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<!DOCTYPE html>
<html>
<head>
<title>R you ready to make charts?</title>
<meta charset="utf-8">
<meta name="author" content=" Will Chase" />
<script src="libs/htmlwidgets/htmlwidgets.js"></script>
<script src="libs/jquery/jquery.min.js"></script>
<link href="libs/datatables-css/datatables-crosstalk.css" rel="stylesheet" />
<script src="libs/datatables-binding/datatables.js"></script>
<link href="libs/dt-core/css/jquery.dataTables.min.css" rel="stylesheet" />
<link href="libs/dt-core/css/jquery.dataTables.extra.css" rel="stylesheet" />
<script src="libs/dt-core/js/jquery.dataTables.min.js"></script>
<link href="libs/crosstalk/css/crosstalk.css" rel="stylesheet" />
<script src="libs/crosstalk/js/crosstalk.min.js"></script>
<link rel="stylesheet" href="assets/beige.css" type="text/css" />
<link rel="stylesheet" href="assets/ninjutsu_wrc.css" type="text/css" />
</head>
<body>
<textarea id="source">
exclude: true
<style type="text/css">
code.r{
font-size: 13px;
}
pre {
font-size: 13px !important;
}
</style>
---
class: split-two
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.min.css">
.column.bg-main1[
.font3.comfortaa.coral[R you ready to make charts?]
</br></br></br></br>
.font2.comfortaa[Will Chase]
.font_large.comfortaa[Philly dataviz meetup</br>
May 29, 2019]
</br>
.font_large[
<ul class="fa-ul">
<li><i class="fa-li fa fa-twitter" id="icon"></i><a href="https://twitter.com/W_R_Chase" target="_blank">@W_R_Chase</a></li>
<li><i class="fa-li fa fa-user" id="icon"></i><a href="williamrchase.com" target="_blank">williamrchase.com</a></li>
</ul>
]
]
.column.bg-main3.center[
</br></br>
.vmiddle[<img src="slide_img/shattered_menagerie.gif" width=95%>]
]
---
class: bg-main1 split-20
.row[
# A little bit about me
]
.row[
.split-two[
.column[<img src="slide_img/will_twitter_pic.png" width="40%">
</br></br>
- Data analyst and visualization specialist at Upenn </br></br>
- Brand new philly baby </br></br>
- Makes generative art </br></br>
- Likes dogs, audiobooks, and tweeting R memes
]
.column[
.font2[My R credentials*:]
</br>
<blockquote class="twitter-tweet" data-lang="en"><p lang="ro" dir="ltr">you: <br>data &lt;- read_csv(&quot;my_data.csv&quot;)<br>data2 &lt;- read_csv(&quot;my_data2.csv&quot;)<br>data3 &lt;- bind_rows(data, data2)<br><br>me, an intellectual: <br>data &lt;- <br> here::here() %&gt;%<br> dir_ls(regexp = &quot;\\.csv$&quot;) %&gt;% <br> map_dfr(read_csv, .id = &quot;source&quot;)</p>&mdash; Will Chase (@W_R_Chase) <a href="https://twitter.com/W_R_Chase/status/1104588157792731138?ref_src=twsrc%5Etfw">March 10, 2019</a></blockquote>
<script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
.font-small[*credentials joke stolen from @nnstats]
]
]
]
---
class: bg-main1
# Dataviz in R == .coral["ggplot"]
</br></br>
.center[<img src="slide_img/ggplot_hex.png" width="40%">]
---
class: bg-main1
# .coral[ggplot] showcase
.center[<img src="slide_img/tennis.png" width="80%">]
---
class: bg-main1
# .coral[ggplot] showcase
.center[<img src="slide_img/field_of_study_bump.png" width="90%">]
---
class: bg-main1
# .coral[ggplot] showcase
.center[<img src="slide_img/TT_1.jpg" width="90%">]
---
class: bg-main1
# .coral[ggplot] showcase
.center[<img src="slide_img/TT_2.jpg" width="65%">]
---
class: bg-main1
# .coral[ggplot] showcase
.center[<img src="slide_img/TT_3.jpg" width="85%">]
---
class: bg-main1
# .coral[ggplot] showcase
.center[<img src="slide_img/TT_4.jpg" width="70%">]
---
class: bg-main1
# .coral[ggplot] showcase
.center[<img src="slide_img/map.png" width="75%">]
---
class: bg-main1
# .coral[ggplot] showcase
.center[<img src="slide_img/watercolor_poster_final_small.png" width="43%">]
---
class: bg-main1 split-two
.column[
.font2[Things R is good at]
.font_large[
- Reproducibility </br></br>
- Free and open source</br></br>
- Fully customizable graphics</br></br>
- Interactive reports</br></br>
- A rich package ecosystem</br></br>
- An amazing community with lots of examples, tutorials, and learning resources</br></br>
]]
--
.column[
.font2[Some downsides]
.font_large[
- Interactive graphs aren't great</br></br>
- There is a learning curve</br></br>
- Corporate and tech cultural biases </br></br>
]]
