Interactive graphics

class: center, middle, inverse, title-slide

.title[
# Interactive graphics
]
.subtitle[
## SISBID 2024 <a href="https://github.com/dicook/SISBID" class="uri">https://github.com/dicook/SISBID</a>
]
.author[
### Di Cook (<a href="mailto:dicook@monash.edu" class="email">dicook@monash.edu</a>) Heike Hofmann (<a href="mailto:hhhofmann4@unl.edu" class="email">hhhofmann4@unl.edu</a>) Susan Vanderplas (<a href="mailto:susan.vanderplas@unl.edu" class="email">susan.vanderplas@unl.edu</a>)
]
.date[
### 08/14-16/2024
]

---

# Choices of packages for interactive graphics

- `crosstalk`: that's what shiny is based on - we will look into shiny later
- `plotly`: has come a long way in the last years, started as part of Carson Sievert's PhD thesis research. The beauty is that it builds directly onto ggplot2
- `leaflet`: (RStudio) allows to make interactive maps. Has been picking up users and has developed a stable user base.
- `ggvis`: both static and interactive graphics, work on it has stalled ... (Wickham)
- `animint2`: interactive, linked graphics with ggplot2 syntax (Toby Hocking)
-  `rCharts`, `rbokeh`, `gridSVG`, `epivizr`, `cranvas` previous approaches to packages with interactive graphics
- see also https://r-graph-gallery.com/interactive-charts.html for additional packages (more specific)

---

---
# plotly

.left-code[
The `plotly` package in R builds on the `ggplot2` package, adding interactive elements to these plots. It translates plots to javascript.

``` r
library(plotly)
plot_ly(data = penguins, x = ~fl, y = ~bl, 
  color = ~species, size = 3, width=420, height=300)
```

<div id="htmlwidget-e8f872a5b56b81d84276" style="width:420px;height:300px;" class="plotly html-widget"></div>
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]
.right-plot[

Or using `ggplot2`

``` r
gg <- ggplot(data=penguins, aes(x = fl, y = bl, colour = species)) + 
 geom_point(alpha=0.5) + geom_smooth(method = "lm", se=F)
ggplotly(gg, width=390, height=300)
```

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]

---
# Scatterplot(ly) matrix

.pull-left[

``` r
library(GGally)
p <- ggpairs(penguins, columns = 2:5, 
 ggplot2::aes(colour = species))
```
]
.pull-right[

``` r
ggplotly(p, width=450, height=450)
```

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]

---
# Maps

.pull-left[

``` r
data(canada.cities, package = "maps")
viz <- ggplot(canada.cities, aes(long, lat)) +
 borders(regions = "canada") +
 coord_equal() +
 geom_point(aes(text = name, size = log2(pop)), 
 colour = "red", alpha = 1/4) +
 theme_map()
```

Not all `ggplot2` geoms are supported in plotly, but when they are, they just work out of the box

]

