Data Visualization

class: center, middle, inverse, title-slide

.title[
# Data Visualization
]
.subtitle[
## Chapter 3. Data Visualization in R
]
.author[
### Iñaki Úcar
]
.institute[
### Department of Statistics | uc3m-Santander Big Data Institute
]
.institute[
### Master in Computational Social Science
]
.date[
### Licensed under Creative Commons Attribution <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a> Last generated: 2023-01-25
]

---

class: base24

# Directory of Visualizations
.footnote[Based on [The R Graph Gallery](https://r-graph-gallery.com/)]

.pull-left[
- .distribution[[Distribution](ch3_1.html#3)].icons[
  ![:scale 10%](assets/img/section/Violin150.png)
  ![:scale 10%](assets/img/section/Density150.png)
  ![:scale 10%](assets/img/section/Histogram150.png)
  ![:scale 10%](assets/img/section/Box1150.png)
  ![:scale 10%](assets/img/section/Joyplot150.png)
  ]

- .correlation[[Correlation](ch3_2.html#3)].icons[
  ![:scale 10%](assets/img/section/ScatterPlot150.png)
  ![:scale 10%](assets/img/section/Heatmap150.png)
  ![:scale 10%](assets/img/section/Correlogram150.png)
  ![:scale 10%](assets/img/section/BubblePlot150.png)
  ![:scale 10%](assets/img/section/ScatterConnected150.png)
  ![:scale 10%](assets/img/section/2dDensity150.png)
  ]

- .ranking[[Ranking](ch3_3.html#3)].icons[
  ![:scale 10%](assets/img/section/Bar150.png)
  ![:scale 10%](assets/img/section/Spider150.png)
  ![:scale 10%](assets/img/section/Wordcloud150.png)
  ![:scale 10%](assets/img/section/Parallel1150.png)
  ![:scale 10%](assets/img/section/Lollipop150.png)
  ![:scale 10%](assets/img/section/CircularBarplot150.png)
  ]

- .part[[Part of a Whole](ch3_4.html#3)].icons[
  ![:scale 10%](assets/img/section/GroupedRed150.png)
  ![:scale 10%](assets/img/section/Tree150.png)
  ![:scale 10%](assets/img/section/Doughnut150.png)
  ![:scale 10%](assets/img/section/Pie150.png)
  ![:scale 10%](assets/img/section/Dendrogram150.png)
  ![:scale 10%](assets/img/section/CircularPacking150.png)
  ]
]
.pull-right[
- .evolution[[Evolution](ch3_5.html#3)].icons[
  ![:scale 10%](assets/img/section/Line150.png)
  ![:scale 10%](assets/img/section/Area150.png)
  ![:scale 10%](assets/img/section/StackedArea150.png)
  ![:scale 10%](assets/img/section/Stream150.png)
  ![:scale 10%](assets/img/section/Time150.gif)
  ]

- .map[[Map](ch3_6.html#3)].icons[
  ![:scale 10%](assets/img/section/Map150.png)
  ![:scale 10%](assets/img/section/Choropleth150.png)
  ![:scale 10%](assets/img/section/MapHexbin150.png)
  ![:scale 10%](assets/img/section/Cartogram150.png)
  ![:scale 10%](assets/img/section/ConnectedMap150.png)
  ![:scale 10%](assets/img/section/BubbleMap150.png)
  ]

- .flow[[Flow](ch3_7.html#3)].icons[
  ![:scale 10%](assets/img/section/Chord150.png)
  ![:scale 10%](assets/img/section/Network150.png)
  ![:scale 10%](assets/img/section/Sankey150.png)
  ![:scale 10%](assets/img/section/Arc150.png)
  ![:scale 10%](assets/img/section/Bundle150.png)
  ]

- .other[[Other resources](ch3_8.html#3)].icons[
  ![:scale 10%](assets/img/section/anim150.gif)
  ![:scale 10%](assets/img/section/Interactive150.png)
  ![:scale 10%](assets/img/section/Bad150.png)
  ![:scale 10%](assets/img/section/DataArt1150.png)
  ]
]

---
class: other

# Other Resources
.footnote[[< Contents](#2)]

[![:scale 15%](assets/img/section/anim150.gif)](https://r-graph-gallery.com/animation.html)
[![:scale 15%](assets/img/section/Interactive150.png)](https://r-graph-gallery.com/interactive-charts.html)
[![:scale 15%](assets/img/section/Bad150.png)](https://www.data-to-viz.com/caveats.html)
[![:scale 15%](assets/img/section/DataArt1150.png)](https://www.data-to-art.com/)

.bottom[Animation]
.bottom[Interactive]
.bottom[Caveats]
.bottom[Data Art]

.black.font120[
]