---
class: bg-main1 split-20
.row[
# Sidebar: do you have a minute to talk about the tidyverse?
]
.row[
.split-two[
.column[
<img src="slide_img/tidyverse.png" width="45%">
<img src="slide_img/r4ds.png" width="40%">
]
.column[
.font2[Some excellent resources:]
- https://evamaerey.github.io/tidyverse_in_action/tidyverse_in_action.html#1 </br></br>
- https://www.williamrchase.com/slides/intro_r_anthropology_2018#1 </br></br>
- https://stat545.com/topics.html </br></br>
- https://r4ds.had.co.nz/ </br></br>
- https://rfortherestofus.com/ </br></br>
]
]
]
---
class: bg-main1 split-20
.row[
## .coral[gg]plot implements a .coral[g]rammar of .coral[g]raphics
]
.row[
.split-two[
.column[
<img src="slide_img/grammar3.png" width="90%">
]
.column[
<img src="slide_img/hadley.jpg" width="50%">
]
]
]
---
class: bg-main1 split-20
.row[
## .coral[gg]plot implements a .coral[g]rammar of .coral[g]raphics
]
.row[
.split-two[
.column[
<img src="slide_img/grammar2.jpg" width="50%">
]
.column[
<img src="slide_img/grammar.png" width="90%">
]
]
]
---
class: bg-main5
<img src="slide_img/grammar-of-graphics.png" width="100%">
</br></br></br></br>
.blue[*credit: @dgkeyes,] https://rfortherestofus.com/
---
class: bg-main1
# .red[Warning]: ugly plots ahead
<img src="slide_img/my_eyes.gif" width="50%"> </br>
--
.font2[We are about to make a lot of ugly plots... that's ok!] </br></br>
--
.font2[Our main goal is to get something on the screen, and build/tweak it bit by bit]
---
class: bg-main1
## Get to know our data
</br>
<div id="htmlwidget-9028beb663a5adcc0e0d" style="width:1200px;height:auto;" class="datatables html-widget"></div>
<script type="application/json" data-for="htmlwidget-9028beb663a5adcc0e0d">{"x":{"filter":"none","fillContainer":false,"data":[[2013,2008,2009,2014,2010,2015,2008,2011,2009,2016,2010,2012,2011,2016,2009,2012,2015,2013,2013,2008,2010,2011,2014,2008,2008,2014,2009,2009,2010,2015,2016,2012,2008,2010,2013,2011,2008,2009,2014,2011,2012,2009,2015,2016,2010,2012,2011,2010,2012,2013,2013,2008,2008,2009,2014,2014,2009,2015,2011,2016,2010,2015,2010,2016,2008,2011,2012,2016,2009,2011,2008,2015,2008,2014,2009,2008,2010,2012,2009,2010,2011,2013,2010,2009,2008,2010,2012,2015,2013,2013,2012,2009,2011,2009,2012,2014,2008,2015,2016,2013,2010,2011,2014,2011,2014,2010,2014,2016,2011,2008,2015,2015,2012,2012,2009,2011,2012,2016,2011,2014,2013,2010,2012,2016,2013,2015,2012,2013,2016,2015,2014,2013,2008,2013,2009,2015,2010,2013,2014,2014,2016,2008,2014,2015,2008,2016,2013,2009,2015,2009,2008,2010,2014,2016,2011,2016,2014,2010,2012,2015,2009,2013,2011,2015,2011,2010,2012,2008,2016,2011,2010,2009,2014,2012,2013,2016,2011,2016,2015,2010,2010,2013,2014,2015,2016,2008,2012,2008,2016,2009,2011,2014,2015,2011,2013,2008,2012,2009,2012,2009,2013,2010,2014,2016,2015