Week2_WorkData.html

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<meta name="author" content="Joshua F. Wiley - last updated Michelle Byrne" />

<meta name="date" content="2024-03-03" />

<title>Working with Data</title>

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<h1 class="title toc-ignore">Working with Data</h1>
<h4 class="author">Joshua F. Wiley - last updated Michelle Byrne</h4>
<h4 class="date">2024-03-03</h4>


<div id="TOC">
<ul>
<li><a href="#intro" id="toc-intro"><span class="toc-section-number">1</span> Intro</a></li>
<li><a href="#basic-r-use" id="toc-basic-r-use"><span class="toc-section-number">2</span> Basic <code>R</code> Use</a></li>
<li><a href="#working-with-data" id="toc-working-with-data"><span class="toc-section-number">3</span> Working with Data</a>
<ul>
<li><a href="#operators" id="toc-operators"><span class="toc-section-number">3.1</span> Operators</a></li>
<li><a href="#subsetting-data" id="toc-subsetting-data"><span class="toc-section-number">3.2</span> Subsetting Data</a></li>
<li><a href="#finding-specific-cases-or-outliers" id="toc-finding-specific-cases-or-outliers"><span class="toc-section-number">3.3</span> Finding Specific Cases or Outliers</a></li>
</ul></li>
<li><a href="#data-types" id="toc-data-types"><span class="toc-section-number">4</span> Data Types</a></li>
<li><a href="#date-variables" id="toc-date-variables"><span class="toc-section-number">5</span> Date Variables</a>
<ul>
<li><a href="#date-helper-functions" id="toc-date-helper-functions"><span class="toc-section-number">5.1</span> Date Helper Functions</a></li>
</ul></li>
<li><a href="#factor-variables" id="toc-factor-variables"><span class="toc-section-number">6</span> Factor Variables</a></li>
<li><a href="#merging-data" id="toc-merging-data"><span class="toc-section-number">7</span> Merging Data</a>
<ul>
<li><a href="#natural-join-in-r" id="toc-natural-join-in-r"><span class="toc-section-number">7.1</span> Natural Join in <code>R</code></a></li>
<li><a href="#full-outer-join" id="toc-full-outer-join"><span class="toc-section-number">7.2</span> Full Outer Join</a></li>
<li><a href="#left-outer-join" id="toc-left-outer-join"><span class="toc-section-number">7.3</span> Left Outer Join</a></li>
<li><a href="#right-outer-join" id="toc-right-outer-join"><span class="toc-section-number">7.4</span> Right Outer Join</a></li>
<li><a href="#rows-and-missing-after-joining" id="toc-rows-and-missing-after-joining"><span class="toc-section-number">7.5</span> Rows and missing after joining</a></li>
<li><a href="#merging-data-by-different-ids" id="toc-merging-data-by-different-ids"><span class="toc-section-number">7.6</span> Merging Data by Different IDs</a></li>
<li><a href="#checking-and-preparing-data-for-merging" id="toc-checking-and-preparing-data-for-merging"><span class="toc-section-number">7.7</span> Checking and Preparing Data for Merging</a></li>
</ul></li>
<li><a href="#reshaping-data" id="toc-reshaping-data"><span class="toc-section-number">8</span> Reshaping Data</a>
<ul>
<li><a href="#complications-in-reshaping" id="toc-complications-in-reshaping"><span class="toc-section-number">8.1</span> Complications in Reshaping</a></li>
<li><a href="#reshape-data-wide" id="toc-reshape-data-wide"><span class="toc-section-number">8.2</span> Reshape Data Wide</a></li>
</ul></li>
<li><a href="#bonus-content---merging-by-multiple-ids" id="toc-bonus-content---merging-by-multiple-ids"><span class="toc-section-number">9</span> Bonus Content - Merging by Multiple IDs</a></li>
</ul>
</div>

<div id="intro" class="section level1" number="1">
<h1><span class="header-section-number">1</span> Intro</h1>
<p><label for="tufte-mn-1" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-1" class="margin-toggle"><span class="marginnote">Core ideas and code are in the main document. Extra information that may help understanding but is not the big picture I will go in margin notes, like this.</span></p>
<p>Note from Michelle: Please make sure that you have downloaded the <code>R</code>markdown file for the lecture by pulling the most recent git repo
<a href="https://github.com/michellebyrne1/MonashHonoursStatistics/blob/master/Week2_WorkData.rmd">https://github.com/michellebyrne1/MonashHonoursStatistics/blob/master/Week2_WorkData.rmd</a>
You can follow along with the pre-recorded lecture videos for Week 2, or you can read this markdown (in HTML format) independently, and follow along by executing the code in R Studio using the markdown (RMD) file.</p>
</div>
<div id="basic-r-use" class="section level1" number="2">
<h1><span class="header-section-number">2</span> Basic <code>R</code> Use</h1>
<p>As a brief refresher, we’ll start just by using <code>R</code> as a basic calculator.</p>
<pre class="r"><code>3 + 4 # addition</code></pre>
<pre><code>## [1] 7</code></pre>
<pre class="r"><code>2 * 6 # multiplication</code></pre>
<pre><code>## [1] 12</code></pre>
<pre class="r"><code>4 / 2 # division</code></pre>
<pre><code>## [1] 2</code></pre>
<pre class="r"><code>3^2 # powers [2 squared]</code></pre>
<pre><code>## [1] 9</code></pre>
<p><label for="tufte-mn-2" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-2" class="margin-toggle"><span class="marginnote">Objects in R can be almost anything. They can be a single number, a vector or set of numbers, the results from a regression, a graph, a dataset. You can have many objects at the same time in your worksapce, which can be a useful way to save results or store something for later use.</span>
In <code>R</code> many things you do with an individual number can be done with a
vector, a set of numbers. Here’s a quick refresher on creating
vectors, using <code>c()</code> and on storing them in an object, here I used
<code>x</code>.</p>
<p>Once you have created an object, it should show up in RStudio in the
“Environment”. In addition, we can view or operate on all the elements
of an object by referring to it by name.</p>
<pre class="r"><code>c(1, 5, 4) ## create a vector</code></pre>
<pre><code>## [1] 1 5 4</code></pre>
<pre class="r"><code>x &lt;- c(1, 3, 5) ## assign vector to x