---
class: other

# Other Resources ![:scale 6%](assets/img/section/anim150.gif) Animation
.footnote[[< Contents](#2)]

.pull-left-mod[

```r
ggplot(gapminder::gapminder) +
 aes(gdpPercap, lifeExp) +
 geom_point(aes(size=pop,
 color=continent),
 alpha=0.7) +
 scale_size(range=c(2, 12), guide=NULL) +
 scale_x_log10() +
 theme(legend.position=c(1, 0),
 legend.justification=c(1, 0)) +
* gganimate::transition_time(year) +
* gganimate::ease_aes("linear") +
* labs(title="Year: {frame_time}")
```
]
.pull-right-mod[
<img src="ch3_files/animation-1.gif" style="display: block; margin: auto;" />
]

---
class: other

# Other Resources ![:scale 6%](assets/img/section/Interactive150.png) Interactivity
.footnote[[< Contents](#2)]

.pull-left-mod[

```r
ggplot(gapminder::gapminder) +
 aes(gdpPercap, lifeExp) +
 geom_point(aes(size=pop,
 color=continent),
 alpha=0.7) +
 scale_size(range=c(2, 12), guide=NULL) +
 scale_x_log10() +
 theme_gray(base_size=10) +
* aes(frame=year, text=country) -> p
*plotly::ggplotly(p) |>
 plotly::layout(legend=list(
 x=1, y=0, xanchor="right"))
```
]
.pull-right-mod[
<div class="plotly html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-986bc948924e2df68295" style="width:100%;height:550px;"></div>
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Rep. gdpPercap: 780.5423 lifeExp: 39.14300 pop: 14100005 continent: Africa","year: 1952 Congo, Rep. gdpPercap: 2125.6214 lifeExp: 42.11100 pop: 854885 continent: Africa","year: 1952 Cote d'Ivoire gdpPercap: 1388.5947 lifeExp: 40.47700 pop: 2977019 continent: Africa","year: 1952 Djibouti gdpPercap: 2669.5295 lifeExp: 34.81200 pop: 63149 continent: Africa","year: 1952 Egypt gdpPercap: 1418.8224 lifeExp: 41.89300 pop: 22223309 continent: Africa","year: 1952 Equatorial Guinea gdpPercap: 375.6431 lifeExp: 34.48200 pop: 216964 continent: Africa","year: 1952 Eritrea gdpPercap: 328.9406 lifeExp: 35.92800 pop: 1438760 continent: Africa","year: 1952 Ethiopia gdpPercap: 362.1463 lifeExp: 34.07800 pop: 20860941 continent: Africa","year: 1952 Gabon gdpPercap: 4293.4765 lifeExp: 37.00300 pop: 420702 continent: Africa","year: 1952 Gambia gdpPercap: 485.2307 lifeExp: 30.00000 pop: 284320 continent: Africa","year: 1952 Ghana gdpPercap: 911.2989 lifeExp: 43.14900 pop: 5581001 continent: Africa","year: 1952 Guinea gdpPercap: 510.1965 lifeExp: 33.60900 pop: 2664249 continent: Africa","year: 1952 Guinea-Bissau gdpPercap: 299.8503 lifeExp: 32.50000 pop: 580653 continent: Africa","year: 1952 Kenya gdpPercap: 853.5409 lifeExp: 42.27000 pop: 6464046 continent: Africa","year: 1952 Lesotho gdpPercap: 298.8462 lifeExp: 42.13800 pop: 748747 continent: Africa","year: 1952 Liberia gdpPercap: 575.5730 lifeExp: 38.48000 pop: 863308 continent: Africa","year: 1952 Libya gdpPercap: 2387.5481 lifeExp: 42.72300 pop: 1019729 continent: Africa","year: 1952 Madagascar gdpPercap: 1443.0117 lifeExp: 36.68100 pop: 4762912 continent: Africa","year: 1952 Malawi gdpPercap: 369.1651 lifeExp: 36.25600 pop: 2917802 continent: Africa","year: 1952 Mali gdpPercap: 452.3370 lifeExp: 33.68500 pop: 3838168 continent: Africa","year: 1952 Mauritania gdpPercap: 743.1159 lifeExp: 40.54300 pop: 1022556 continent: Africa","year: 1952 Mauritius gdpPercap: 1967.9557 lifeExp: 50.98600 pop: 516556 continent: Africa","year: 1952 Morocco gdpPercap: 1688.2036 lifeExp: 42.87300 pop: 9939217 continent: Africa","year: 1952 Mozambique gdpPercap: 468.5260 lifeExp: 31.28600 pop: 6446316 continent: Africa","year: 1952 Namibia gdpPercap: 2423.7804 lifeExp: 41.72500 pop: 485831 continent: Africa","year: 1952 Niger gdpPercap: 761.8794 lifeExp: 37.44400 pop: 3379468 continent: Africa","year: 1952 Nigeria gdpPercap: 1077.2819 lifeExp: 36.32400 pop: 33119096 continent: Africa","year: 