,2012,2014,2010,2013,2010,2015,2010,2016,2011,2011,2013,2014,2011,2008,2011,2009,2008,2009,2010,2012,2015,2011,2012,2010,2008,2014,2011,2013,2008,2008,2010,2009,2012,2012,2008,2013,2016,2016,2012,2013,2015,2008,2009,2009,2014,2013,2012,2009,2010,2015,2016,2015,2014,2011,2012,2013,2009,2011,2016,2014,2013,2016,2008,2010,2015,2013,2012,2015,2010,2014,2009,2011,2016,2013,2010,2014,2013,2010,2016,2008,2015,2012,2014,2014,2009,2015,2014,2011,2014,2011,2013,2011,2015,2015,2015,2015,2012,2009,2016,2012,2016,2016,2008,2010,2016,2013,2012,2013,2008,2016,2009,2009,2011,2014,2010,2015,2014,2008,2016,2015,2012,2010,2011,2014,2009,2008,2008,2016,2013,2010,2012,2014,2013,2014,2011,2009,2015,2015,2016,2008,2009,2016,2011,2010,2012,2012,2012,2011,2011,2010,2010,2013,2010,2008,2012,2014,2012,2008,2015,2009,2013,2013,2011,2011,2009,2013,2016,2016,2009,2013,2010,2014,2012,2012,2010,2008,2008,2015,2014,2014,2014,2015,2010,2011,2008,2009,2009,2013,2008,2011,2011,2016,2013,2015,2010,2016,2012,2015,2012,2009,2010,2013,2016,2014,2011,2016,2014,2013,2011,2010,2016,2014,2010,2014,2008,2016,2012,2015,2015,2014,2011,2009,2015,2009,2009,2009,2012,2012,2008,2015,2015,2011,2008,2013,2010,2008,2010,2014,2016,2015,2013,2010,2009,2011,2009,2011,2008,2013,2012,2016,2010,2016,2010,2016,2014,2010,2014,2011,2016,2012,2012,2011,2012,2013,2014,2015,2013,2009,2011,2012,2013,2015,2008,2009,2010,2014,2010,2016,2009,2013,2013,2014,2008,2014,2008,2011,2013,2015,2011,2008,2014,2015,2008,2011,2014,2015,2009,2010,2008,2008,2012,2010,2012,2012,2009,2010,2016,2014,2015,2015,2009,2016,2016,2010,2009,2011,2016,2016,2015,2008,2009,2016,2015,2013,2012,2012,2013,2011,2013,2013,2012,2008,2008,2015,2015,2010,2016,2011,2010,2014,2013,2014,2010,2009,2008,2014,2016,2012,2016,2014,2015,2013,2015,2013,2009,2014,2010,2014,2011,2008,2015,2009,2016,2016,2011,2011,2009,2016,2008,2008,2008,2013,2009,2008,2009,2015,2015,2016,2013,2014,2016,2012,2012,2010,2011,2011,2014,2009,2010,2010,2008,2010,2012,2009,2013,2010,2008,2015,2010,2010,2011,2010,2011,2009,2011,2011,2012,2013,2012,2016,2008,2008,2012,2009,2011,2009,2011,2014,2013,2012,2012,2012,2011,2010,2011,2014,2008,2011,2012,2012,2014,2013,2010,2016,2013,2012,2015,2015,2013,2010,2009,2013,2013,2013,2015,2013,2016,2012,2014,2014,2014,2010,2016,2009,2011,2014,2012,2015,2011,2015,2014,2008,2014,2016,2016,2011,2010,2015,2015,2012,2015,2013,2009,2012,2009,2015,2016,2008,2014,2012,2010,2011,2009,2015,2008,2014,2009,2009,2016,2008,2013,2008,2016,2016,2013,2016,2012,2015,2010,2013,2013,2010,2013,2010,2008,2011,2011,2009,2016,2014,2012,2015,2009,2010,2016,2008,2014,2014,2014,2011,2012,2014,2011,2011,2010,2013,2013,2015,2014,2008,2008,2015,2012,2010,2015,2016,2012,2015,2009,2009,2016,2012,2014,2010,2015,2008,2008,2009,2016,2015,2011,2008,2013,2009,2008,2014