x ## view x</code></pre>
<pre><code>## [1] 1 3 5</code></pre>
<pre class="r"><code>x + 2 ## add 2 to every element of x</code></pre>
<pre><code>## [1] 3 5 7</code></pre>
<p><label for="tufte-mn-3" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-3" class="margin-toggle"><span class="marginnote">Computers do not work quite like people or
regular math. Usually, numbers are represented using
floating-point arithmetic (<a href="https://en.wikipedia.org/wiki/Floating-point_arithmetic" class="uri">https://en.wikipedia.org/wiki/Floating-point_arithmetic</a>)
often a binary representation is used as much in the computing world
is based on bits stored in 0s and 1s. For example, with a binary
based, 1/5 cannot be represented exactly. An implication of this is
that sometimes numbers are not represented in R quite like you might
think. For example: 1/5 == 0.2000000000000001 is evaluated as false
but 1/5 == 0.20000000000000001 is evaluated as true. The default
precision for floating points in R cannot distinguish those two
numbers.</span>
Finally, here are a few quick tips on formatting <code>R</code> output.
Let’s say we have a number with lots of decimal points, we might not
always need all that precision.</p>
<p>You can use <code>R</code> to round for you, using the <code>round()</code>
function. You can also use the <code>options()</code> function to
control the default options for how <code>R</code> prints output. This is helpful
if you want everything printed to your screen to be rounded more. One
difference is that <code>options()</code> actually uses
<a href="https://en.wikipedia.org/wiki/Significant_figures">significant figures</a><br />
so you will not get a fixed number of decimal points, rather you get a
fixed number of significant figures.</p>
<p><label for="tufte-mn-4" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-4" class="margin-toggle"><span class="marginnote">The round function has two main arguments (i.e., pieces
of input it needs from you). The first is the number or vector to be
rounded. It can be a single number or a whole vector of numbers. The
second is how many digits you want R to use in the rounding.
The results may not always print the number of digits you requested,
which may be confusing. This can happen when one of the digits rounds
to 0 (e.g., 1.199 rounds to 1.20 and the 0 would be dropped so
1.2).</span></p>
<pre class="r"><code>1.214294254</code></pre>
<pre><code>## [1] 1.214294</code></pre>
<pre class="r"><code>round(1.214294254, digits = 2)</code></pre>
<pre><code>## [1] 1.21</code></pre>
<pre class="r"><code>options(digits = 2) ## set default for the R session

1.214294254</code></pre>
<pre><code>## [1] 1.2</code></pre>
</div>
<div id="working-with-data" class="section level1" number="3">
<h1><span class="header-section-number">3</span> Working with Data</h1>
<p>To continue on, we’re going to open a few of the packages that you
should have already installed from Week 1.</p>
<pre class="r"><code>library(data.table)
library(reshape2)</code></pre>
<pre><code>## 
## Attaching package: &#39;reshape2&#39;</code></pre>
<pre><code>## The following objects are masked from &#39;package:data.table&#39;:
## 
##     dcast, melt</code></pre>
<pre class="r"><code>library(JWileymisc)</code></pre>
<pre><code>## Warning in .recacheSubclasses(def@className, def, env): undefined subclass
## &quot;ndiMatrix&quot; of class &quot;replValueSp&quot;; definition not updated</code></pre>
<pre class="r"><code>library(extraoperators)</code></pre>
<p>Next, we are going to load some sample data. This is simulated data
based on a 12-day study where people reported a few measures at
baseline along with stress and affect three times per day.
After loading it, we convert it to a data.table format, using the
<code>as.data.table()</code> function so that we can use many of the useful tools
from the <code>data.table</code> package for data management.</p>
<pre class="r"><code>data(aces_daily)
d &lt;- as.data.table(aces_daily)</code></pre>
<div id="operators" class="section level2" number="3.1">
<h2><span class="header-section-number">3.1</span> Operators</h2>
<p><label for="tufte-mn-5" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-5" class="margin-toggle"><span class="marginnote">In software, logical values and logical operators are
often used to refer to things that return a boolean value. Booleans
are one of two values, conventionally: TRUE or FALSE. By
convention if you do any arithmetic on them, TRUE is treated as 1
and FALSE is treated as 0.</span></p>
<p>A lot of data management involves using logical operators. Operators
take data on the left hand side and a few options arguments on the
right hand side. Logical operators return <code>TRUE</code> or
<code>FALSE</code>.</p>
<p>We use logical operators when working with data for lots of
reasons. You might want to find outliers, values that are greater than
or less than a specific score, check if values fall within the
expected range, recode continuous variables into categorical variables
(low, medium, high, etc.). Much of this work is underpinned by logical
operators. Here is a list of some operators from <code>R</code> and expanded by
the <code>extraoperators</code> package.</p>
<table>
<thead>
<tr class="header">
<th>Operator</th>
<th>What it does</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td><code>&lt;-</code></td>
<td>assign whatever is on right to the left in R</td>
</tr>
<tr class="even">
<td><code>:=</code></td>
<td>assign right hand side to the left in data.table</td>
</tr>
<tr class="odd">
<td><code>==</code></td>
<td>Are values / vectors equal</td>
</tr>
<tr class="even">
<td><code>!=</code></td>
<td>Are values / vector NOT equal</td>
</tr>
<tr class="odd">
<td><code>&lt;</code> OR <code>%l%</code></td>
<td>Less than</td>
</tr>
<tr class="even">
<td><code>&lt;=</code> OR <code>%le%</code></td>
<td>Less than or equal</td>
</tr>
<tr class="odd">
<td><code>&gt;</code> OR <code>%g%</code></td>
<td>Greater than</td>
</tr>
<tr class="even">
<td><code>&gt;=</code> OR <code>%ge%</code></td>
<td>Greater than or equal</td>
</tr>
<tr class="odd">
<td><code>%gl%</code></td>
<td>Greater than AND less than</td>
</tr>
<tr class="even">
<td><code>%gel%</code></td>
<td>Greater than or equal AND less than</td>
</tr>
<tr class="odd">
<td><code>%gle%</code></td>
<td>Greater than AND less than or equal</td>
</tr>
<tr class="even">
<td><code>%gele%</code></td>
<td>Greater than or equal AND less than or equal</td>
</tr>
<tr class="odd">
<td><code>%in%</code></td>
<td>In</td>
</tr>
<tr class="even">
<td><code>%!in%</code>OR <code>%nin%</code></td>
<td>Not in</td>
</tr>
<tr class="odd">
<td><code>%c%</code></td>
<td>Chain operations on the RHS together</td>
</tr>
<tr class="even">
<td><code>%e%</code></td>
<td>Set operator, to use set notation</td>
</tr>
</tbody>
</table>
</div>
<div id="subsetting-data" class="section level2" number="3.2">
<h2><span class="header-section-number">3.2</span> Subsetting Data</h2>
<p>A common task in analyses is to subset the data. There are many
reasons for this, from excluding outliers to selecting only
participants who meet some criteria you want to use.
Sometimes, the order you choose to subset matters too.</p>
<p>Most often, we subset data by using logical operators to pick specific
rows of a dataset or specific values from a single variable. Below, we
select cases/observations where Age = 18, this is done using the
logical operator <code>==</code>. <code>R</code> tests if the variable “Age” is equal to 18
and if it is returns TRUE and otherwise FALSE. Rows where the test
returns TRUE are returned. So we don’t see a giant dataset, we just
pick two variables: UserID and Age.</p>
<pre class="r"><code>d[Age == 18, .(UserID, Age)]</code></pre>
<pre><code>##      UserID   Age
##       &lt;int&gt; &lt;num&gt;
##   1:     20    18
##   2:     20    18
##   3:     20    18
##   4:     20    18
##   5:     20    18
##  ---             
## 343:    163    18
## 344:    163    18
## 345:    163    18
## 346:    163    18
## 347:    163    18</code></pre>
<p>Suppose we decide that under 20y or above 25y are extreme ages for our
data. We might want to run analyses in data excluding people outside
that range. We could create a copy of the dataset, <code>d.noout</code>, with
“outliers” removed where we only include cases that are between
20-25y. Here we use <code>%gele%</code> to capture people greater than or equal
to 20y and less than or equal to 25.</p>
<pre class="r"><code>d.noout &lt;- d[Age %gele% c(20, 25), .(UserID, Age)]