.pull-right[

``` r
#viz
ggplotly(viz)
```

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Castlegar BC log2(pop): 13.090443","long: -53.08 lat: 48.52 Catalina NL log2(pop): 10.368506","long: -67.22 lat: 48.35 Causapscal QC log2(pop): 10.994353","long: -79.95 lat: 42.93 Cayuga ON log2(pop): 10.778898","long: -119.87 lat: 50.03 Central Okanagan BC log2(pop): 15.176835","long: -64.67 lat: 48.33 Chandler QC log2(pop): 11.488342","long: -59.17 lat: 47.58 Channel-Port aux Basques NL log2(pop): 12.009479","long: -74.87 lat: 49.78 Chapais QC log2(pop): 10.838416","long: -83.40 lat: 47.83 Chapleau ON log2(pop): 11.564626","long: -63.14 lat: 46.24 Charlottetown PE log2(pop): 15.410054","long: -119.68 lat: 50.82 Chase BC log2(pop): 11.272047","long: -116.18 lat: 51.43 Chateau Lake Louise AB log2(pop): 10.112440","long: -96.45 lat: 49.65 Chateau-Richer MB log2(pop): 10.937374","long: -82.19 lat: 42.41 Chatham ON log2(pop): 15.444691","long: -65.46 lat: 47.03 Chatham-Douglastown NB log2(pop): 13.692071","long: -123.70 lat: 48.92 Chemainus BC log2(pop): 11.409391","long: -81.10 lat: 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lat: 49.73 Coaldale AB log2(pop): 12.641826","long: -112.92 lat: 49.74 Coalhurst AB log2(pop): 10.616549","long: -71.80 lat: 45.13 Coaticook QC log2(pop): 12.782384","long: -78.17 lat: 43.96 Cobourg ON log2(pop): 14.160817","long: -114.47 lat: 51.19 Cochrane AB log2(pop): 14.119428","long: -81.02 lat: 49.07 Cochrane ON log2(pop): 12.123798","long: -77.88 lat: 44.02 Colborne ON log2(pop): 11.091435","long: -82.93 lat: 41.98 Colchester ON log2(pop): 11.189825","long: -71.38 lat: 45.96 Coleraine QC log2(pop): 10.370687","long: -80.21 lat: 44.49 Collingwood ON log2(pop): 13.950282","long: -53.00 lat: 47.50 Conception Bay South NL log2(pop): 14.044309","long: -75.50 lat: 45.25 Constance Bay ON log2(pop): 11.281351","long: -73.21 lat: 45.89 Contrecoeur QC log2(pop): 11.748193","long: -71.62 lat: 45.42 Cookshire QC log2(pop): 10.620220","long: -79.65 lat: 44.21 Cookstown ON log2(pop): 10.598053","long: -57.96 lat: 48.96 Corner Brook NL log2(pop): 14.166398","long: -74.74 lat: 45.03 Cornwall 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-93.42 lat: 48.62 Fort Frances ON log2(pop): 12.935533","long: -122.50 lat: 49.03 Fort Langley BC log2(pop): 11.374496","long: -113.40 lat: 49.73 Fort MacLeod AB log2(pop): 11.596190","long: -134.84 lat: 67.43 Fort MacPherson NT log2(pop): 10.083479","long: -122.53 lat: 58.82 Fort Nelson BC log2(pop): 12.039605","long: -103.78 lat: 50.77 Fort Qu'Appelle SK log2(pop): 10.970825","long: -124.25 lat: 54.43 Fort Saint James BC log2(pop): 11.224605","long: -120.85 lat: 56.25 Fort Saint John BC log2(pop): 14.037032","long: -76.75 lat: 45.85 Fort-Coulonge QC log2(pop): 11.512247","long: -116.84 lat: 54.40 Fox Creek AB log2(pop): 11.279611","long: -77.60 lat: 44.20 Frankford ON log2(pop): 11.377211","long: -135.05 lat: 59.72 Fraser Lake BC log2(pop): 10.316282","long: -66.66 lat: 45.96 Fredericton NB log2(pop): 15.663892","long: -117.55 lat: 49.12 Fruitvale BC log2(pop): 11.889124","long: -54.22 lat: 48.78 Gambo NL log2(pop): 10.623881","long: -76.17 lat: 44.33 Gananoque ON log2(pop): 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-73.45 lat: 46.03 Joliette QC log2(pop): 15.090774","long: -120.34 lat: 50.68 Kamloops BC log2(pop): 16.071777","long: -101.90 lat: 51.57 Kamsack SK log2(pop): 10.850187","long: -75.88 lat: 45.34 Kanata ON log2(pop): 16.615874","long: -92.12 lat: 62.82 Kangerdlinerk NU log2(pop): 11.209453","long: -82.42 lat: 49.43 Kapuskasing ON log2(pop): 13.191985","long: -84.00 lat: 49.00 Kars ON log2(pop): 10.684749","long: -67.33 lat: 47.63 Kedgwick NB log2(pop): 10.151017","long: -119.46 lat: 49.89 Kelowna BC log2(pop): 16.984719","long: -103.52 lat: 52.17 Kelvington SK log2(pop): 9.853310","long: -75.63 lat: 45.02 Kemptville ON log2(pop): 12.064406","long: -94.49 lat: 49.78 Kenora ON log2(pop): 13.711237","long: -63.65 lat: 46.43 Kensington PE log2(pop): 10.485829","long: -121.81 lat: 49.24 Kent BC log2(pop): 11.307770","long: -64.51 lat: 45.08 Kentville NS log2(pop): 13.611832","long: -109.13 lat: 51.92 Kerrobert SK log2(pop): 9.995767","long: -111.85 lat: 52.78 Killam AB log2(pop): 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L'Epiphanie QC log2(pop): 12.162706","long: -74.06 lat: 45.32 Les Cedres QC log2(pop): 10.490851","long: -74.22 lat: 45.30 Les Coteaux QC log2(pop): 13.379784","long: -69.42 lat: 48.35 Les Escoumins QC log2(pop): 11.000704","long: -112.83 lat: 49.69 Lethbridge AB log2(pop): 16.123434","long: -55.07 lat: 49.23 Lewisporte NL log2(pop): 11.486835","long: -121.93 lat: 50.68 Lillooet BC log2(pop): 11.337064","long: -78.74 lat: 44.35 Lindsay ON log2(pop): 14.136671","long: -70.52 lat: 46.05 Liniere QC log2(pop): 11.086800","long: -123.24 lat: 49.46 Lions Bay BC log2(pop): 10.436712","long: -80.97 lat: 43.73 Listowel ON log2(pop): 12.624795","long: -81.93 lat: 45.97 Little Current ON log2(pop): 10.708222","long: -81.15 lat: 46.43 Lively ON log2(pop): 12.807959","long: -64.72 lat: 44.03 Liverpool NS log2(pop): 