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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