,2015,2008,2008,2012,2016,2016,2016,2009,2010,2013,2011,2009,2013,2010,2011,2016,2010,2014,2016,2016,2013,2010,2012,2014,2009,2012,2012,2016,2009,2016,2015,2010,2010,2014,2015,2011,2011,2015,2011,2013,2015,2011,2013,2013,2015,2008,2011,2010,2014,2012,2014,2012,2010,2009,2015,2015,2016,2014,2012,2009,2009,2008,2008,2011,2013,2016,2009,2009,2012,2008,2010,2013,2009,2012,2016,2013,2010,2011,2013,2011,2013,2008,2014,2015,2016,2015,2012,2016,2010,2014,2014,2010,2014,2015,2010,2014,2014,2008,2015,2016,2014,2016,2011,2011,2015,2012,2016,2016,2009,2015,2011,2013,2010,2013,2015,2008,2010,2009,2008,2016,2012,2012,2012,2008,2014,2010,2009,2009,2009,2008,2009,2016,2012,2011,2011,2010,2011,2013,2014,2008,2013,2016,2016,2013,2010,2015,2013,2008,2008,2015,2011,2010,2009,2014,2012,2009,2008,2010,2008,2011,2014,2010,2014,2015,2016,2012,2012,2011,2010,2009,2010,2012,2015,2016,2014,2010,2013,2011,2014,2015,2013,2013,2012,2013,2008,2013,2015,2011,2011,2011,2014,2012,2015,2009,2012,2016,2016,2008,2011,2012,2013,2014,2012,2016,2014,2013,2011,2013,2013,2016,2011,2012,2013,2015,2015,2016,2015,2014,2010,2015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,13342.61,13370.03,13397.23,13404.41,13440.48,13535.13,13596.17,13634.9,13715.74,13760.12,13760.22,13771.4,13799.79,13816.52,13831.26,13863.92,13923.98,13992.66,14085.24,14133.69,14135.06,14146.18,14172.49,14188.29,14200.75,14203.9,14243.49,14264.84,14270.2,14328.89,14347.17,14400,14450.09,14472.41,14518.61,14524.67,14549.54,14551.05,14567.37,14614.97,14686.46,14705.55,14714.45,14719.52,14776.05,14810.03,14815.83,14858.54,14870.24,14887.81,14900.51,14904.48,14934.02,14973.1,15013.3,15045.16,15140.47,15181.47,15227.94,15286.52,15312.45,15333.96,15371.19,15391.2,15398.43,15410.87,15420.17,15483.24,15530.63,15593.17,15616.02,15627.61,15651.18,15656.27,15676.08,15693.69,15694.63,15754.15,15771.12,15810.25,15893.52,15956.82,15971.01,16007.79,16048.92,16049.36,16118.96,16124.56,16180.89,16195.87,16208.28,16210.29,16226.21,16241.56,16337.15,16401.16,16411.37,16457.16,16492.77,16507.34,16511.03,16551.31,16561.77,16571.03,16603.03,16612,16618.12,16658.08,16726.63,16736.85,16848.04,16871.87,16932.18,16937.93,16954.51,16966.36,16981.34,17078.22,17093.84,17171.76,17192.92,17246.83,17253.2,17256.63,17300,17408.19,17440.45,17442.86,17484.29,17534.39,17558.57,17569.83,17571.22,17579.87,17608.37,17639.89,17711.44,17782.03,17783.98,17828.64,17866.47,17904.75,17907.62,17928.7,18004.47,18072.67,18078.1,18145.93,18186.4,18192.11,18243.5,18265.34,18281.19,18300,18310.44,18333.54,18387.06,18513.93,18700,18781.05,18817.74,18931.55,19100,19231.51,19232.67,19242.99,19367.89,19386.58,19432.18,19474.41,19500.31,19579.01,19629.35,19660.89,19690.03,19773.28,19797.32,19802.1,19873.17,19942.5,19948.82,20042.54,20053.58,20090.73,20