## frequency table for ages
table(d.noout$Age)</code></pre>
<pre><code>## 
##   20   21   22   23   24   25 
##  889 1278  821  583  396 1036</code></pre>
<pre class="r"><code>## view a few rows of the data
head(d.noout)</code></pre>
<pre><code>##    UserID   Age
##     &lt;int&gt; &lt;num&gt;
## 1:      1    21
## 2:      1    21
## 3:      1    21
## 4:      1    21
## 5:      1    21
## 6:      1    21</code></pre>
<p>Sometimes, a single variable is not sufficient.
You can chain conditions together using the operators:
<code>&amp;</code> and <code>|</code> which represent “and” and “or”, respectively.</p>
<pre class="r"><code>## select only female participants who are 18y
d[Age == 18 &amp; Female == 1, .(UserID, Age)]</code></pre>
<pre><code>##      UserID   Age
##       &lt;int&gt; &lt;num&gt;
##   1:     20    18
##   2:     20    18
##   3:     20    18
##   4:     20    18
##   5:     20    18
##  ---             
## 191:    163    18
## 192:    163    18
## 193:    163    18
## 194:    163    18
## 195:    163    18</code></pre>
<pre class="r"><code>## select anyone who is either a female participant OR 18y
d[Age == 18 | Female == 1, .(UserID, Age)]</code></pre>
<pre><code>##       UserID   Age
##        &lt;int&gt; &lt;num&gt;
##    1:      2    23
##    2:      2    23
##    3:      2    23
##    4:      2    23
##    5:      2    23
##   ---             
## 4042:    191    21
## 4043:    191    21
## 4044:    191    21
## 4045:    191    21
## 4046:    191    21</code></pre>
<p>If you want to select several values, the <code>%in%</code> operator is
helpful. It tests if the variable/data on the left is in the set on
the right hand side. This is much faster than writing many “ors”</p>
<pre class="r"><code>## select anyone whose age is in 18, 19, or 20
d[Age %in% c(18, 19, 20), .(UserID, Age)]</code></pre>
<pre><code>##       UserID   Age
##        &lt;int&gt; &lt;num&gt;
##    1:     11    20
##    2:     11    20
##    3:     11    20
##    4:     11    20
##    5:     11    20
##   ---             
## 2140:    189    19
## 2141:    189    19
## 2142:    189    19
## 2143:    189    19
## 2144:    189    19</code></pre>
<p>You can chain even more logical requirements together by using
parentheses. Operations occur within parentheses first.</p>
<pre class="r"><code>## 19 year old female participants or 18 year old male participants
d[(Age == 19 &amp; Female == 1) | (Age == 18 &amp; Female == 0),
  .(UserID, Age)]</code></pre>
<pre><code>##      UserID   Age
##       &lt;int&gt; &lt;num&gt;
##   1:     24    18
##   2:     24    18
##   3:     24    18
##   4:     24    18
##   5:     24    18
##  ---             
## 684:    189    19
## 685:    189    19
## 686:    189    19
## 687:    189    19
## 688:    189    19</code></pre>
<p>Other common operators are greater than or less than, <code>&gt;</code> and <code>&lt;</code> or
greater than or equal to and less than or equal to, <code>&gt;=</code> and <code>&lt;=</code>.</p>
<pre class="r"><code>## anyone under age 20
d[Age &lt; 20, .(UserID, Age)]</code></pre>
<pre><code>##       UserID   Age
##        &lt;int&gt; &lt;num&gt;
##    1:     20    18
##    2:     20    18
##    3:     20    18
##    4:     20    18
##    5:     20    18
##   ---             
## 1251:    189    19
## 1252:    189    19
## 1253:    189    19
## 1254:    189    19
## 1255:    189    19</code></pre>
<pre class="r"><code>## anyone age 20 or under
d[Age &lt;= 20, .(UserID, Age)]</code></pre>
<pre><code>##       UserID   Age
##        &lt;int&gt; &lt;num&gt;
##    1:     11    20
##    2:     11    20
##    3:     11    20
##    4:     11    20
##    5:     11    20
##   ---             
## 2140:    189    19
## 2141:    189    19
## 2142:    189    19
## 2143:    189    19
## 2144:    189    19</code></pre>
<pre class="r"><code>## anyone who is not age 20
d[Age != 20, .(UserID, Age)]</code></pre>
<pre><code>##       UserID   Age
##        &lt;int&gt; &lt;num&gt;
##    1:      1    21
##    2:      1    21
##    3:      1    21
##    4:      1    21
##    5:      1    21
##   ---             
## 5486:    191    21
## 5487:    191    21
## 5488:    191    21
## 5489:    191    21
## 5490:    191    21</code></pre>
<pre class="r"><code>## anyone who is not age 18, 19, or 20
d[Age %!in% c(18, 19, 20), .(UserID, Age)]</code></pre>
<pre><code>##       UserID   Age
##        &lt;int&gt; &lt;num&gt;
##    1:      1    21
##    2:      1    21
##    3:      1    21
##    4:      1    21
##    5:      1    21
##   ---             
## 4451:    191    21
## 4452:    191    21
## 4453:    191    21
## 4454:    191    21
## 4455:    191    21</code></pre>
<p>Finally, let us see why the order of operations may matter. Suppose
that we want to look at people who have at least 30 non-missing stress
values and look at just observations where STRESS &gt; 3.
First, we’ll remove cases that are missing on <code>STRESS</code>. We do this
using the <code>is.na()</code> function, which returns <code>TRUE</code> if a value is NA
(NA in <code>R</code> means not available, missing) and <code>FALSE</code> if a value is not
missing. Then we negate that using <code>!</code> to get “not missing”.</p>
<pre class="r"><code>## remove missing stress observations
d2 &lt;- d[!is.na(STRESS)]</code></pre>
<p>Next, we can create a new variable in the dataset, which we’ll call
“Count” and we’ll assign this the number of observations that occur
by ID.</p>
<p>In <code>R</code> <code>data.table</code>s have three main parts
<code>DT i, j, by</code> the DT represents the name of the data table, the <code>i</code>
represents which row(s) we want to select. If we leave it blank, that
means select all rows. After the first comma, the <code>j</code> represents
columns/variables. That could be selecting only certain
columns/variables to display <em>or</em> creating / modifying a column or
variable. The last part, the <code>by</code> represents a grouping variable or
some way of organising our operations. For example, we might want to
perform the same operation for each ID in the dataset. Lastly, if
there are NO commas, that means just give me the
rows/cases that match my criteria, but give me all columns/variables.</p>
<p>Here we take all cases (we aren’t using any subsetting yet) and then
create a new variable Count, we use the assignment operator in
<code>data.table</code>, <code>:=</code> which means, assign to the thing on the left, in
this case a new variable, whatever the value on the right is. Here the
value on the right is <code>.N</code> that means the “n” or count / sample
size. Finally, we have <code>data.table</code> do this by ID, so that we don’t
get the sample size of the entire dataset, we get the sample size, the
number of surveys, completed by each ID or person.</p>
<pre class="r"><code>d2[, Count := .N, by = UserID]</code></pre>
<p>Now we can take people who have at least 30 non-missing stress values,
and look at high stress scores.</p>
<pre class="r"><code>d2 &lt;- d2[Count &gt;= 30]

