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In our second lesson, we start to look at two **data structures**, **vectors** and **dataframes**, that can handle a large amount of data.

## Slides


``` r
knitr::include_url("https://hutchdatascience.com/Intro_to_R/slides/lesson1_slides.html")
```

<iframe src="https://hutchdatascience.com/Intro_to_R/slides/lesson1_slides.html" width="100%" height="400px" data-external="1"></iframe>


## Vectors

In the first exercise, you started to explore **data structures**, which store information about data types. You played around with **vectors**, which is a ordered collection of a data type. Each *element* of a vector contains a data type, and there is no limit on how big a vector can be, as long the memory use of it is within the computer's memory (RAM).
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</ul></li>
<li class="chapter" data-level="3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html"><i class="fa fa-check"></i><b>3</b> Working with data structures</a>
<ul>
<li class="chapter" data-level="3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#vectors"><i class="fa fa-check"></i><b>3.1</b> Vectors</a>
<li class="chapter" data-level="3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#slides"><i class="fa fa-check"></i><b>3.1</b> Slides</a></li>
<li class="chapter" data-level="3.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#vectors"><i class="fa fa-check"></i><b>3.2</b> Vectors</a>
<ul>
<li class="chapter" data-level="3.1.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-operations-on-vectors"><i class="fa fa-check"></i><b>3.1.1</b> Using operations on vectors</a></li>
<li class="chapter" data-level="3.1.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-explicitly"><i class="fa fa-check"></i><b>3.1.2</b> Subsetting vectors explicitly</a></li>
<li class="chapter" data-level="3.1.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-implicitly"><i class="fa fa-check"></i><b>3.1.3</b> Subsetting vectors implicitly</a></li>
<li class="chapter" data-level="3.1.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#comparison-operators"><i class="fa fa-check"></i><b>3.1.4</b> Comparison Operators</a></li>
<li class="chapter" data-level="3.2.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-operations-on-vectors"><i class="fa fa-check"></i><b>3.2.1</b> Using operations on vectors</a></li>
<li class="chapter" data-level="3.2.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-explicitly"><i class="fa fa-check"></i><b>3.2.2</b> Subsetting vectors explicitly</a></li>
<li class="chapter" data-level="3.2.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-implicitly"><i class="fa fa-check"></i><b>3.2.3</b> Subsetting vectors implicitly</a></li>
<li class="chapter" data-level="3.2.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#comparison-operators"><i class="fa fa-check"></i><b>3.2.4</b> Comparison Operators</a></li>
</ul></li>
<li class="chapter" data-level="3.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#dataframes"><i class="fa fa-check"></i><b>3.2</b> Dataframes</a>
<li class="chapter" data-level="3.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#dataframes"><i class="fa fa-check"></i><b>3.3</b> Dataframes</a>
<ul>
<li class="chapter" data-level="3.2.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-functions-and-operations-on-dataframes"><i class="fa fa-check"></i><b>3.2.1</b> Using functions and operations on dataframes</a></li>
<li class="chapter" data-level="3.3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-functions-and-operations-on-dataframes"><i class="fa fa-check"></i><b>3.3.1</b> Using functions and operations on dataframes</a></li>
</ul></li>
<li class="chapter" data-level="3.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#exercises-1"><i class="fa fa-check"></i><b>3.3</b> Exercises</a></li>
<li class="chapter" data-level="3.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#exercises-1"><i class="fa fa-check"></i><b>3.4</b> Exercises</a></li>
</ul></li>
<li class="chapter" data-level="4" data-path="data-visualization.html"><a href="data-visualization.html"><i class="fa fa-check"></i><b>4</b> Data Visualization</a>
<ul>
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## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz Etc/UTC
## date 2024-09-19
## date 2024-09-20
## pandoc 3.1.1 @ /usr/local/bin/ (via rmarkdown)
##
## ─ Packages ───────────────────────────────────────────────────────────────────
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</ul></li>
<li class="chapter" data-level="3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html"><i class="fa fa-check"></i><b>3</b> Working with data structures</a>
<ul>
<li class="chapter" data-level="3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#vectors"><i class="fa fa-check"></i><b>3.1</b> Vectors</a>
<li class="chapter" data-level="3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#slides"><i class="fa fa-check"></i><b>3.1</b> Slides</a></li>
<li class="chapter" data-level="3.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#vectors"><i class="fa fa-check"></i><b>3.2</b> Vectors</a>
<ul>
<li class="chapter" data-level="3.1.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-operations-on-vectors"><i class="fa fa-check"></i><b>3.1.1</b> Using operations on vectors</a></li>
<li class="chapter" data-level="3.1.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-explicitly"><i class="fa fa-check"></i><b>3.1.2</b> Subsetting vectors explicitly</a></li>