11.427837","long: -110.01 lat: 53.28 Lloydminster SK log2(pop): 14.495543","long: -120.83 lat: 50.49 Logan Lake BC log2(pop): 11.097374","long: -81.24 lat: 42.97 London ON log2(pop): 18.411548","long: -86.55 lat: 49.78 Longlac ON log2(pop): 10.868823","long: -74.68 lat: 45.62 L'Original ON log2(pop): 11.086800","long: -59.98 lat: 45.92 Louisbourg NS log2(pop): 9.997179","long: -72.93 lat: 46.25 Louiseville QC log2(pop): 12.511753","long: -81.40 lat: 43.18 Lucan ON log2(pop): 11.070121","long: -68.33 lat: 48.52 Luceville QC log2(pop): 10.428360","long: -81.52 lat: 43.95 Lucknow ON log2(pop): 10.334273","long: -118.97 lat: 50.25 Lumby BC log2(pop): 10.667112","long: -104.87 lat: 50.65 Lumsden SK log2(pop): 10.504819","long: -64.32 lat: 44.37 Lunenburg NS log2(pop): 11.258566","long: -67.33 lat: 45.58 MacAdam NB log2(pop): 10.504819","long: -79.00 lat: 48.77 Macamic QC log2(pop): 10.611947","long: -64.99 lat: 46.16 MacEwen NB log2(pop): 10.262095","long: -123.08 lat: 55.32 Mackenzie BC log2(pop): 12.282509","long: -109.95 lat: 52.33 Macklin SK log2(pop): 10.271463","long: -77.48 lat: 44.52 Madoc ON log2(pop): 10.854089","long: -72.14 lat: 45.26 Magog QC log2(pop): 13.935257","long: -112.88 lat: 49.42 Magrath AB log2(pop): 11.049849","long: -78.12 lat: 48.13 Malartic QC log2(pop): 11.862250","long: -85.80 lat: 49.13 Manitouwadge ON log2(pop): 11.622967","long: -75.97 lat: 46.37 Maniwaki QC log2(pop): 12.053926","long: -117.61 lat: 56.93 Manning AB log2(pop): 10.425216","long: -109.47 lat: 49.92 Maple Creek SK log2(pop): 11.026523","long: -86.37 lat: 48.75 Marathon ON log2(pop): 12.194141","long: -73.17 lat: 45.43 Marieville QC log2(pop): 12.456098","long: -80.65 lat: 44.32 Markdale ON log2(pop): 10.582142","long: -77.68 lat: 44.48 Marmora ON log2(pop): 10.731319","long: -106.68 lat: 52.29 Martensville SK log2(pop): 11.969746","long: -55.19 lat: 47.17 Marystown NL log2(pop): 12.122181","long: -73.02 lat: 46.22 Maskinonge QC log2(pop): 10.115044","long: -77.63 lat: 49.75 Matagami QC log2(pop): 10.946175","long: -67.53 lat: 48.85 Matane QC log2(pop): 13.534789","long: -78.70 lat: 46.32 Mattawa ON log2(pop): 11.255619","long: -115.14 lat: 53.95 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lat: 43.57 Milverton ON log2(pop): 10.834471","long: -99.83 lat: 50.25 Minnedosa MB log2(pop): 11.316282","long: -79.08 lat: 43.25 Mississauga Beach ON log2(pop): 12.000352","long: -72.20 lat: 48.90 Mistissini QC log2(pop): 10.853310","long: -81.18 lat: 43.47 Mitchell ON log2(pop): 12.126704","long: -64.78 lat: 46.09 Moncton NB log2(pop): 16.404792","long: -62.65 lat: 46.17 Montague PE log2(pop): 10.979425","long: -68.18 lat: 48.58 Mont-Joli QC log2(pop): 12.585432","long: -65.75 lat: 46.55 Mont-Laurier NB log2(pop): 12.591289","long: -70.55 lat: 46.97 Montmagny QC log2(pop): 13.240642","long: -73.57 lat: 45.52 Montreal QC log2(pop): 21.645318","long: -80.60 lat: 51.25 Moose Factory ON log2(pop): 11.026523","long: -105.54 lat: 50.39 Moose Jaw SK log2(pop): 14.969117","long: -101.67 lat: 50.15 Moosomin SK log2(pop): 11.083479","long: -98.10 lat: 49.18 Morden MB log2(pop): 12.656201","long: -113.65 lat: 53.80 Morinville AB log2(pop): 13.001936","long: -97.37 lat: 49.35 Morris MB log2(pop): 10.779719","long: -75.18 lat: 44.90 Morrisburg ON log2(pop): 11.432020","long: -79.32 lat: 44.13 Mount Albert ON log2(pop): 11.449665","long: -81.48 lat: 42.37 Mount Brydges ON log2(pop): 11.214319","long: -80.73 lat: 43.97 Mount Forest on ON log2(pop): 12.259449","long: -65.52 lat: 48.97 Murdochville QC log2(pop): 10.158610","long: -53.88 lat: 48.42 Musgrave Harbour NL log2(pop): 10.104599","long: -67.24 lat: 46.00 Nackawic NB log2(pop): 9.967226","long: -117.80 lat: 50.23 Nakusp BC log2(pop): 10.737247","long: -123.97 lat: 49.21 Nanaimo BC log2(pop): 16.404027","long: -80.09 lat: 42.81 Nanticoke ON log2(pop): 14.601423","long: -113.77 lat: 50.35 Nanton AB log2(pop): 10.935165","long: -76.95 lat: 44.25 Napanee ON log2(pop): 13.019069","long: -73.40 lat: 45.18 Napierville QC log2(pop): 11.614250","long: -99.45 lat: 50.23 Neepawa MB log2(pop): 11.634811","long: -117.30 lat: 49.49 Nelson BC log2(pop): 13.263563","long: -62.65 lat: 45.59 New Glasgow NS log2(pop): 14.297346","long: -80.72 lat: 43.48 New Hamburg ON log2(pop): 12.870943","long: -65.83 lat: 48.17 New Richmond QC log2(pop): 11.116994","long: -60.11 lat: 46.26 New Waterford NS log2(pop): 13.459304","long: -72.60 lat: 46.22 Nicolet QC log2(pop): 12.365229","long: -104.02 lat: 53.37 Nipawin SK log2(pop): 11.939579","long: -97.06 lat: 49.62 Niverville MB log2(pop): 10.979425","long: -79.66 lat: 43.90 Nobleton ON log2(pop): 11.858758","long: -126.86 lat: 65.29 Norman Wells NT log2(pop): 10.043027","long: -72.52 lat: 48.83 Normandin QC log2(pop): 11.418907","long: -108.29 lat: 52.79 North Battleford SK log2(pop): 14.295051","long: -79.45 lat: 46.30 North Bay ON log2(pop): 15.599913","long: -123.73 lat: 48.82 North Cowichan BC log2(pop): 15.010484","long: -80.60 lat: 42.98 Norwich ON log2(pop): 11.390706","long: -77.98 lat: 44.38 Norwood ON log2(pop): 10.787903","long: -72.34 