d2 &lt;- d2[STRESS &gt; 3]

d2[, .(UserID, STRESS)] ## IDs and number of obs</code></pre>
<pre><code>##       UserID STRESS
##        &lt;int&gt;  &lt;num&gt;
##    1:      1      5
##    2:      1      7
##    3:      1      4
##    4:      1      4
##    5:      1      4
##   ---              
## 1608:    191      5
## 1609:    191      4
## 1610:    191      4
## 1611:    191      4
## 1612:    191      4</code></pre>
<p>This whole sequence could be collapsed or chained together to write
less code. In data tables in <code>R</code> you can chain operations by just
adding more brackets as below. This accomplishes the same as the above.</p>
<pre class="r"><code>d2 &lt;- d[!is.na(STRESS)][, Count := .N, by = UserID][Count &gt;= 30][STRESS &gt; 3]

d2[, .(UserID, STRESS)] ## IDs and number of obs</code></pre>
<pre><code>##       UserID STRESS
##        &lt;int&gt;  &lt;num&gt;
##    1:      1      5
##    2:      1      7
##    3:      1      4
##    4:      1      4
##    5:      1      4
##   ---              
## 1608:    191      5
## 1609:    191      4
## 1610:    191      4
## 1611:    191      4
## 1612:    191      4</code></pre>
<p><label for="tufte-mn-6" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-6" class="margin-toggle"><span class="marginnote">Here, the order is: first, remove missing stress
observations, second take only surveys/rows where stress scores &gt; 3,
third, count how many observations are not missing by ID.</span></p>
<p>Now look what happens if we first take stress values greater than 3.
That is we change the order of the operations. We end up with much
fewer people.</p>
<pre class="r"><code>d2 &lt;- d[!is.na(STRESS)][STRESS &gt; 3][, Count := .N, by = UserID][Count &gt;= 30]

