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# Crash Data Visualization Using Leaflet

.large[Ashirwad Barnwal | ISU Graphics Group | 2020-09-03 (updated: 2020-09-19)]

---
# Who am I?

~~No one cared who I was until I put on the mask.~~ 😉

.pull-left[

Brief background:

- 3rd year PhD student in Civil Engineering (Transportation Data Analytics)
- 2nd year MS student in Statistics (concurrent degree)
- I took Stat 579 (Intro to R) with Dr. Hofmann in Fall 2018

Connect with me at:

- [<svg style="height:0.8em;top:.04em;position:relative;" viewBox="0 0 448 512"><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"/></svg> @ashirwad1992](www.linkedin.com/in/ashirwad1992)
- [<svg style="height:0.8em;top:.04em;position:relative;" viewBox="0 0 512 512"><path d="M476 3.2L12.5 270.6c-18.1 10.4-15.8 35.6 2.2 43.2L121 358.4l287.3-253.2c5.5-4.9 13.3 2.6 8.6 8.3L176 407v80.5c0 23.6 28.5 32.9 42.5 15.8L282 426l124.6 52.2c14.2 6 30.4-2.9 33-18.2l72-432C515 7.8 493.3-6.8 476 3.2z"/></svg> ashirwad1992@gmail.com](mailto:ashirwad1992@gmail.com)
- [<svg style="height:0.8em;top:.04em;position:relative;" viewBox="0 0 496 512"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg> @ashirwad](http://github.com/ashirwad)

]

.pull-right[

Added mask to my photo using [Kapwing](https://www.kapwing.com/) 😄

]

---
# What's the goal of this presentation?

.pull-left[

Start here:

![classic+animation+choices](https://media0.giphy.com/media/Jyx7xUsUtHSjm/giphy.gif)  
<div style='font-size:50%'>(Available at [http://gph.is/1bbZpie](http://gph.is/1bbZpie), Sep 02, 2020)</div>

]

.pull-right[

End here:

![which+one+choices](https://media2.giphy.com/media/Uni2jYCihB3fG/giphy.gif)  
<div style='font-size:50%'>(Available at [http://gph.is/2alF2tv](http://gph.is/2alF2tv), Sep 02, 2020)</div>

]

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class: center, inverse, middle

# Enough of humor...  
# Let's get started with some serious data visualization!

![serious](https://media4.giphy.com/media/Fr51PdEf2NxOE/giphy.gif)  
<div style='font-size:50%'>(Available at [http://gph.is/1qKXewI](http://gph.is/1qKXewI), Sep 02, 2020)</div>

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# What is Leaflet?

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# Leaflet for R

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# What open data am I using?

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# Some notes about the data processing

- **Step 1**: Downloaded [crash data](https://data.iowadot.gov/datasets/crash-data-1) from the open data portal. The data has records of all crashes that occurred within Iowa over the last 10 years.
- **Step 2**: Processed data and extracted 5 years (2015--2019) worth of fatal crashes

Here's a glimpse of the extracted data set:

<div id="htmlwidget-3901ffac9aeab7394a66" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-3901ffac9aeab7394a66">{"x":{"url":"index_files/figure-html//widgets/widget_fatal-crashes-table.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with circles
**Note**: Unless stated otherwise, this and subsequent data visualizations uses 2019 fatal crash data to improve leaflet rendering performance.

<div id="htmlwidget-2eee98ab2d90467d119a" style="width:100%;height:450px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-2eee98ab2d90467d119a">{"x":{"url":"index_files/figure-html//widgets/widget_circles.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with circles and a minimap

<div id="htmlwidget-98c90aae469d97176cad" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-98c90aae469d97176cad">{"x":{"url":"index_files/figure-html//widgets/widget_circles-minimap.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with marker clusters

<div id="htmlwidget-7a9d780876033e23e1f0" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-7a9d780876033e23e1f0">{"x":{"url":"index_files/figure-html//widgets/widget_marker-clusters.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with a heatmap layer

<div id="htmlwidget-3aef4f8eaa6c2be510ec" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-3aef4f8eaa6c2be510ec">{"x":{"url":"index_files/figure-html//widgets/widget_heatmap.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with a hexbin-based heatmap layer

<div id="htmlwidget-55fcaf6c240674efd51e" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-55fcaf6c240674efd51e">{"x":{"url":"index_files/figure-html//widgets/widget_hexbin-heatmap.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with layers control

<div id="htmlwidget-9505c4ba0d3bbff414c1" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-9505c4ba0d3bbff414c1">{"x":{"url":"index_files/figure-html//widgets/widget_overlay-layers-control.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with base and overlay layers control