1952 Reunion gdpPercap: 2718.8853 lifeExp: 52.72400 pop: 257700 continent: Africa","year: 1952 Rwanda gdpPercap: 493.3239 lifeExp: 40.00000 pop: 2534927 continent: Africa","year: 1952 Sao Tome and Principe gdpPercap: 879.5836 lifeExp: 46.47100 pop: 60011 continent: Africa","year: 1952 Senegal gdpPercap: 1450.3570 lifeExp: 37.27800 pop: 2755589 continent: Africa","year: 1952 Sierra Leone gdpPercap: 879.7877 lifeExp: 30.33100 pop: 2143249 continent: Africa","year: 1952 Somalia gdpPercap: 1135.7498 lifeExp: 32.97800 pop: 2526994 continent: Africa","year: 1952 South Africa gdpPercap: 4725.2955 lifeExp: 45.00900 pop: 14264935 continent: Africa","year: 1952 Sudan gdpPercap: 1615.9911 lifeExp: 38.63500 pop: 8504667 continent: Africa","year: 1952 Swaziland gdpPercap: 1148.3766 lifeExp: 41.40700 pop: 290243 continent: Africa","year: 1952 Tanzania gdpPercap: 716.6501 lifeExp: 41.21500 pop: 8322925 continent: Africa","year: 1952 Togo gdpPercap: 859.8087 lifeExp: 38.59600 pop: 1219113 continent: Africa","year: 1952 Tunisia gdpPercap: 1468.4756 lifeExp: 44.60000 pop: 3647735 continent: Africa","year: 1952 Uganda gdpPercap: 734.7535 lifeExp: 39.97800 pop: 5824797 continent: Africa","year: 1952 Zambia gdpPercap: 1147.3888 lifeExp: 42.03800 pop: 2672000 continent: Africa","year: 1952 Zimbabwe gdpPercap: 406.8841 lifeExp: 48.45100 pop: 3080907 continent: 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1952 Argentina gdpPercap: 5911.3151 lifeExp: 62.48500 pop: 17876956 continent: Americas","year: 1952 Bolivia gdpPercap: 2677.3263 lifeExp: 40.41400 pop: 2883315 continent: Americas","year: 1952 Brazil gdpPercap: 2108.9444 lifeExp: 50.91700 pop: 56602560 continent: Americas","year: 1952 Canada gdpPercap: 11367.1611 lifeExp: 68.75000 pop: 14785584 continent: Americas","year: 1952 Chile gdpPercap: 3939.9788 lifeExp: 54.74500 pop: 6377619 continent: Americas","year: 1952 Colombia gdpPercap: 2144.1151 lifeExp: 50.64300 pop: 12350771 continent: Americas","year: 1952 Costa Rica gdpPercap: 2627.0095 lifeExp: 57.20600 pop: 926317 continent: Americas","year: 1952 Cuba gdpPercap: 5586.5388 lifeExp: 59.42100 pop: 6007797 continent: Americas","year: 1952 Dominican Republic gdpPercap: 1397.7171 lifeExp: 45.92800 pop: 2491346 continent: Americas","year: 1952 Ecuador gdpPercap: 3522.1107 lifeExp: 48.35700 pop: 3548753 continent: Americas","year: 1952 El Salvador gdpPercap: 3048.3029 lifeExp: 45.26200 pop: 2042865 continent: Americas","year: 1952 Guatemala gdpPercap: 2428.2378 lifeExp: 42.02300 pop: 3146381 continent: Americas","year: 1952 Haiti gdpPercap: 1840.3669 lifeExp: 37.57900 pop: 3201488 continent: Americas","year: 1952 Honduras gdpPercap: 2194.9262 lifeExp: 41.91200 pop: 1517453 continent: Americas","year: 1952 Jamaica gdpPercap: 2898.5309 lifeExp: 58.53000 pop: 1426095 continent: Americas","year: 1952 Mexico gdpPercap: 3478.1255 lifeExp: 50.78900 pop: 30144317 continent: Americas","year: 1952 Nicaragua gdpPercap: 3112.3639 lifeExp: 42.31400 pop: 1165790 continent: Americas","year: 1952 Panama gdpPercap: 2480.3803 lifeExp: 55.19100 pop: 940080 continent: Americas","year: 1952 Paraguay gdpPercap: 1952.3087 lifeExp: 62.64900 pop: 1555876 continent: Americas","year: 1952 Peru gdpPercap: 3758.5234 lifeExp: 43.90200 pop: 8025700 continent: Americas","year: 1952 Puerto Rico gdpPercap: 3081.9598 lifeExp: 64.28000 pop: 2227000 continent: Americas","year: 1952 Trinidad and Tobago gdpPercap: 3023.2719 lifeExp: 59.10000 pop: 662850 continent: Americas","year: 1952 United States gdpPercap: 13990.4821 lifeExp: 68.44000 pop: 157553000 continent: Americas","year: 1952 Uruguay gdpPercap: 5716.7667 lifeExp: 66.07100 pop: 2252965 continent: Americas","year: 1952 Venezuela gdpPercap: 7689.7998 lifeExp: 55.08800 