d2[, .(UserID, STRESS)] ## IDs and number of obs</code></pre>
<pre><code>##      UserID STRESS
##       &lt;int&gt;  &lt;num&gt;
##   1:     69      6
##   2:     69      8
##   3:     69      7
##   4:     69      8
##   5:     69     10
##  ---              
## 159:    157      6
## 160:    157      7
## 161:    157      5
## 162:    157      8
## 163:    157      6</code></pre>
<p>In this new format, we are only taking people with 30
non missing stress values &gt; 3 whereas before we took people with 30
non missing stress values (any value) and then only observations where
stress &gt; 3.</p>
</div>
<div id="finding-specific-cases-or-outliers" class="section level2" number="3.3">
<h2><span class="header-section-number">3.3</span> Finding Specific Cases or Outliers</h2>
<p>Suppose that based on graphs or other information, we had decided that
negative affect scores above 4 were outliers and that participant 56
was an outlier overall.
We can exclude ID 56 and select only observations with negative affect
at or below 4 as below.</p>
<pre class="r"><code>d[UserID != 56 &amp; NegAff &lt;= 4, 
  .(UserID, NegAff)]</code></pre>
<pre><code>##       UserID NegAff
##        &lt;int&gt;  &lt;num&gt;
##    1:      1    1.7
##    2:      1    1.0
##    3:      1    1.4
##    4:      1    1.0
##    5:      1    1.7
##   ---              
## 6285:    191    1.8
## 6286:    191    1.7
## 6287:    191    1.2
## 6288:    191    1.2
## 6289:    191    1.2</code></pre>
</div>
</div>
<div id="data-types" class="section level1" number="4">
<h1><span class="header-section-number">4</span> Data Types</h1>
<p>There are many types of data. In <code>R</code>, you can find what type of data a
particular variable is by asking for its <code>class()</code>.</p>
<pre class="r"><code>class(d$Age)</code></pre>
<pre><code>## [1] &quot;numeric&quot;</code></pre>
<pre class="r"><code>class(d$BornAUS)</code></pre>
<pre><code>## [1] &quot;integer&quot;</code></pre>
<pre class="r"><code>class(names(d))</code></pre>
<pre><code>## [1] &quot;character&quot;</code></pre>
<ul>
<li><em>Logical</em>: Used for logical data, which are either TRUE or FALSE. If data are logical, it is a very efficient format and useful for many cases. Logical variables can be compared. Arithmetic can be used for logical variables, in which case TRUE is treated as 1 and FALSE as 0.</li>
<li><em>Integer</em>: Used for integer type data, that is whole numbers like 0, 1, 2. For variables that are only whole numbers, integer format is more efficient than real numbers or numeric data (e.g., 1.4).</li>
<li><em>Numbers/real/numeric</em>: Used for real numbers, such as 1.1, 4.8. It also can be used for integer data (i.e., whole numbers only) but is a less efficient format. In <code>R</code> these are represented by the class <code>numeric</code> abbreviated <code>num</code>.</li>
<li><em>Text/character/string</em>: Used for text type data, such as names, qualitative data, etc. Also, any numbers can be stored as strings. In <code>R</code> these are represented by the class <code>character</code> abbreviated <code>chr</code>. Character data do not work with arithmetic operators, but can be sorted (e.g., alphabetically).</li>
</ul>
<p>Although these are the basic building blocks of data, there also are special formats that can be built off of these, often off of numeric type data.</p>
<ul>
<li><em>Date</em>: A special representation of numeric data when the data are dates. In <code>R</code> represented by multiple classes, including <code>Date</code>, <code>POSIX</code> and <code>chron</code>. The standard approach is to count the days since some origin. In <code>R</code>, the default origin in 1970-01-01. So 1970-01-01 is 0. 2 would indicate 1970-01-03. You can do some arthmetic on dates. For example adding or subtracting numbers, calculating the difference between dates.</li>
<li><em>Date and time</em>: A special representation of numeric data when the data are dates and times. In <code>R</code> represented by multiple classes, including <code>POSIX</code> and <code>chron</code>. The standard approach is to count the seconds since some origin. In <code>R</code>, the default origin in 1970-01-01 00:00:00. So 1970-01-01 00:00:00 is 0. 2 would indicate 1970-01-01 00:00:02. You can do some arthmetic on datetime objects. For example adding or subtracting numbers, calculating the differece between dates and times.</li>
<li><em>time</em>: A special representation of numeric data when the data are times. In <code>R</code> represented by class <code>chron</code>. 24 hours are formated so that they go from 0 to 1. For example, 3:31pm would be converted to 24 hour time: 15:30 and then to decimals for hours: 15.5 then converted ito range from 0 to 1: 15.5/24.</li>
<li><em>factor</em>: A special representation of numeric data when the data are fundamentally discrete. For example, if study condition is coded as 0 = control, 1 = medication, 2 = psychotherapy. The data could be stored numerically, or as text. If stored as a factor, R will do some convenient things automatically, such as dummy coding in regression models.</li>
</ul>
</div>
<div id="date-variables" class="section level1" number="5">
<h1><span class="header-section-number">5</span> Date Variables</h1>
<p>Often when dates are read into R, they are character data.
We will work with some different character formats and
convert them to date class in <code>R</code>.</p>
<pre class="r"><code>## sample character data
x1 &lt;- c(&quot;2019-03-12&quot;, &quot;2017-09-15&quot;)
x2 &lt;- c(&quot;2019-Mar-12&quot;, &quot;2017-Sep-15&quot;)
x3 &lt;- c(&quot;12/3/2019&quot;, &quot;15/9/2017&quot;)
x4 &lt;- c(&quot;12/3/19&quot;, &quot;15/9/17&quot;)

# these are character strings
class(x1)</code></pre>
<pre><code>## [1] &quot;character&quot;</code></pre>
<pre class="r"><code>## convert character strings to Date classes
as.Date(x1, format = &quot;%Y-%m-%d&quot;)</code></pre>
<pre><code>## [1] &quot;2019-03-12&quot; &quot;2017-09-15&quot;</code></pre>
<pre class="r"><code>as.Date(x2, format = &quot;%Y-%b-%d&quot;)</code></pre>
<pre><code>## [1] &quot;2019-03-12&quot; &quot;2017-09-15&quot;</code></pre>
<pre class="r"><code>as.Date(x3, format = &quot;%d/%m/%Y&quot;)</code></pre>
<pre><code>## [1] &quot;2019-03-12&quot; &quot;2017-09-15&quot;</code></pre>
<pre class="r"><code>as.Date(x4, format = &quot;%d/%m/%y&quot;)</code></pre>
<pre><code>## [1] &quot;2019-03-12&quot; &quot;2017-09-15&quot;</code></pre>
<pre class="r"><code>## save results
d1 &lt;- as.Date(x1, format = &quot;%Y-%m-%d&quot;)