lat: 46.00 Notre-Dame-du-Bon-Conseil QC log2(pop): 10.533330","long: -68.80 lat: 47.60 Notre-Dame-du-Lac QC log2(pop): 10.598053","long: -74.08 lat: 45.47 Oka-Kanesatake QC log2(pop): 10.184875","long: -113.96 lat: 50.72 Okotoks AB log2(pop): 13.941598","long: -114.10 lat: 51.78 Olds AB log2(pop): 12.778898","long: -119.55 lat: 49.18 Oliver BC log2(pop): 12.183015","long: -78.55 lat: 44.30 Omemee ON log2(pop): 10.462502","long: -81.38 lat: 46.63 Onaping-Levack ON log2(pop): 12.100005","long: -121.28 lat: 51.65 One Hundred Mile House BC log2(pop): 10.763212","long: -95.86 lat: 68.64 Oqsuqtooq NU log2(pop): 10.154818","long: -80.10 lat: 43.92 Orangeville ON log2(pop): 15.058034","long: -79.42 lat: 44.60 Orillia ON log2(pop): 14.892163","long: -74.00 lat: 45.13 Ormstown QC log2(pop): 10.614710","long: -66.47 lat: 45.85 Oromocto NB log2(pop): 13.131053","long: -78.62 lat: 43.99 Orono ON log2(pop): 10.799282","long: -75.62 lat: 45.15 Osgoode ON log2(pop): 11.425216","long: -78.86 lat: 43.89 Oshawa ON log2(pop): 17.938127","long: -119.47 lat: 49.03 Osoyoos BC log2(pop): 12.075813","long: -75.71 lat: 45.42 OTTAWA ON log2(pop): 19.756201","long: -107.05 lat: 51.50 Outlook SK log2(pop): 10.933691","long: -80.94 lat: 44.57 Owen Sound ON log2(pop): 14.471485","long: -102.17 lat: 49.22 Oxbow SK log2(pop): 10.022368","long: -63.87 lat: 45.73 Oxford NS log2(pop): 10.311748","long: -81.28 lat: 44.30 Paisley ON log2(pop): 10.109831","long: -80.85 lat: 43.83 Palmerston ON log2(pop): 11.394999","long: -65.72 lat: 66.13 Pangnirtung NU log2(pop): 10.375039","long: -75.02 lat: 45.62 Papineauville QC log2(pop): 10.649256","long: -80.38 lat: 43.20 Paris ON log2(pop): 13.367688","long: -81.68 lat: 43.17 Parkhill ON log2(pop): 10.871905","long: -124.33 lat: 49.33 Parksville BC log2(pop): 14.369461","long: -64.32 lat: 45.40 Parrsboro NS log2(pop): 10.510764","long: -80.03 lat: 45.33 Parry Sound ON log2(pop): 12.677499","long: -57.61 lat: 49.03 Pasadena NL log2(pop): 11.102632","long: -117.28 lat: 56.23 Peace River AB log2(pop): 12.399545","long: -119.75 lat: 49.77 Peachland BC log2(pop): 10.350939","long: -122.82 lat: 50.32 Pemberton log2(pop): 10.683872","long: -77.12 lat: 45.83 Pembroke ON log2(pop): 13.936086","long: -113.87 lat: 52.13 Penhold AB log2(pop): 10.844706","long: -119.59 lat: 49.50 Penticton BC log2(pop): 15.233320","long: -76.23 lat: 44.88 Perth ON log2(pop): 12.680360","long: -67.70 lat: 46.73 Perth-Andover NB log2(pop): 10.839204","long: -77.28 lat: 45.90 Petawawa ON log2(pop): 13.476620","long: -78.34 lat: 44.30 Peterborough ON log2(pop): 16.222380","long: -65.73 lat: 47.79 Petit Rocher NB log2(pop): 11.025140","long: -82.15 lat: 42.88 Petrolia ON log2(pop): 12.431236","long: -77.15 lat: 44.02 Picton ON log2(pop): 12.252961","long: -62.71 lat: 45.68 Pictou NS log2(pop): 11.852139","long: -112.80 lat: 49.88 Picture Butte AB log2(pop): 10.820977","long: -72.80 lat: 46.07 Pierreville QC log2(pop): 11.090112","long: -104.42 lat: 50.47 Pilot Butte SK log2(pop): 10.731319","long: -95.88 lat: 50.15 Pinawa MB log2(pop): 10.622052","long: -113.95 lat: 49.48 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Port-Alfred-Bagotville QC log2(pop): 13.918397","long: -66.86 lat: 50.04 Port-Cartier QC log2(pop): 12.519391","long: -71.88 lat: 46.68 Portneuf QC log2(pop): 11.400346","long: -79.35 lat: 46.07 Powassan ON log2(pop): 10.298063","long: -124.52 lat: 49.85 Powell River BC log2(pop): 13.626850","long: -102.67 lat: 51.95 Preeceville SK log2(pop): 9.946906","long: -75.52 lat: 44.72 Prescott ON log2(pop): 12.143064","long: -68.12 lat: 48.60 Price QC log2(pop): 10.842350","long: -105.75 lat: 53.20 Prince Albert SK log2(pop): 15.078276","long: -122.77 lat: 53.91 Prince George BC log2(pop): 15.996473","long: -130.31 lat: 54.32 Prince Rupert BC log2(pop): 13.845392","long: -120.50 lat: 49.45 Princeton BC log2(pop): 11.403012","long: -71.88 lat: 46.17 Princeville QC log2(pop): 11.985842","long: -110.27 lat: 52.35 Provost AB log2(pop): 11.040290","long: -71.23 lat: 46.82 Quebec QC log2(pop): 19.305447","long: -122.48 lat: 52.98 Quesnel BC log2(pop): 13.752172","long: -73.70 lat: 46.03 Rawdon QC 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Riviere-du-Loup QC log2(pop): 13.897940","long: -72.24 lat: 48.52 Roberval QC log2(pop): 13.186114","long: -101.35 lat: 51.23 Roblin MB log2(pop): 10.907642","long: -75.28 lat: 45.53 Rockland ON log2(pop): 13.157505","long: -80.13 lat: 43.62 Rockwood ON log2(pop): 11.542548","long: -114.92 lat: 52.37 Rocky Mountain House AB log2(pop): 12.689124","long: -81.68 lat: 42.57 Rodney ON log2(pop): 10.203348","long: -79.45 lat: 46.72 Rogersville ON log2(pop): 10.226412","long: -107.98 lat: 51.55 Rosetown SK log2(pop): 11.149112","long: -117.82 lat: 49.08 Rossland BC log2(pop): 11.822571","long: -106.33 lat: 52.65 Rosthem SK log2(pop): 10.432542","long: -73.05 lat: 45.43 Rougemont QC log2(pop): 10.213104","long: -79.03 lat: 48.24 Rouyn-Noranda QC log2(pop): 14.557284","long: -64.35 lat: 45.88 Sackville NB log2(pop): 11.485829","long: -97.12 lat: 49.69 Saint Adolphe MB log2(pop): 10.226412","long: -67.03 lat: 45.07 Saint Andrews NB log2(pop): 10.809768","long: -55.60 lat: 51.38 Saint Anthony NL 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-75.05 lat: 45.72 Saint-Andre-Avellin QC log2(pop): 10.872675","long: -70.97 lat: 46.62 Saint-Anselme QC log2(pop): 10.867279","long: -71.50 lat: 46.62 Saint-Apollinaire QC log2(pop): 10.986553","long: -58.65 lat: 51.23 Saint-Augustin QC log2(pop): 11.956739","long: -71.82 lat: 46.75 Saint-Basile-Sud QC log2(pop): 10.321928","long: -79.43 lat: 47.47 Saint-Bruno QC log2(pop): 11.521110","long: -74.07 lat: 45.72 Saint-Canut QC log2(pop): 11.772727","long: -73.00 lat: 45.40 Saint-Cesaire QC log2(pop): 11.637983","long: -72.43 lat: 45.93 Saint-Cyrill-de-Wendover QC log2(pop): 10.325305","long: -73.01 lat: 45.53 Saint-Damase QC log2(pop): 10.403012","long: -70.67 lat: 46.64 Saint-Damien-de-Buckland QC log2(pop): 10.905387","long: -73.15 lat: 45.78 Saint-Denis QC log2(pop): 10.064743","long: -74.22 lat: 46.32 Saint-Donat-de-Montcalm QC log2(pop): 10.723661","long: -96.67 lat: 49.67 Sainte Anne MB log2(pop): 10.634811","long: -99.53 lat: 51.05 Sainte Rose du Lac MB log2(pop): 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Saint-Jerome QC log2(pop): 15.750916","long: -70.87 lat: 46.30 Saint-Josephe-de-Beauce QC log2(pop): 11.731319","long: -73.23 lat: 45.97 Saint-Josephe-de-Lanoraie QC log2(pop): 10.913637","long: -69.05 lat: 47.43 Saint-Josephe-de-la-Riviere-Bleue QC log2(pop): 10.243174","long: -74.58 lat: 46.12 Saint-Jovite QC log2(pop): 11.977995","long: -72.70 lat: 45.72 Saint-Liboire QC log2(pop): 10.461479","long: -72.03 lat: 46.68 Saint-Marc-des-Carrieres QC log2(pop): 11.208844","long: -70.65 lat: 45.95 Saint-Martin QC log2(pop): 11.048487","long: -73.92 lat: 46.67 Saint-Michel-des-Saints QC log2(pop): 10.846274","long: -69.95 lat: 47.42 Saint-Pacome QC log2(pop): 10.426265","long: -69.82 lat: 47.52 Saint-Pascal QC log2(pop): 11.272630","long: -72.90 lat: 45.50 Saint-Pie QC log2(pop): 11.572227","long: -70.48 lat: 46.20 Saint-Prosper QC log2(pop): 11.600842","long: -70.75 lat: 46.78 Saint-Raphael QC log2(pop): 10.321928","long: -71.83 lat: 46.88 Saint-Raymond QC log2(pop): 11.806550","long: -73.60 lat: 45.25 Saint-Remi QC log2(pop): 12.038576","long: -73.61 lat: 45.87 Saint-Roch-de-l'Achigan QC log2(pop): 10.023754","long: -74.17 lat: 45.90 Saint-Sauveur-des-Monts QC log2(pop): 12.254438","long: -72.57 lat: 46.72 Saint-Tite QC log2(pop): 11.266787","long: -74.14 lat: 45.26 Salaberry-de-Valleyfield QC log2(pop): 15.243732","long: -65.05 lat: 46.03 Salisbury NB log2(pop): 10.873444","long: -117.28 lat: 49.20 Salmo BC log2(pop): 10.136991","long: -119.29 lat: 50.70 Salmon Arm BC log2(pop): 13.302068","long: -82.40 lat: 42.99 Sarnia ON log2(pop): 16.359012","long: -106.66 lat: 52.15 Saskatoon SK log2(pop): 17.606196","long: -84.35 lat: 46.53 Sault Sainte Marie ON log2(pop): 15.943774","long: -67.68 lat: 48.55 Sayabec QC log2(pop): 10.738092","long: -79.64 lat: 44.03 Schomberg ON log2(pop): 10.345405","long: -81.38 lat: 43.55 Seaforth ON log2(pop): 11.491853","long: -123.77 lat: 49.47 Sechelt BC log2(pop): 12.546412","long: -96.89 lat: 50.14 Selkirk MB log2(pop): 13.231521","long: -77.25 lat: 48.40 Senneterre QC log2(pop): 11.661778","long: -66.38 lat: 50.22 Sept-Iles QC log2(pop): 14.445015","long: -118.78 lat: 55.35 Sexsmith AB log2(pop): 10.784635","long: -108.42 lat: 49.65 Shaunavon SK log2(pop): 10.671541","long: -72.75 lat: 46.56 Shawinigan QC log2(pop): 15.590324","long: -76.48 lat: 45.60 Shawville QC log2(pop): 10.656425","long: -64.53 lat: 46.22 Shediac NB log2(pop): 12.197524","long: -65.32 lat: 43.77 Shelburne NS log2(pop): 10.907642","long: -80.20 lat: 44.07 Shelburne ON log2(pop): 12.118292","long: -106.40 lat: 53.22 Shellbrook SK log2(pop): 10.195987","long: -71.90 lat: 45.40 Sherbrooke QC log2(pop): 16.987120","long: -99.97 lat: 49.73 Shilo MB log2(pop): 10.287712","long: -64.70 lat: 47.73 Shippagan NB log2(pop): 11.429407","long: -119.00 lat: 50.83 Sicamous BC log2(pop): 11.416798","long: -80.31 lat: 42.84 Simcoe ON log2(pop): 13.692833","long: -91.92 lat: 50.10 Sioux Lookout ON log2(pop): 11.883025","long: -114.78 lat: 55.28 Slave Lake AB log2(pop): 12.920167","long: -127.17 lat: 54.77 Smithers BC log2(pop): 12.409921","long: -76.02 lat: 44.91 Smiths Falls ON log2(pop): 13.384379","long: -79.53 lat: 43.10 Smithville ON log2(pop): 11.792790","long: -112.47 lat: 54.11 Smoky Lake AB log2(pop): 10.070121","long: -114.18 lat: 64.18 Snow Lake NT log2(pop): 10.224002","long: -123.73 lat: 48.38 Sooke BC log2(pop): 12.586371","long: -73.14 lat: 46.05 Sorel QC log2(pop): 15.020546","long: -100.25 lat: 49.62 Souris MB log2(pop): 10.788718","long: -62.25 lat: 46.35 Souris PE log2(pop): 10.335390","long: -79.37 lat: 45.85 South River ON log2(pop): 10.238405","long: -81.37 lat: 44.50 Southampton ON log2(pop): 11.811375","long: -114.87 lat: 49.77 Sparwood BC log2(pop): 11.145932","long: -118.83 lat: 55.78 Spirit River AB log2(pop): 10.192293","long: -56.10 lat: 49.48 Springdale NL log2(pop): 11.408860","long: -96.84 lat: 49.88 Springfield MB