<li class="chapter" data-level="3.1.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-implicitly"><i class="fa fa-check"></i><b>3.1.3</b> Subsetting vectors implicitly</a></li>
<li class="chapter" data-level="3.1.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#comparison-operators"><i class="fa fa-check"></i><b>3.1.4</b> Comparison Operators</a></li>
<li class="chapter" data-level="3.2.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-operations-on-vectors"><i class="fa fa-check"></i><b>3.2.1</b> Using operations on vectors</a></li>
<li class="chapter" data-level="3.2.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-explicitly"><i class="fa fa-check"></i><b>3.2.2</b> Subsetting vectors explicitly</a></li>
<li class="chapter" data-level="3.2.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-implicitly"><i class="fa fa-check"></i><b>3.2.3</b> Subsetting vectors implicitly</a></li>
<li class="chapter" data-level="3.2.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#comparison-operators"><i class="fa fa-check"></i><b>3.2.4</b> Comparison Operators</a></li>
</ul></li>
<li class="chapter" data-level="3.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#dataframes"><i class="fa fa-check"></i><b>3.2</b> Dataframes</a>
<li class="chapter" data-level="3.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#dataframes"><i class="fa fa-check"></i><b>3.3</b> Dataframes</a>
<ul>
<li class="chapter" data-level="3.2.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-functions-and-operations-on-dataframes"><i class="fa fa-check"></i><b>3.2.1</b> Using functions and operations on dataframes</a></li>
<li class="chapter" data-level="3.3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-functions-and-operations-on-dataframes"><i class="fa fa-check"></i><b>3.3.1</b> Using functions and operations on dataframes</a></li>
</ul></li>
<li class="chapter" data-level="3.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#exercises-1"><i class="fa fa-check"></i><b>3.3</b> Exercises</a></li>
<li class="chapter" data-level="3.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#exercises-1"><i class="fa fa-check"></i><b>3.4</b> Exercises</a></li>
</ul></li>
<li class="chapter" data-level="4" data-path="data-visualization.html"><a href="data-visualization.html"><i class="fa fa-check"></i><b>4</b> Data Visualization</a>
<ul>
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## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz Etc/UTC
## date 2024-09-19
## date 2024-09-20
## pandoc 3.1.1 @ /usr/local/bin/ (via rmarkdown)
##
## ─ Packages ───────────────────────────────────────────────────────────────────
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</ul></li>
<li class="chapter" data-level="3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html"><i class="fa fa-check"></i><b>3</b> Working with data structures</a>
<ul>
<li class="chapter" data-level="3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#vectors"><i class="fa fa-check"></i><b>3.1</b> Vectors</a>
<li class="chapter" data-level="3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#slides"><i class="fa fa-check"></i><b>3.1</b> Slides</a></li>
<li class="chapter" data-level="3.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#vectors"><i class="fa fa-check"></i><b>3.2</b> Vectors</a>
<ul>
<li class="chapter" data-level="3.1.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-operations-on-vectors"><i class="fa fa-check"></i><b>3.1.1</b> Using operations on vectors</a></li>
<li class="chapter" data-level="3.1.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-explicitly"><i class="fa fa-check"></i><b>3.1.2</b> Subsetting vectors explicitly</a></li>
<li class="chapter" data-level="3.1.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-implicitly"><i class="fa fa-check"></i><b>3.1.3</b> Subsetting vectors implicitly</a></li>
<li class="chapter" data-level="3.1.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#comparison-operators"><i class="fa fa-check"></i><b>3.1.4</b> Comparison Operators</a></li>
<li class="chapter" data-level="3.2.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-operations-on-vectors"><i class="fa fa-check"></i><b>3.2.1</b> Using operations on vectors</a></li>
<li class="chapter" data-level="3.2.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-explicitly"><i class="fa fa-check"></i><b>3.2.2</b> Subsetting vectors explicitly</a></li>
<li class="chapter" data-level="3.2.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-implicitly"><i class="fa fa-check"></i><b>3.2.3</b> Subsetting vectors implicitly</a></li>
<li class="chapter" data-level="3.2.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#comparison-operators"><i class="fa fa-check"></i><b>3.2.4</b> Comparison Operators</a></li>
</ul></li>
<li class="chapter" data-level="3.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#dataframes"><i class="fa fa-check"></i><b>3.2</b> Dataframes</a>
<li class="chapter" data-level="3.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#dataframes"><i class="fa fa-check"></i><b>3.3</b> Dataframes</a>
<ul>
<li class="chapter" data-level="3.2.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-functions-and-operations-on-dataframes"><i class="fa fa-check"></i><b>3.2.1</b> Using functions and operations on dataframes</a></li>
<li class="chapter" data-level="3.3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-functions-and-operations-on-dataframes"><i class="fa fa-check"></i><b>3.3.1</b> Using functions and operations on dataframes</a></li>
</ul></li>