## look at the class once converted
class(d1)</code></pre>
<pre><code>## [1] &quot;Date&quot;</code></pre>
<pre class="r"><code>## arithmtic on dates
d1 + 5 ## addition</code></pre>
<pre><code>## [1] &quot;2019-03-17&quot; &quot;2017-09-20&quot;</code></pre>
<pre class="r"><code>d1 - 7 ## subtract a week</code></pre>
<pre><code>## [1] &quot;2019-03-05&quot; &quot;2017-09-08&quot;</code></pre>
<pre class="r"><code>d1 * 5 ## multiplication does not work: error</code></pre>
<pre><code>## Error in Ops.Date(d1, 5): * not defined for &quot;Date&quot; objects</code></pre>
<pre class="r"><code>## extract just one date
d1[1]</code></pre>
<pre><code>## [1] &quot;2019-03-12&quot;</code></pre>
<pre class="r"><code>d1[2]</code></pre>
<pre><code>## [1] &quot;2017-09-15&quot;</code></pre>
<pre class="r"><code>## compare two dates
d1[1] - d1[2]</code></pre>
<pre><code>## Time difference of 543 days</code></pre>
<pre class="r"><code>## compare two dates and convert to a number
as.numeric(d1[1] - d1[2])</code></pre>
<pre><code>## [1] 543</code></pre>
<pre class="r"><code>## compare two dates and convert to a number
## and then to years
as.numeric(d1[1] - d1[2])/365.25</code></pre>
<pre><code>## [1] 1.5</code></pre>
<p>To convert date into a date class in <code>R</code>, we need to tell it the
format the dates are written in. This is done by specifying a
“template”.</p>
<ul>
<li>“%Y” means 4 digit year [upper case]</li>
<li>“%y” means 2 digit year [lower case]</li>
<li>“%m” means digit month</li>
<li>“%b” means abbreviated month (e.g., “Jan”)</li>
<li>“%d” means digit day</li>
</ul>
<p>These pieces can be re-ordered an combined and use any separator. For
example “%Y-%m-%d” for YYYY-mm-dd or “%Y/%m/%d” for YYYY/mm/dd or “%Y
%m %d” for YYYY mm dd or “%d %m-%Y” for dd mm-YYYY. This flexibility
is needed as different people and countries commonly write dates in
many different formats.</p>
<div id="date-helper-functions" class="section level2" number="5.1">
<h2><span class="header-section-number">5.1</span> Date Helper Functions</h2>
<p>Dates have a variety of helpful functions that let you operate on or
learn more about them. We can use the <code>weekdays()</code>, <code>months()</code>, and
<code>quarters()</code> functions to find out the day of week, month or quarter a
particular date falls in. They return character strings.</p>
<pre class="r"><code>weekdays(d1)</code></pre>
<pre><code>## [1] &quot;Tuesday&quot; &quot;Friday&quot;</code></pre>
<pre class="r"><code>months(d1)</code></pre>
<pre><code>## [1] &quot;March&quot;     &quot;September&quot;</code></pre>
<pre class="r"><code>quarters(d1)</code></pre>
<pre><code>## [1] &quot;Q1&quot; &quot;Q3&quot;</code></pre>
<p>Dates also can be compared to determine if one is greater than or less
than another. This can be useful for selecting observations that meet
specific criteria. For example, suppose we wanted to exclude any dates
that occurred before the semester started. Not everyone in the daily
diary study is a student, but if they were, we might expect positive
affect to be different on break than during semester. Suppose semester
started 1 March 2017, we might want to only include observations that
fell on or after that date.
Note here we do not need to specify a template because <code>R</code> will assume
YYYY-mm-dd when written this way.</p>
<pre class="r"><code>## summary of dates
summary(d$SurveyDay)</code></pre>
<pre><code>##         Min.      1st Qu.       Median         Mean      3rd Qu.         Max. 
## &quot;2017-02-22&quot; &quot;2017-03-01&quot; &quot;2017-03-04&quot; &quot;2017-03-04&quot; &quot;2017-03-07&quot; &quot;2017-03-14&quot;</code></pre>
<pre class="r"><code>## select surveys where the survey date 
## is greater than or equal to 2017-03-01
d2 &lt;- d[SurveyDay &gt;= as.Date(&quot;2017-03-01&quot;)]

## summary of dates
summary(d2$SurveyDay)</code></pre>
<pre><code>##         Min.      1st Qu.       Median         Mean      3rd Qu.         Max. 
## &quot;2017-03-01&quot; &quot;2017-03-03&quot; &quot;2017-03-06&quot; &quot;2017-03-06&quot; &quot;2017-03-09&quot; &quot;2017-03-14&quot;</code></pre>
<pre class="r"><code>d2 &lt;- d[weekdays(SurveyDay) %in% c(&quot;Monday&quot;)]

## frequency table of days of week
table(weekdays(d2$SurveyDay))</code></pre>
<pre><code>## 
## Monday 
##   1058</code></pre>
</div>
</div>
<div id="factor-variables" class="section level1" number="6">
<h1><span class="header-section-number">6</span> Factor Variables</h1>
<p>Factor variables can be made from numeric or
integer or character data, but are converted into
the factor format to tell <code>R</code> that they are discrete
variables. This is done using the <code>factor()</code> function.</p>
<pre class="r"><code>## some sample data
x &lt;- c(0, 1, 2, 1, 1, 2, 0)

## convert to a factor in R
## adding specific labels
y &lt;- factor(x, 
  levels = c(1, 0, 2),
  labels =c(&quot;Medication&quot;, &quot;Control&quot;, &quot;Psychotherapy&quot;))
y</code></pre>
<pre><code>## [1] Control       Medication    Psychotherapy Medication    Medication   
## [6] Psychotherapy Control      
## Levels: Medication Control Psychotherapy</code></pre>
<pre class="r"><code>## if you do not specify levels or labels
## it will assume you want the levels 
## ordered numerically / alphabetically
## and the labels should be the same as the levels