<div id="htmlwidget-76c6755ab144980383e0" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-76c6755ab144980383e0">{"x":{"url":"index_files/figure-html//widgets/widget_both-layers-control.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with synced heatmap layers
Summer (L) vs. Winter (R) fatal crashes

<div style="display:inline;width:49%;float:left;border-style:solid;border-color:#BEBEBE;border-width:1px 1px 1px 1px;">
<div id="htmlwidget-5692" style="width:100%;height:400px;" class="leaflet html-widget"></div>
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# Map with desynced heatmap layers
Same heatmap on both left & right panes

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<script>
HTMLWidgets.addPostRenderHandler(function() {
var leaf_widgets = {};
                Array.prototype.map.call(
                 document.querySelectorAll(".leaflet"),
                   function(ldiv){
                     if (HTMLWidgets.find("#" + ldiv.id) && HTMLWidgets.find("#" + ldiv.id).getMap()) {
                        leaf_widgets[ldiv.id] = HTMLWidgets.find("#" + ldiv.id).getMap();
                     }
                   }
                );
               
});
</script>

---
# Map with a choropleth layer

<div id="htmlwidget-75196e7b65acdb533c16" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-75196e7b65acdb533c16">{"x":{"url":"index_files/figure-html//widgets/widget_choropleth.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with a choropleth layer (normalized)
**VMT**: Vehicle Miles Traveled; **Crash rate**: Number of crashes per million VMT

<div id="htmlwidget-4f835b555a9380999cc2" style="width:100%;height:450px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-4f835b555a9380999cc2">{"x":{"url":"index_files/figure-html//widgets/widget_choropleth-normed.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with side-by-side choropleth layers

<div id="htmlwidget-07f6a86a61fa2a82d236" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-07f6a86a61fa2a82d236">{"x":{"url":"index_files/figure-html//widgets/widget_choropleth-juxtaposed.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with mini circle charts

<div id="htmlwidget-ca9c4fdc53744417be92" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-ca9c4fdc53744417be92">{"x":{"url":"index_files/figure-html//widgets/widget_mini-circles.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with mini pie charts

<div id="htmlwidget-008a8b62b973eaac0ab0" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-008a8b62b973eaac0ab0">{"x":{"url":"index_files/figure-html//widgets/widget_mini-pies.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Map with mini bar charts

<div id="htmlwidget-f5e8f927ee78cd12763c" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-f5e8f927ee78cd12763c">{"x":{"url":"index_files/figure-html//widgets/widget_mini-bars.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Animated map with mini circle charts

<div id="htmlwidget-150f3902d064be4434ff" style="width:100%;height:500px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-150f3902d064be4434ff">{"x":{"url":"index_files/figure-html//widgets/widget_mini-circles-animation.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Animated map with mini pie charts
Weekday (purple) vs. Weekend (orange) fatal crashes

<div id="htmlwidget-d72fb9670ef05a4a05a8" style="width:100%;height:450px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-d72fb9670ef05a4a05a8">{"x":{"url":"index_files/figure-html//widgets/widget_mini-pies-animation.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

---
# Animated map with side-by-side mini circle charts
Same mini circle charts on both panes

.pull-left[

<div id="htmlwidget-94762d4e88c9152aaccf" style="width:100%;height:400px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-94762d4e88c9152aaccf">{"x":{"url":"index_files/figure-html//widgets/widget_mini-circles-anim-left.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

]

.pull-right[

<div id="htmlwidget-8742b8dab0b1f346a8de" style="width:100%;height:400px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-8742b8dab0b1f346a8de">{"x":{"url":"index_files/figure-html//widgets/widget_mini-circles-anim-right.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

]

---
# Animated map with side-by-side circle & pie minicharts

.pull-left[

<div id="htmlwidget-215a8c716dc6f939c0d4" style="width:100%;height:450px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-215a8c716dc6f939c0d4">{"x":{"url":"index_files/figure-html//widgets/widget_mini-circles-anim-left2.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

]

.pull-right[

<div id="htmlwidget-d967b838e7bbc0e243fa" style="width:100%;height:450px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-d967b838e7bbc0e243fa">{"x":{"url":"index_files/figure-html//widgets/widget_mini-pies-anim-right.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

]

---
class: center, inverse, middle

# Life outside R & Leaflet...

---
# Kepler.gl

---
# Deck.gl

---
# Datawrapper

---
# QGIS

---
# ArcGIS Online

.pull-left[

Labor day, s/he is 👀 at you!

