cameroon","Cameroon","Canada","Canada","Canada","Canada","Canada","Canada","Canada","Canada","Canada","Canada","Canada","Canada","Central African Republic","Central African Republic","Central African Republic","Central African Republic","Central African Republic","Central African Republic","Central African Republic","Central African Republic","Central African Republic","Central African Republic","Central African Republic","Central African Republic","Chad","Chad","Chad","Chad","Chad","Chad","Chad","Chad","Chad","Chad","Chad","Chad","Chile","Chile","Chile","Chile","Chile","Chile","Chile","Chile","Chile","Chile","Chile","Chile","China","China","China","China","China","China","China","China","China","China","China","China","Colombia","Colombia","Colombia","Colombia","Colombia","Colombia","Colombia","Colombia","Colombia","Colombia","Colombia","Colombia","Comoros","Comoros","Comoros","Comoros","Comoros","Comoros","Comoros","Comoros","Comoros","Comoros","Comoros","Comoros","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Dem. Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Congo, Rep.","Costa Rica","Costa Rica","Costa Rica","Costa Rica","Costa Rica","Costa Rica","Costa Rica","Costa Rica","Costa Rica","Costa Rica","Costa Rica","Costa Rica","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Cote d'Ivoire","Croatia","Croatia","Croatia","Croatia","Croatia","Croatia","Croatia","Croatia","Croatia","Croatia","Croatia","Croatia","Cuba","Cuba","Cuba","Cuba","Cuba","Cuba","Cuba","Cuba","Cuba","Cuba","Cuba","Cuba","Czech Republic","Czech Republic","Czech Republic","Czech Republic","Czech Republic","Czech Republic","Czech Republic","Czech Republic","Czech Republic","Czech Republic","Czech Republic","Czech Republic","Denmark","Denmark","Denmark","Denmark","Denmark","Denmark","Denmark","Denmark","Denmark","Denmark","Denmark","Denmark","Djibouti","Djibouti","Djibouti","Djibouti","Djibouti","Djibouti","Djibouti","Djibouti","Djibouti","Djibouti","Djibouti","Djibouti","Dominican Republic","Dominican Republic","Dominican Republic","Dominican Republic","Dominican Republic","Dominican Republic","Dominican Republic","Dominican Republic","Dominican Republic","Dominican Republic","Dominican Republic","Dominican Republic","Ecuador","Ecuador","Ecuador","Ecuador","Ecuador","Ecuador","Ecuador","Ecuador","Ecuador","Ecuador","Ecuador","Ecuador","Egypt","Egypt","Egypt","Egypt","Egypt","Egypt","Egypt","Egypt","Egypt","Egypt","Egypt","Egypt","El Salvador","El Salvador","El Salvador","El Salvador","El Salvador","El Salvador","El Salvador","El Salvador","El Salvador","El Salvador","El Salvador","El Salvador","Equatorial Guinea","Equatorial Guinea","Equatorial Guinea","Equatorial Guinea","Equatorial Guinea","Equatorial Guinea","Equatorial Guinea","Equatorial Guinea","Equatorial Guinea","Equatorial Guinea","Equatorial Guinea","Equatorial 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y_scale = d3.scaleLinear()\n .domain(d3.extent(data.map(d => d[yvar])))\n .range([inner_height, 0]);\nvar y_axis = d3.axisLeft().scale(y_scale);\n\nvar color_scale = d3.scaleOrdinal(d3.schemeAccent)\n .domain(d3.extent(data.map(d => d[color_var])));\n \nvar size_scale = d3.scaleSqrt()\n .domain(d3.extent(data.map(d => d[size_var])))\n .range([7, 30]);\n\ngraphic.append(\"g\")\n .attr(\"transform\", \"translate(0,\" + inner_height + \")\")\n .attr(\"id\", \"x-axis\")\n .call(x_axis);\n \ngraphic.append(\"g\")\n .attr(\"id\", \"y-axis\")\n .call(y_axis);\n\n\nfunction render_plot(year) {\n \n var t = d3.transition().duration(2200);\n \n var circles = graphic.selectAll(\"circle\")\n .data(data.filter(d => d.year == year));\n \n // remove \n circles.exit().remove();\n \n // update \n circles.transition(t)\n .attr(\"cx\", d => x_scale(d[xvar]))\n .attr(\"cy\", d => y_scale(d[yvar]))\n .attr(\"r\", d => size_scale(d[size_var]))\n .attr(\"fill\", d => color_scale(d[color_var]))\n .attr(\"fill-opacity\", 0.6)\n .attr(\"stroke\", \"black\")\n .attr(\"stroke-opacity\", 0.4);\n \n // add \n circles.enter().append(\"circle\").transition(t)\n .attr(\"cx\", d => x_scale(d[xvar]))\n .attr(\"cy\", d => y_scale(d[yvar]))\n .attr(\"r\", d => size_scale(d[size_var]))\n .attr(\"fill\", d => color_scale(d[color_var]))\n .attr(\"fill-opacity\", 0.6)\n .attr(\"stroke\", \"black\")\n .attr(\"stroke-opacity\", 0.4);\n}\n\nrender_plot(1952);\n \n};","style":null,"version":5,"theme":{"default":{"background":"#FFFFFF","foreground":"#000000"},"runtime":null},"useShadow":true},"evals":[],"jsHooks":[]}</script>

---

## Code for drop-down menu example

---
class: inverse

## Summary

1. See if there is an exisiting html widget that will do your job.

2. If not, use D3 in Rmarkdown to create something custom.

3. If it looks reusable, create your own html widget

a. Create a package.
    
    b. Use `htmlwidgets::scaffoldWidget()` to stub out basic widget.
    
    c. Drop JS code into appropriate folder
    
    d. Create R wrapper.
    
    e. Create JS wrapper.

---

## Creating htmlwidgets

<https://www.htmlwidgets.org/develop_intro.html>

---

## Example: leaflethex

<https://rpruim.github.io/leaflethex>

---

# Thanks

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