104.13,20161.5,20163.59,20250.71,20356.92,20437.7,20497.93,20498.71,20623.37,20639.86,20648.06,20678.68,20680.3,20743.99,20758.46,20887.16,21068.85,21087.77,21117.8,21127.53,21156.64,21252.79,21276.93,21555.86,21600,21602.74,21620.28,21631.7,21669.98,21700,21800,21807.11,21818.88,22077.23,22167.88,22310.54,22322.38,22391.32,22578.73,22664.04,22676.52,22785.82,22841.21,22850.64,22854.23,22978.19,23006.93,23008.08,23055.08,23094.47,23186.75,23476.43,23691.64,23700,23700,23773.44,23808.07,23833.21,23868.09,24029.74,24033.97,24310.04,24361.19,24463.2,24524.42,24543.07,24658.08,24719.25,24723.43,24737.69,24818.91,24844.89,24847.86,24986.61,25049.94,25100,25247.2,25284.46,25286.43,25487.61,25515.54,25524.72,25612.26,25724.22,25784.57,25797.5,25835,26022.47,26097.87,26139.66,26141.32,26147.54,26193.02,26240.27,26454.1,26464.38,26468.87,26577.55,26631.56,26639.43,26647.42,26660.7,26697.25,26700.76,26764.96,26780.21,26838.46,27334.81,27399.45,27419.72,27471.05,27495.73,27498.57,27594.35,27641.44,27694.4,27700.29,27766.42,27808.91,27844.8,27897.6,27899.51,28174.39,28175.86,28320.32,28325.88,28538.43,28612.3,28630.87,28655.98,28688.97,28746.65,28797.42,28804.7,28828.32,28900.88,28904.59,28927.67,28941.03,29047.25,29424.06,29429.35,29522.04,29532.38,29624.19,29743.34,29779.8,29796.81,29857.27,29860.37,29878.05,29937.1,29977.57,30158.64,30249.74,30359.93,30376.87,30383.51,30460.38,30485.71,30558.39,30620.71,30628.54,30658.63,30693.87,30700.96,30854.1,30856.01,31012.72,31068.83,31100,31228.51,31265.74,31468.36,31523.93,31708.09,31830.52,31858.36,31914.62,31954.24,31988.25,32000,32068.27,32097.16,32263.32,32385.21,32500.49,32603.91,32615.77,32723.07,32734.54,32848.2,32882.22,32986.03,33178.39,33192.59,33192.68,33263.02,33463.65,33468.73,33569.41,33587.58,33709.65,33882.1,34086.55,34128.96,34507.75,34589.57,34678.94,34749.21,34798.77,34818.12,34823.65,35000.32,35042.2,35095.26,35203.73,35402.92,35667.79,35700,35774.7,35875.46,35888.88,35935.03,36070.81,36131.13,36219.58,36237.11,36257.51,36305.22,36347.34,36607.98,36629.86,36640.12,37035.78,37191.39,37258.22,37283.1,37409.16,37440.64,37679.13,37705.59,37773.95,37823.23,37865,38001.99,38028.77,38133.5,38200,38380.17,38535.33,38775.17,38791.07,38974.08,39179.16,39225.6,39274.76,39308.13,39400,39412.17,39465.12,39523.87,39600,39621.94,39645.66,39749.85,39969.39,40027.24,40091.01,40141.59,40164.58,40234.42,40277.62,40332.45,40557.02,40564.46,40620.18,40683.53,40696.04,40707.2,40717.32,40919.15,41195.96,41248.73,41278.33,41293.52,41316.23,41357.99,41470.2,41565.27,41579.86,41613.34,41627.97,41714.84,41853.7,41894.17,42047.03,42071.19,42121.43,42145.1,42281.19,42354.63,42459.75,42522.42,42656.22,42692.52,42721.16,42733.94,42821.29,43012.85,43041.54,43170.76,43298.69,43378.15,43386.65,43519.78,43564.15,