![covid+graph](https://media3.giphy.com/media/Qu1fT51CG14ksIkASL/giphy.gif)
<div style='font-size:50%'>(Available at [https://gph.is/g/Z7gwmOm](https://gph.is/g/Z7gwmOm), Sep 03, 2020)</div>

]

.pull-right[

**Acknowledgements**
- [Yihui Xie](https://yihui.org/) for his [`xaringan`](https://CRAN.R-project.org/package=xaringan) package
- Harry Zhu for his awesome leaflet ideas on his [GitHub repo](https://github.com/harryprince/awesome-leaflet)
- [Ganesh Krishnan](https://www.linkedin.com/in/ganeshkrishnann/) & [ISU Graphics Group](https://isu-graphics.rbind.io/) for inviting me to give this talk

**Closing remarks...**
- Check out the [GitHub repo](https://github.com/ashirwad/isu-graphics_crash-data-viz) that powers these slides
- License: [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/)

]

Notes for current slide

Notes for next slide

Crash Data Visualization Using Leaflet

Ashirwad Barnwal | ISU Graphics Group | 2020-09-03 (updated: 2020-09-19)

1 / 34

Who am I?

~~No one cared who I was until I put on the mask.~~ 😉

Brief background:

3rd year PhD student in Civil Engineering (Transportation Data Analytics)
2nd year MS student in Statistics (concurrent degree)
I took Stat 579 (Intro to R) with Dr. Hofmann in Fall 2018

Connect with me at:

Added mask to my photo using Kapwing 😄

2 / 34

What's the goal of this presentation?

Start here:

classic+animation+choices

(Available at [http://gph.is/1bbZpie](http://gph.is/1bbZpie), Sep 02, 2020)

End here:

which+one+choices

(Available at [http://gph.is/2alF2tv](http://gph.is/2alF2tv), Sep 02, 2020)

3 / 34

Enough of humor...

Let's get started with some serious data visualization!

serious

(Available at [http://gph.is/1qKXewI](http://gph.is/1qKXewI), Sep 02, 2020)

4 / 34

What is Leaflet?5 / 34

Leaflet for R6 / 34

What open data am I using?7 / 34

Some notes about the data processing

Step 1: Downloaded crash data from the open data portal. The data has records of all crashes that occurred within Iowa over the last 10 years.
Step 2: Processed data and extracted 5 years (2015--2019) worth of fatal crashes

Here's a glimpse of the extracted data set:

8 / 34

Map with circles

Note: Unless stated otherwise, this and subsequent data visualizations uses 2019 fatal crash data to improve leaflet rendering performance.

9 / 34

Map with circles and a minimap
10 / 34

Map with marker clusters
11 / 34

Map with a heatmap layer
12 / 34

Map with a hexbin-based heatmap layer
13 / 34

Map with layers control
14 / 34

Map with base and overlay layers control
15 / 34

Map with synced heatmap layers

Summer (L) vs. Winter (R) fatal crashes

16 / 34

Map with desynced heatmap layers

Same heatmap on both left & right panes

17 / 34

Map with a choropleth layer
18 / 34

Map with a choropleth layer (normalized)

VMT: Vehicle Miles Traveled; Crash rate: Number of crashes per million VMT

19 / 34

Map with side-by-side choropleth layers
20 / 34

Map with mini circle charts
21 / 34

Map with mini pie charts
22 / 34

Map with mini bar charts
23 / 34

Animated map with mini circle charts
24 / 34

Animated map with mini pie charts

Weekday (purple) vs. Weekend (orange) fatal crashes

25 / 34

Animated map with side-by-side mini circle charts

Same mini circle charts on both panes

26 / 34

Animated map with side-by-side circle & pie minicharts
27 / 34

Life outside R & Leaflet...28 / 34

Kepler.gl29 / 34

Deck.gl30 / 34

Datawrapper31 / 34

QGIS32 / 34

ArcGIS Online33 / 34

Thank you. Stay safe, healthy, & responsible!

Labor day, s/he is 👀 at you!

covid+graph

(Available at [https://gph.is/g/Z7gwmOm](https://gph.is/g/Z7gwmOm), Sep 03, 2020)

Acknowledgements

Yihui Xie for his xaringan package
Harry Zhu for his awesome leaflet ideas on his GitHub repo
Ganesh Krishnan & ISU Graphics Group for inviting me to give this talk

Closing remarks...

Check out the GitHub repo that powers these slides
License: CC BY-SA 4.0

34 / 34

Who am I?

~~No one cared who I was until I put on the mask.~~ 😉

Brief background:

3rd year PhD student in Civil Engineering (Transportation Data Analytics)
2nd year MS student in Statistics (concurrent degree)
I took Stat 579 (Intro to R) with Dr. Hofmann in Fall 2018

Connect with me at:

Added mask to my photo using Kapwing 😄

2 / 34

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