pop: 5439568 continent: Americas"],"frame":"1952","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(163,165,0,1)","opacity":0.7,"size":[11.952384842518,9.30791896848448,15.3855061197879,11.5531031249809,10.175150153176,11.2079936563223,8.52780762701639,10.09742464993,9.18198434004935,9.5031238084726,9.02467905029061,9.38758125943775,9.40383316287914,8.81558499516045,8.77556567331944,13.267886001801,8.65354398444667,8.53547258732113,8.8320403913882,10.4966293662368,9.09122010110769,8.36717882907482,20.620998345377,9.10037201715997,9.97312832445763],"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(163,165,0,1)"}},"hoveron":"points","name":"Americas","legendgroup":"Americas","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","visible":true},{"x":[2.89178565070639,3.99418885910468,2.83521110677235,2.56640129232975,2.60254679160356,3.48492892667285,2.73764241302062,2.8748768833905,3.48220534228651,3.61592545033292,3.61135385491083,3.50744516771402,3.18946443127902,3.0367397532404,3.0130868621518,5.03495857498782,3.68437887876133,3.26271986425609,2.89573564318216,2.51982799377572,2.73708582406826,3.26203090406686,2.83543508289054,3.10478780221552,3.81020258849406,3.3645769259938,3.0348417539084,3.2157658381984,3.08168852810498,2.8795531210227,2.78180310257259,3.18058239847588,2.89304987672292],"y":[28.801,50.939,37.484,39.417,44,60.96,37.373,37.468,44.869,45.32,65.39,63.03,43.158,50.056,47.453,55.565,55.928,48.463,42.244,36.319,36.157,37.578,43.436,47.752,39.875,60.396,57.593,45.883,58.5,50.848,40.412,43.16,32.548],"text":["year: 1952 Afghanistan gdpPercap: 779.4453 lifeExp: 28.80100 pop: 8425333 continent: Asia","year: 1952 Bahrain gdpPercap: 9867.0848 lifeExp: 50.93900 pop: 120447 continent: Asia","year: 1952 Bangladesh gdpPercap: 684.2442 lifeExp: 37.48400 pop: 46886859 continent: Asia","year: 1952 Cambodia gdpPercap: 368.4693 lifeExp: 39.41700 pop: 4693836 continent: Asia","year: 1952 China gdpPercap: 400.4486 lifeExp: 44.00000 pop: 556263527 continent: Asia","year: 1952 Hong Kong, China gdpPercap: 3054.4212 lifeExp: 60.96000 pop: 2125900 continent: Asia","year: 1952 India gdpPercap: 546.5657 lifeExp: 37.37300 pop: 372000000 continent: Asia","year: 1952 Indonesia gdpPercap: 749.6817 lifeExp: 37.46800 pop: 82052000 continent: Asia","year: 1952 Iran gdpPercap: 3035.3260 lifeExp: 44.86900 pop: 17272000 continent: Asia","year: 1952 Iraq gdpPercap: 4129.7661 lifeExp: 45.32000 pop: 5441766 continent: Asia","year: 1952 Israel gdpPercap: 4086.5221 lifeExp: 65.39000 pop: 1620914 continent: Asia","year: 1952 Japan gdpPercap: 3216.9563 lifeExp: 63.03000 pop: 86459025 continent: Asia","year: 1952 Jordan gdpPercap: 1546.9078 lifeExp: 43.15800 pop: 607914 continent: Asia","year: 1952 Korea, Dem. 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]

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# Other Resources ![:scale 6%](assets/img/section/Bad150.png) Caveats
.footnote[[< Contents](#2)]

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# Other Resources ![:scale 6%](assets/img/section/DataArt1150.png) Inspiration
.footnote[[< Contents](#2)]

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# Other Resources ![:scale 6%](assets/img/section/DataArt1150.png) Data Art
.footnote[[< Contents](#2)]

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# Other Resources | Chart selection
.footnote[[< Contents](#2)]

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# Other Resources | Chart selection
.footnote[[< Contents](#2)]

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# Other Resources | Chart selection
.footnote[[< Contents](#2)]

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# Other Resources | Extensions
.footnote[[< Contents](#2)]