43755.06,43822.82,43935.66,44037.36,44101.47,44168.38,44173.3,44280.69,44403.39,44418.77,44452.73,44502.42,44542.84,44546.01,44601.37,44647.36,44724.97,44800.17,44803.96,44819.48,45147.38,45232.2,45414.89,45519.79,45673.17,45794.4,45843.89,45854,46066.65,46144.12,46180.04,46220.25,46374.24,46416.85,46457.35,46524.18,46707.27,46726.85,46742.8,46775.74,47001.56,47066.76,47092.49,47134.56,47499.63,47810.84,47891.28,47901.45,47922.05,48067.12,48375.41,48401.43,48500,48524.63,48606.25,48666.32,48674.84,48787.49,48904.55,48943.1,49029.01,49100,49527.67,49793.71,49883.04,50085.96,50521.48,50538.61,50573.39,50745.68,50994.31,51264.87,51306.33,51450.96,51759.75,52584.73,52628.25,52782.09,53119.39,53536.25,54013.88,54378.7,54696.73,55427.58,55610.52,56074.88,56183.83,56443.82,57068.04,57588.54,57849.58,58022.03,58363.68,58681.62,58808.39,58822.15,60108.52,60513.62,61655.75,61722.24,61757.25,61902.16,62145.03,63447.48,63648.29,63839.34,63881.67,65447.5,66015.44,67056.12,67360.35,68508.71,68576.74,70657.03,70887.39,71388.76,72918,73017.48,73682.87,74264,74617.69,75113.2,76667.71,77420.61,77459.54,77690.79,78923.39,79047.76,79296.86,79439.06,80155.54,81647.59,81827.27,82263.44,82434.88,83504.3,85227.07,85697,86693.9,87043.19,89103.16,90011.78,91622.18,92005.02,95590.54,101640.05,102389.44,102517.14,122609.41,126913.04,127318.9,127496.97,127610.21,127648.05,129349.92]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th>year<\/th>\n <th>countries<\/th>\n <th>region_simple<\/th>\n <th>ef_score<\/th>\n <th>pf_score<\/th>\n <th>gdp_rank<\/th>\n <th>population<\/th>\n <th>pop_rank<\/th>\n <th>gdp<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"scrollX":true,"pageLength":5,"columnDefs":[{"className":"dt-right","targets":[0,3,4,5,6,7,8]}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[5,10,25,50,100]}},"evals":[],"jsHooks":[]}</script>
---
class: bg-main1
## Always be prepared
.pull-left[<img src="slide_img/tidy_data.jpg" width=90%>]
.pull-right[<img src="slide_img/wide_vs_long.png" width=90%>]
---
class: bg-main1 split-20
.row[
## The anatomy of a ggplot
]
.row[
.split-two[
.column[
```r
library(ggplot2)
ggplot(data = hfi_2016) +
geom_point(aes(x = population,
y = gdp,
size = ef_score,
color = region_simple),
alpha = 0.5) +
scale_color_manual(values = c("#168B98", "#ED5B67",
"#E27766", "#DAAD50",
"#EAC3A6")) +
theme_minimal()
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-4-1.png" width="100%" />
]
]
]
---
class: bg-main1
# .coral[aes]thetics and .coral[geom]etric objects
</br></br>
.font2[.coral[geom]etric objects (geoms) are the shape or visual representation of our data]
- `geom_*` point, line, bar, polygon, boxplot, ...
--
</br></br>
.font2[.coral[aes]thetics map data to geoms]
- `aes(...)` x, y, size, color, fill, shape, ...