log2(pop): 11.025832","long: -64.05 lat: 45.63 Springhill NS log2(pop): 11.930368","long: -113.92 lat: 53.53 Spruce Grove AB log2(pop): 14.133784","long: -123.16 lat: 49.70 Squamish BC log2(pop): 13.632541","long: -80.08 lat: 44.42 Stayner ON log2(pop): 12.020980","long: -96.68 lat: 49.52 Steinbach MB log2(pop): 13.243323","long: -58.42 lat: 48.52 Stephenville Crossing NL log2(pop): 10.176173","long: -58.57 lat: 48.56 Stephenville NL log2(pop): 12.584258","long: -112.68 lat: 52.33 Stettler AB log2(pop): 12.440350","long: -77.55 lat: 44.30 Stirling ON log2(pop): 11.166791","long: -97.32 lat: 50.13 Stonewall MB log2(pop): 12.042001","long: -97.22 lat: 50.07 Stony Mountain MB log2(pop): 10.803324","long: -114.00 lat: 53.53 Stony Plain AB log2(pop): 13.142745","long: -80.98 lat: 43.37 Stratford ON log2(pop): 14.888553","long: -113.40 lat: 51.04 Strathmore AB log2(pop): 13.387210","long: -81.62 lat: 42.95 Strathroy ON log2(pop): 13.741572","long: -79.93 lat: 46.37 Sturgeon Falls ON log2(pop): 12.642729","long: -81.01 lat: 46.49 Sudbury ON log2(pop): 16.761733","long: -119.69 lat: 49.61 Summerland BC log2(pop): 12.620220","long: -63.80 lat: 46.40 Summerside PE log2(pop): 13.856912","long: -114.65 lat: 51.80 Sundre AB log2(pop): 11.236014","long: -65.52 lat: 45.72 Sussex NB log2(pop): 11.971544","long: -79.37 lat: 44.30 Sutton ON log2(pop): 12.723874","long: -115.43 lat: 54.71 Swan Hills AB log2(pop): 10.908393","long: -101.27 lat: 52.10 Swan River MB log2(pop): 12.049168","long: -107.80 lat: 50.30 Swift Current SK log2(pop): 13.841859","long: -60.25 lat: 46.26 Sydney Mines NS log2(pop): 13.904164","long: -60.17 lat: 46.15 Sydney NS log2(pop): 14.981790","long: -114.10 lat: 52.31 Sylvan Lake AB log2(pop): 13.467478","long: -112.15 lat: 49.78 Taber AB log2(pop): 13.011751","long: -80.83 lat: 43.32 Tavistock ON log2(pop): 11.392317","long: -81.28 lat: 43.98 Teeswater ON log2(pop): 10.211888","long: -79.08 lat: 46.72 Temiscaming QC log2(pop): 10.861862","long: -87.10 lat: 48.78 Terrace Bay ON log2(pop): 11.026523","long: -128.61 lat: 54.52 Terrace BC log2(pop): 14.302282","long: -80.99 lat: 43.07 Thamesford ON log2(pop): 10.868823","long: -101.26 lat: 53.82 The Pas MB log2(pop): 12.564388","long: -83.55 lat: 46.25 Thessalon ON log2(pop): 10.534303","long: -71.31 lat: 46.10 Thetford Mines QC log2(pop): 14.430779","long: -97.86 lat: 55.74 Thompson MB log2(pop): 13.581789","long: -80.45 lat: 44.55 Thornbury ON log2(pop): 10.962173","long: -113.27 lat: 51.70 Three Hills AB log2(pop): 11.591990","long: -89.28 lat: 48.42 Thunder Bay ON log2(pop): 16.583979","long: -75.23 lat: 45.58 Thurso QC log2(pop): 11.279030","long: -82.43 lat: 42.25 Tilbury ON log2(pop): 12.264149","long: -80.73 lat: 42.87 Tilsonburg ON log2(pop): 13.875653","long: -81.35 lat: 48.49 Timmins ON log2(pop): 15.024057","long: -104.05 lat: 52.82 Tisdale SK log2(pop): 11.458919","long: -112.67 lat: 53.37 Tofield AB log2(pop): 10.917372","long: -52.73 lat: 47.65 Torbay NL log2(pop): 11.564626","long: -79.38 lat: 43.65 Toronto ON log2(pop): 22.155233","long: -79.80 lat: 44.02 Tottenham ON log2(pop): 12.334832","long: -64.92 lat: 47.50 Tracadie-Sheila NB log2(pop): 11.234817","long: -117.73 lat: 49.10 Trail BC log2(pop): 13.270003","long: -69.17 lat: 48.12 Trois-Pistoles QC log2(pop): 11.856426","long: -72.57 lat: 46.35 Trois-Rivieres QC log2(pop): 16.874093","long: -63.28 lat: 45.36 Truro NS log2(pop): 14.320377","long: -133.01 lat: 69.42 Tuktoyaktuk NT log2(pop): 9.936638","long: -121.00 lat: 55.13 Tumbler Ridge BC log2(pop): 10.849405","long: -85.20 lat: 73.04 Tununirusiq NU log2(pop): 9.756556","long: -77.30 lat: 44.47 Tweed ON log2(pop): 10.684749","long: -111.75 lat: 53.72 Two Hills AB log2(pop): 10.181152","long: -125.52 lat: 48.93 Ucluelet BC log2(pop): 10.613789","long: -109.17 lat: 52.43 Unity SK log2(pop): 11.009129","long: -79.12 lat: 44.10 Uxbridge ON log2(pop): 13.157189","long: -72.32 lat: 45.48 Valcourt QC log2(pop): 11.263856","long: -74.20 lat: 46.03 Val-David QC log2(pop): 10.246741","long: -77.79 lat: 48.11 Val-d'Or QC log2(pop): 14.637021","long: -70.92 lat: 46.37 Vallee-Jonction QC log2(pop): 10.252665","long: -81.01 lat: 46.64 Valley East ON log2(pop): 14.037719","long: -117.28 lat: 55.07 Valleyview AB log2(pop): 10.946906","long: -123.13 lat: 49.28 Vancouver BC log2(pop): 20.810736","long: -124.02 lat: 54.02 Vanderhoof BC log2(pop): 10.515700","long: -74.65 lat: 45.52 Vankleek Hill ON log2(pop): 11.078818","long: -112.05 lat: 53.50 Vegreville AB log2(pop): 12.487840","long: -73.35 lat: 45.77 Vercheres QC log2(pop): 11.981567","long: -110.85 lat: 53.35 Vermilion AB log2(pop): 12.036174","long: -119.28 lat: 50.27 Vernon BC log2(pop): 15.589505","long: -123.37 lat: 48.43 Victoria BC log2(pop): 18.144882","long: -71.96 lat: 46.06 Victoriaville QC log2(pop): 15.054943","long: -111.78 lat: 53.08 Viking AB log2(pop): 10.127994","long: -79.43 lat: 47.33 Ville-Marie QC log2(pop): 11.472183","long: -79.49 lat: 43.16 Vineland ON log2(pop): 11.351491","long: -100.93 lat: 49.85 Virden MB 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]