## factor with labels, sorted according to 
## the level order (1, 0, 2)
table(y)</code></pre>
<pre><code>## y
##    Medication       Control Psychotherapy 
##             3             2             2</code></pre>
<pre class="r"><code>## default factor() approach, labels based on 
## levels and sorted numerically: 0, 1, 2
table(factor(x)) ## automatic conversion to factor </code></pre>
<pre><code>## 
## 0 1 2 
## 2 3 2</code></pre>
</div>
<div id="merging-data" class="section level1" number="7">
<h1><span class="header-section-number">7</span> Merging Data</h1>
<p>Often data come from multiple sources and are in separate files. For
example, a baseline and post intervention questionnaire may be
collected separately, or you may have questionnaire data and sleep
data from a FitBit.</p>
<p>Data can be combined by merging, and merging in <code>R</code> is typically done
using the <code>merge()</code> function.</p>
<p><label for="tufte-mn-7" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-7" class="margin-toggle"><span class="marginnote">Merging in R is the same as joins which is the more
common term for databases, such as SQL.</span></p>
<p>There are four main types of merges in <code>R</code> using the <code>merge()</code>
function. Assume we are merging two datasets: <code>x</code> and
<code>y</code>.</p>
<p><label for="tufte-mn-8" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-8" class="margin-toggle"><span class="marginnote">Merging or joins always involves two datasets. Even if you need
to merge more than two datasets (e.g., you have baseline, post, and
follow-up data) you always merge / join them two at a time. For
example, first joining baseline and post into one bp dataset and
then joining bp and your follow up data. In R the x dataset is
always the left and the y dataset is always the right.</span></p>
<p>The type of merge performed is controlled by arguments to
the <code>merge()</code> function.</p>
<ul>
<li><strong>Natural join</strong>: resulting data has only rows present in
<strong>both</strong> <code>x</code> and <code>y</code>. Argument: <code>all = FALSE</code> .</li>
<li><strong>Full outer join</strong>: the data has all rows in <code>x</code> and all rows
in <code>y</code>. Argument: <code>all = TRUE</code> .</li>
<li><strong>Left outer join</strong>: resulting data has all rows in <code>x</code>. Argument: <code>all.x   = TRUE</code> .</li>
<li><strong>Right outer join</strong>: resulting data has all rows in <code>y</code>. Argument: <code>all.y   = TRUE</code> .</li>
</ul>
<p><label for="tufte-mn-9" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-9" class="margin-toggle"><span class="marginnote">This small, hypothetical study collected data via surveys and
actigraphy. The surveys have peoples ages and the actigraphy has
their sleep duration, which we wish to join together for analysis.</span></p>
<p>We will explore joins using two, small datasets. <code>ID</code> is used
to indicate participant ID.</p>
<pre class="r"><code>surveys &lt;- data.table(
  ID = c(1, 2, 3),
  Age = c(19, 18, 20))

acti &lt;- data.table(
  ID = c(2, 3, 4),
  Sleep = c(8, 6, 7))

## view the two small datasets
print(surveys)</code></pre>
<pre><code>##       ID   Age
##    &lt;num&gt; &lt;num&gt;
## 1:     1    19
## 2:     2    18
## 3:     3    20</code></pre>
<pre class="r"><code>print(acti)</code></pre>
<pre><code>##       ID Sleep
##    &lt;num&gt; &lt;num&gt;
## 1:     2     8
## 2:     3     6
## 3:     4     7</code></pre>
<div id="natural-join-in-r" class="section level2" number="7.1">
<h2><span class="header-section-number">7.1</span> Natural Join in <code>R</code></h2>
<p><label for="tufte-mn-10" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-10" class="margin-toggle"><span class="marginnote">Natural joins have only the rows / observations that
are present in both datasets. In this example, the surveys and the
actigraphy. You can pick whichever dataset you want to be x and
and y by which you list first.</span></p>
<p><strong>Only rows present in both datasets</strong>.</p>
<p><label for="tufte-mn-11" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-11" class="margin-toggle"><span class="marginnote">When we write by = ID what is meant is that it should be
by the variable called ID. The word ID is not special, its just
that we happened to call the variable containing our IDs, ID. If
we had called the variable containings IDs Email or Name then
we would write: by = Email or by = Name. In other words,
match the text in quotes to an actual variable name in the data.</span></p>
<p>Joining data requires specifying how <code>R</code> should know which rows match
each other. This is typically done by an ID variable using the code:
<code>by = &quot;ID&quot;</code>. The argument, <code>all = FALSE</code> is what tells <code>R</code> this should
be a natural join.</p>
<pre class="r"><code>merge(
  x = surveys,
  y = acti,
  by = &quot;ID&quot;,
  all = FALSE)</code></pre>
<pre><code>## Key: &lt;ID&gt;
##       ID   Age Sleep
##    &lt;num&gt; &lt;num&gt; &lt;num&gt;
## 1:     2    18     8
## 2:     3    20     6</code></pre>
</div>
<div id="full-outer-join" class="section level2" number="7.2">
<h2><span class="header-section-number">7.2</span> Full Outer Join</h2>
<p><label for="tufte-mn-12" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-12" class="margin-toggle"><span class="marginnote">Full outer joins include cases that are present in either dataset. In this case, in either the surveys
or the actigraphy. You can pick whichever dataset you want to be x
and y by which you list first, although with a full outer join, it
does not make much difference, other than which columns/variables come
first and which come second. As before, we must specify what variable(s) to
merge by so R knows how to match rows together, accomplished using
the code: by = ID.
Note that R fills in missing values for rows /
observations and variables that are present in one dataset but not the
other. So if two datasets do not have identical rows / observations, a
full outer join will result in some missing values. These are shown in
the print out as NA</span></p>
<p><strong>All rows present in either dataset</strong>.</p>
<p>The argument, <code>all = TRUE</code> is what tells <code>R</code> this should be a full
outer join. Full outer joins include all rows or observations.</p>
<pre class="r"><code>merge(
  x = surveys,
  y = acti,
  by = &quot;ID&quot;,
  all = TRUE)</code></pre>
<pre><code>## Key: &lt;ID&gt;
##       ID   Age Sleep
##    &lt;num&gt; &lt;num&gt; &lt;num&gt;
## 1:     1    19    NA
## 2:     2    18     8
## 3:     3    20     6
## 4:     4    NA     7</code></pre>
</div>
<div id="left-outer-join" class="section level2" number="7.3">
<h2><span class="header-section-number">7.3</span> Left Outer Join</h2>
<p><label for="tufte-mn-13" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-13" class="margin-toggle"><span class="marginnote">As before, we must specify what variable(s) to
merge by so R knows how to match rows together, accomplished using
the code: by = ID. Also as before, R fills in missing values for
the variables. In this case, missing values for the rows /
observations that are present in surveys, but not in acti (i.e., the
variable Sleep and ID = 1).</span></p>
<p><strong>All rows / observations that are present in left dataset
(surveys)</strong>.</p>
<p>The argument, <code>all.x = TRUE</code> is what tells <code>R</code> this should be a left
outer join.</p>
<pre class="r"><code>merge(
  x = surveys,
  y = acti,
  by = &quot;ID&quot;,
  all.x = TRUE)</code></pre>
<pre><code>## Key: &lt;ID&gt;
##       ID   Age Sleep
##    &lt;num&gt; &lt;num&gt; &lt;num&gt;
## 1:     1    19    NA
## 2:     2    18     8
## 3:     3    20     6</code></pre>
</div>
<div id="right-outer-join" class="section level2" number="7.4">
<h2><span class="header-section-number">7.4</span> Right Outer Join</h2>
<p><label for="tufte-mn-14" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-14" class="margin-toggle"><span class="marginnote">As before, we must specify what variable(s) to merge by
so R knows how to match rows together, accomplished using the code:
by = ID. Note that R fills in missing values for the variables
in surveys that are not in acti and the rows / observations that are
present in acti, but not in surveys
(i.e., the variable Age and ID = 4).</span></p>
<p><strong>All rows / observations that are present in right dataset
(acti)</strong>. The argument, <code>all.y = TRUE</code> is what tells <code>R</code> this should be a right
outer join.</p>
<pre class="r"><code>merge(
  x = surveys,
  y = acti,
  by = &quot;ID&quot;,
  all.y = TRUE)</code></pre>
<pre><code>## Key: &lt;ID&gt;
##       ID   Age Sleep
##    &lt;num&gt; &lt;num&gt; &lt;num&gt;
## 1:     2    18     8
## 2:     3    20     6
## 3:     4    NA     7</code></pre>
</div>
<div id="rows-and-missing-after-joining" class="section level2" number="7.5">
<h2><span class="header-section-number">7.5</span> Rows and missing after joining</h2>
<p><label for="tufte-mn-15" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-15" class="margin-toggle"><span class="marginnote">Knowing how many rows you expect gives you a quick way to
check whether the join is working as you want or something
unexpected may be happening. Practical experience is that joins
can easily have some errors resulting in unintended consequences,
like missing data or repetitions of rows that were not wanted.</span></p>
<p>It is helpful to know how many rows you expect in the
results.</p>
<p><label for="tufte-mn-16" class="margin-toggle">⊕</label><input type="checkbox" id="tufte-mn-16" class="margin-toggle"><span class="marginnote">This behaviour is sometimes referred to as cross or
cartesian joining. When there are multiple matches for a row/ID in
both datasets, all possible combinations are returned. In this
case, rows 2 and 3 are both ID 2 in surveys2 and rows 1 and 2 are
both ID 2 in acti2, so those are crossed so you have all possible
pairings of rows from each dataset associated with ID 2.</span></p>
<p>In each of these two new datasets, ID 2 is repeated twice.
One might anticipate that a full outer join would return <em>5</em>
rows, (IDs 1, 2, 2, 3, 4). <code>R</code> actually returns <strong>7</strong> rows, with
four rows for ID 2, because all rows of ID 2 in <code>surveys2</code> are
repeated by all rows of ID 2 in <code>acti2</code>.</p>
<p><strong>Merging with any duplicates can behave in unexpected ways</strong>.
In a small dataset, it is easy to see what has
happened. In a large dataset, checking whether the merge worked as
expected requires using summaries or other checks, such as evaluating
whether the number of rows matched what you wanted or needed.</p>
<pre class="r"><code>surveys2 &lt;- data.table(
  ID = c(1, 2, 2, 3),
  Age = c(19, 18, 18, 20))