--
</br></br>
.font2[.coral[aesthetics] are what you plot, .coral[geoms] are how you plot them]
---
class: bg-main1
class: bg-main1 split-40
count: false
.column[.content[
```r
*ggplot(data = hfi_2016)
```
]]
.column[.content.center[
<img src="ggplot_intro_files/figure-html/output_aesthetic_1-1.png" width="100%" />
]]
---
class: bg-main1 split-40
count: false
.column[.content[
```r
ggplot(data = hfi_2016) +
* geom_point(aes(x = pop_rank,
* y = gdp_rank,
* size = ef_score))
```
]]
.column[.content.center[
<img src="ggplot_intro_files/figure-html/output_aesthetic_4-1.png" width="100%" />
]]
```css
.remark-code{ line-height: 2; }
```
<style type="text/css">
.remark-code{ line-height: 2; }
</style>
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
* aes(x = pop_rank, y = gdp_rank, size = ef_score) +
geom_point()
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-7-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot() +
aes(x = pop_rank, y = gdp_rank, size = ef_score) +
* geom_point(data = hfi_2016)
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-9-1.png" width="100%" />
]
---
class: bg-main1
# Different strokes for different folks
.font2[You'll find that often times there are many ways to do the same thing in ggplot, this is confusing]
</br></br>
--
.font2[I recommend]
.font_large[
- specify data in the initial `ggplot()` call if using the same dataset for all geoms, else specify it in each `geom_` </br></br>
- specify `aes()` inside of every `geom_()` so it is clear which aesthetics belong with which geoms</br></br>
- always use named arguments
]
---
class: bg-main1
# Understanding .coral[aes]thetics
</br></br></br>
.font2[Properties inside of `aes()` will style elements dynamically, based on your data] </br></br></br>
--
.font2[Properties outside of `aes()` will apply the same style to every visual element]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score),
* color = "blue")
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-11-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
* color = region_simple))
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-13-1.png" width="100%" />
]
---
class: bg-main1
# But how do I know what .coral[aes]thetics to use?
.center[<img src="slide_img/confused.gif" width="40%">]</br></br>
.font2[.red[required] vs. optional aesthetics] </br></br>
https://ggplot2.tidyverse.org/reference/index.html
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple))
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-15-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
* color = region_simple), alpha = 0.5)
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-17-1.png" width="100%" />
]
---
class: bg-main1
# Now make the rest of the plot...
</br></br>
.center[<img src="slide_img/draw_owl.jpg_large" width="50%">]
---
class: bg-main1
# Scales
</br></br>
.font2[Scales map your input data to an output range] </br></br></br>
.font2[specify with `scale_*()` (ie. `scale_color_gradient()`, `scale_x_discrete()`)]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
* color = region_simple), alpha = 0.5)
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-19-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple), alpha = 0.5) +
* scale_color_manual(values = c("#596F7E", "#168B98", "#ED5B67", "#fd8f24","#919c4c"))
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-21-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple), alpha = 0.5) +
scale_color_manual(values = c("#596F7E", "#168B98", "#ED5B67",
"#fd8f24","#919c4c")) +
* scale_size(range = c(0.5, 8))
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-23-1.png" width="100%" />
]
---
class: bg-main1
# Themes
.font2[Apply an overall theme with "pre-baked" themes eg. `theme_light()`]
.font_large[
- see the ggthemes package
]
.font2[Tweak individual element styles with `theme(...)`]
.font_large[
- within `theme()` we must specify what type of element each component should be
- styles are applied within the `element_()` call
- `element_text()`, `element_line()`, `element_rect()`, `element_blank()`
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple), alpha = 0.5) +
scale_color_manual(values = c("#596F7E", "#168B98", "#ED5B67",
"#fd8f24","#919c4c")) +
* scale_size(range = c(0.5, 8))
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-25-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple), alpha = 0.5) +
* scale_color_manual(name = "Region", values = c("#596F7E", "#168B98", "#ED5B67", "#fd8f24","#919c4c")) +
* scale_size(range = c(0.5, 8), guide = "none")