---
# Modifying plotly

`plotly` uses elements of `crosstalk` to provide additional interactivity, such as linked highlighting

``` r
txh_shared <- highlight_key(txhousing, ~year)

p <- ggplot(txh_shared, aes(month, median)) +
 geom_line(aes(group = year)) + 
 geom_smooth(data = txhousing, method = "gam") + 
 scale_x_continuous("", breaks=seq(1, 12, 1),
 labels=c("J", "F", "M", "A", "M", "J", 
 "J", "A", "S", "O", "N", "D")) +
 scale_y_continuous("Median price ('00,000)", 
 breaks = seq(0,300000,100000),
 labels = seq(0,3,1)) +
 facet_wrap(~ city)

gg <- ggplotly(p, height = 600, width = 1000) %>%
 plotly::layout(title = "Click on a line to highlight a year")

#highlight(gg)
```

---

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---
class: inverse middle 
# Your turn
 
- get the  code from the previous plot to run in your RStudio session
- the function `highlight` allows to make modifications in how highlighted values are presented in plotly. Read through the parameter details in `?highlight`. 
- the parameter `dynamic` is set to `FALSE` by default. Turn it to `TRUE`. What is the effect?

---
# Animations

- `gganimate` (Lin-Pederson) allows to make and save animations: [gganimate cheat sheet](https://rstudio.github.io/cheatsheets/gganimate.pdf)
- Animations are different from interactive graphics in that the viewer does not have any control
- useful for different important stages of a visualization (e.g. time) and to keep track of how different visualizations are related 
--

- can also be used in talks

---
# An example animation

Countries are colored manually by `country_colors` (hue shows continent, saturation is individual country)

---
# How does `gganimate` work?