<li class="chapter" data-level="3.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#exercises-1"><i class="fa fa-check"></i><b>3.3</b> Exercises</a></li>
<li class="chapter" data-level="3.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#exercises-1"><i class="fa fa-check"></i><b>3.4</b> Exercises</a></li>
</ul></li>
<li class="chapter" data-level="4" data-path="data-visualization.html"><a href="data-visualization.html"><i class="fa fa-check"></i><b>4</b> Data Visualization</a>
<ul>
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</ul></li>
<li class="chapter" data-level="3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html"><i class="fa fa-check"></i><b>3</b> Working with data structures</a>
<ul>
<li class="chapter" data-level="3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#vectors"><i class="fa fa-check"></i><b>3.1</b> Vectors</a>
<li class="chapter" data-level="3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#slides"><i class="fa fa-check"></i><b>3.1</b> Slides</a></li>
<li class="chapter" data-level="3.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#vectors"><i class="fa fa-check"></i><b>3.2</b> Vectors</a>
<ul>
<li class="chapter" data-level="3.1.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-operations-on-vectors"><i class="fa fa-check"></i><b>3.1.1</b> Using operations on vectors</a></li>
<li class="chapter" data-level="3.1.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-explicitly"><i class="fa fa-check"></i><b>3.1.2</b> Subsetting vectors explicitly</a></li>
<li class="chapter" data-level="3.1.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-implicitly"><i class="fa fa-check"></i><b>3.1.3</b> Subsetting vectors implicitly</a></li>
<li class="chapter" data-level="3.1.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#comparison-operators"><i class="fa fa-check"></i><b>3.1.4</b> Comparison Operators</a></li>
<li class="chapter" data-level="3.2.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-operations-on-vectors"><i class="fa fa-check"></i><b>3.2.1</b> Using operations on vectors</a></li>
<li class="chapter" data-level="3.2.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-explicitly"><i class="fa fa-check"></i><b>3.2.2</b> Subsetting vectors explicitly</a></li>
<li class="chapter" data-level="3.2.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#subsetting-vectors-implicitly"><i class="fa fa-check"></i><b>3.2.3</b> Subsetting vectors implicitly</a></li>
<li class="chapter" data-level="3.2.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#comparison-operators"><i class="fa fa-check"></i><b>3.2.4</b> Comparison Operators</a></li>
</ul></li>
<li class="chapter" data-level="3.2" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#dataframes"><i class="fa fa-check"></i><b>3.2</b> Dataframes</a>
<li class="chapter" data-level="3.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#dataframes"><i class="fa fa-check"></i><b>3.3</b> Dataframes</a>
<ul>
<li class="chapter" data-level="3.2.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-functions-and-operations-on-dataframes"><i class="fa fa-check"></i><b>3.2.1</b> Using functions and operations on dataframes</a></li>
<li class="chapter" data-level="3.3.1" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#using-functions-and-operations-on-dataframes"><i class="fa fa-check"></i><b>3.3.1</b> Using functions and operations on dataframes</a></li>
</ul></li>
<li class="chapter" data-level="3.3" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#exercises-1"><i class="fa fa-check"></i><b>3.3</b> Exercises</a></li>
<li class="chapter" data-level="3.4" data-path="working-with-data-structures.html"><a href="working-with-data-structures.html#exercises-1"><i class="fa fa-check"></i><b>3.4</b> Exercises</a></li>
</ul></li>
<li class="chapter" data-level="4" data-path="data-visualization.html"><a href="data-visualization.html"><i class="fa fa-check"></i><b>4</b> Data Visualization</a>
<ul>
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<h1><span class="header-section-number">Chapter 4</span> Data Visualization<a href="data-visualization.html#data-visualization" class="anchor-section" aria-label="Anchor link to header"></a></h1>
<p>Now that we have learned basic data structures in R, we can now learn about how to do visualize our data. There are several different data visualization tools in R, and we focus on one of the most popular, “Grammar of Graphics”, or known as “ggplot”.</p>
<p>The syntax for <code>ggplot</code> will look a bit different than the code we have been writing, with syntax such as:</p>
<div class="sourceCode" id="cb94"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb94-1"><a href="data-visualization.html#cb94-1" tabindex="-1"></a><span class="fu">ggplot</span>(penguins) <span class="sc">+</span> <span class="fu">aes</span>(<span class="at">x =</span> bill_length_mm) <span class="sc">+</span> <span class="fu">geom_histogram</span>() </span></code></pre></div>
<div class="sourceCode" id="cb95"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb95-1"><a href="data-visualization.html#cb95-1" tabindex="-1"></a><span class="fu">ggplot</span>(penguins) <span class="sc">+</span> <span class="fu">aes</span>(<span class="at">x =</span> bill_length_mm) <span class="sc">+</span> <span class="fu">geom_histogram</span>() </span></code></pre></div>
<pre><code>## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.</code></pre>
<pre><code>## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_bin()`).</code></pre>
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