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-27-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple), alpha = 0.5) +
scale_color_manual(name = "Region", values = c("#596F7E", "#168B98", "#ED5B67", "#fd8f24","#919c4c")) +
scale_size(range = c(0.5, 8), guide = "none") +
* theme_minimal(base_size = 14)
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-29-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple), alpha = 0.5) +
scale_color_manual(name = "Region", values = c("#596F7E", "#168B98", "#ED5B67", "#fd8f24","#919c4c")) +
scale_size(range = c(0.5, 8), guide = "none") +
theme_minimal(base_size = 14) +
* theme(plot.background = element_rect(fill = "#F5F5F2"))
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-31-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple), alpha = 0.5) +
scale_color_manual(name = "Region", values = c("#596F7E", "#168B98", "#ED5B67", "#fd8f24","#919c4c")) +
scale_size(range = c(0.5, 8), guide = "none") +
theme_minimal(base_size = 14) +
theme(plot.background = element_rect(fill = "#F5F5F2"),
* legend.position = "bottom")
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-33-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple), alpha = 0.5) +
scale_color_manual(name = "Region", values = c("#596F7E", "#168B98", "#ED5B67", "#fd8f24","#919c4c")) +
scale_size(range = c(0.5, 8), guide = "none") +
theme_minimal(base_size = 14) +
theme(plot.background = element_rect(fill = "#F5F5F2"),
legend.position = "bottom",
* panel.grid.minor = element_blank())
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-35-1.png" width="100%" />
]
---
class: bg-main1 split-two
.column[
```r
ggplot(data = hfi_2016) +
geom_point(aes(x = pop_rank, y = gdp_rank, size = ef_score,
color = region_simple), alpha = 0.5) +
scale_color_manual(name = "Region", values = c("#596F7E", "#168B98", "#ED5B67", "#fd8f24","#919c4c")) +
scale_size(range = c(0.5, 8), guide = "none") +
theme_minimal(base_size = 14) +
theme(plot.background = element_rect(fill = "#F5F5F2"),
legend.position = "bottom",
panel.grid.minor = element_blank()) +
* labs(title = "My first bubble plot",
* x = "Population rank",
* y = "GDP rank")
```
]
.column[
<img src="ggplot_intro_files/figure-html/unnamed-chunk-37-1.png" width="100%" />
]
---
class: bg-main1
.center[<img src="slide_img/bubble_plot.png" width="80%">]
---
class: bg-main1
# Time for some anxiety-inducing .coral[live coding]?
.center[<img src="slide_img/nail_biting.gif" width="50%">]
---
class: bg-main1
.center[<img src="slide_img/target_plot.png" width="90%">]
---
class: bg-main1
# .coral[Bonus] round
.font_large[
- Rayshader </br></br>
- gganimate </br></br>
- Rmarkdown</br></br>
- HTMLwidgets</br></br>
- Flexdashboard</br></br>
- Shiny</br></br>
]
---
class: bg-main1
## .coral[Document] your analyses, make a .coral[website], make .coral[slides]... the world is your oyster!
.center[<img src="slide_img/rmarkdown_universe.jpg" width=85%>]
---
class: bg-main1
# Where can I .coral[learn] more </br>
--
.font_small[The #rstats community!]
<img src="slide_img/twitter.jpg" width=10%>
<img src="slide_img/stack_overflow.png" width=20%>
<img src="slide_img/R_ladies.png" width=10%>
</br>
.font_large[R ladies philly! http://rladiesphilly.org/]
</br>
.font_large[@dataandme @WeAreRLadies] </br></br>
--
.font_large[ggplot flipbook! </br>]
https://evamaerey.github.io/ggplot_flipbook/ggplot_flipbook_xaringan.html#1 </br></br>
--
.font_large[Free dataviz in R books! </br>]
https://serialmentor.com/dataviz/ </br>
https://socviz.co/index.html#preface </br>
--
.font_large[How to google (Programming is professional googling)</br>]
http://datacarpentry.org/semester-biology/materials/googling-for-help/
---
class: bg-main1
## Level up your skills with .coral[#TidyTuesday]
.center[<img src="slide_img/tt_logo.png" width="50%">]
https://github.com/rfordatascience/tidytuesday
.font_large[
- Access to tidy datasets each week
- Make a vis and share it on Twitter
- Learn ggplot and tidyverse skills
- Network, share, and learn with the #rstats community
]
---
class: bg-main1
<img src="slide_img/box_color.png" width="33%">
<img src="slide_img/giraffe_constrained.png" width="32%">
<img src="slide_img/glitch_spike5.png" width="33%">
</br></br>
.center.coral[
# Thanks!
]
</br>
.font_large[For more dataviz, R, and generative art, follow me on Twitter .coral[@W_R_Chase]]</br></br>
.font_large[These slides: https://www.williamrchase.com/slides/ggplot_intro.html#1]
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