#### Start with a ggplot2 specification 
--

#### Add layers with graphical primitives (geoms)

#### Add formatting specifications

#### Add animation specifications

---
# A simple example

- thanks to Mitch O'Hara Wild for the [example](https://github.com/numbats/gganimate-workshop)

#### 1. Start by passing the data to ggplot

.left-code[

``` r
*ggplot(economics)
```
]
.right-plot[
<img src="index_files/figure-html/plot1-1.png" style="display: block; margin: auto;" />
]

---
# A simple example

- thanks to Mitch O'Hara Wild for the [example](https://github.com/numbats/gganimate-workshop)

#### 2. Add the mapping

.left-code[

``` r
ggplot(economics) +
* aes(date, unemploy)
```
]
.right-plot[
<img src="index_files/figure-html/plot2-1.png" style="display: block; margin: auto;" />
]

---
# A simple example

- thanks to Mitch O'Hara Wild for the [example](https://github.com/numbats/gganimate-workshop)

#### 3. Add a graphical primitive -- let's do a line

.left-code[

``` r
ggplot(economics) +
 aes(date, unemploy) +
* geom_line()
```
]
.right-plot[
<img src="index_files/figure-html/plot3-1.png" style="display: block; margin: auto;" />
]

---
# A simple example

- thanks to Mitch O'Hara Wild for the [example](https://github.com/numbats/gganimate-workshop)

#### 4. Just one extra line of code turns this into an animation!

.left-code[

``` r
ggplot(economics) +
 aes(date, unemploy) +
 geom_line() +
* transition_reveal(date)
```
]
.right-plot[
<img src="index_files/figure-html/plot5-anim-1.gif" style="display: block; margin: auto;" />
]

---
## A not-so-simple example, the datasaurus dozen
Again, we first pass in the dataset to ggplot

.left-code[

``` r
*ggplot(datasaurus_dozen)
```
]
.right-plot[
<img src="index_files/figure-html/plot5-1.png" style="display: block; margin: auto;" />
]
---
## A not-so-simple example, the datasaurus dozen
For each dataset we have x and y values, in addition we can map dataset to color

.left-code[

``` r
ggplot(datasaurus_dozen) +
* aes(x, y, color=dataset)
```
]
.right-plot[
<img src="index_files/figure-html/plot6-1.png" style="display: block; margin: auto;" />
]
---
## A not-so-simple example, the datasaurus dozen
Trying a simple scatter plot first, but there is too much information
.left-code[

``` r
ggplot(datasaurus_dozen) +
 aes(x, y, color=dataset) +
* geom_point()
```
]
.right-plot[
<img src="index_files/figure-html/plot7-1.png" style="display: block; margin: auto;" />
]
---
## A not-so-simple example, the datasaurus dozen

We can use facets to split up by dataset, revealing the different distributions
.left-code[

``` r
ggplot(datasaurus_dozen) +
 aes(x, y, color=dataset) +
 geom_point() +
* facet_wrap(~dataset)
```
]
.right-plot[
<img src="index_files/figure-html/plot8-1.png" style="display: block; margin: auto;" />
]
---
## A not-so-simple example, the datasaurus dozen
We can just as easily turn it into an animation, transitioning between dataset states!

.left-code[

``` r
ggplot(datasaurus_dozen) +
  aes(x, y) +
  geom_point() +
* transition_states(dataset, 3, 1) +
* labs(title = "Dataset: {closest_state}")

```
]
.right-plot[
<img src="index_files/figure-html/plot9-1.gif" style="display: block; margin: auto;" />
]

---
class: inverse
# Your turn

The `datasaurus_dozen` data set is part of the R package `datasauRus`.

- Load the gganimate package and get the animation from the previous page to run in your R session (might take a moment)
- The function `transition_states` drives the animation. It has values 1 and 3. What do these values mean? 
Read up on their meaning and change them.

---
# Controlling an animation

We control plot movement with (a grammar of animation):

#### Transitions: `transition_*()` defines which variable(s) should control the animation and how.

#### Views: `view_*()` defines how the scales in x and y change during the animation (fixed? re-scale?).

#### Shadows: `shadow_*()` defines how data from other points in time should be presented at any given point in time.

#### Entrances/Exits: `enter_*()` and `exit_*()` define how new data should appear and how old data should disappear during the course of the animation.

#### Easing: `ease_aes()` defines the pace of transitions.

---
class: inverse middle
# Your Turn

The gapminder example from the beginning has the static part shown below

Add animation parts! adding `transition_time(year)` results in the visualisation from the start.

What other animation are helpful? What views do you want to set? Maybe a shadow looks interesting?

``` r
library(gapminder)

ggplot(gapminder, aes(gdpPercap, lifeExp, size = pop, colour = country)) +
  geom_point(alpha = 0.7) +
  scale_colour_manual(values = country_colors, guide=FALSE) +
  scale_size("Population size", range = c(2, 12), breaks=c(1*10^8, 2*10^8, 5*10^8, 10^9, 2*20^9)) +
  scale_x_log10() +
  facet_wrap(~continent) +
  theme(legend.position = "bottom")
```

---
# Resources

- Carson Sievert [Interactive web-based data visualization with R, plotly, and shiny](https://plotly-r.com)
- website for [gganimate](https://gganimate.com/)
- Mitch O'Hara-Wild's [tutorial on gganimate](https://github.com/numbats/gganimate-workshop)

---
# Share and share alike

<a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png" /></a> This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/">Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License</a>.