acti2 &lt;- data.table(
  ID = c(2, 2, 3, 4),
  Sleep = c(8, 7, 6, 7))

## view small datasets
print(surveys2)</code></pre>
<pre><code>##       ID   Age
##    &lt;num&gt; &lt;num&gt;
## 1:     1    19
## 2:     2    18
## 3:     2    18
## 4:     3    20</code></pre>
<pre class="r"><code>print(acti2)</code></pre>
<pre><code>##       ID Sleep
##    &lt;num&gt; &lt;num&gt;
## 1:     2     8
## 2:     2     7
## 3:     3     6
## 4:     4     7</code></pre>
<pre class="r"><code>merge(surveys2, acti2, by = &quot;ID&quot;, all = TRUE)</code></pre>
<pre><code>## Key: &lt;ID&gt;
##       ID   Age Sleep
##    &lt;num&gt; &lt;num&gt; &lt;num&gt;
## 1:     1    19    NA
## 2:     2    18     8
## 3:     2    18     7
## 4:     2    18     8
## 5:     2    18     7
## 6:     3    20     6
## 7:     4    NA     7</code></pre>
</div>
<div id="merging-data-by-different-ids" class="section level2" number="7.6">
<h2><span class="header-section-number">7.6</span> Merging Data by Different IDs</h2>
<p>Often data are under our control, but sometimes, they are not or even
if they are ID variables are not named consistently across datasets.
As long as the actual ID values match, the variable names do not need
to be the same. For example, in Qualtrics, if you create custom links,
IDs may be called “RecipientFirstName” while on the actigraphy data,
you may have called IDs, “ID”. <code>R</code> can handle this easily by using the
arguments, <code>by.x</code> and <code>by.y</code> to give the variable names in the <code>x</code> and
<code>y</code> datasets, respectively.</p>
<pre class="r"><code>surveys2 &lt;- data.table(
  FirstName = c(1, 2, 2, 3),
  Age = c(19, 18, 18, 20))

acti2 &lt;- data.table(
  ID = c(2, 2, 3, 4),
  Sleep = c(8, 7, 6, 5))

merge(
  x = surveys2,
  y = acti2,
  by.x = &quot;FirstName&quot;,
  by.y = &quot;ID&quot;,
  all = TRUE)</code></pre>
<pre><code>## Key: &lt;FirstName&gt;
##    FirstName   Age Sleep
##        &lt;num&gt; &lt;num&gt; &lt;num&gt;
## 1:         1    19    NA
## 2:         2    18     8
## 3:         2    18     7
## 4:         2    18     8
## 5:         2    18     7
## 6:         3    20     6
## 7:         4    NA     5</code></pre>
</div>
<div id="checking-and-preparing-data-for-merging" class="section level2" number="7.7">
<h2><span class="header-section-number">7.7</span> Checking and Preparing Data for Merging</h2>
<p>Because merging data can have unintended consequences if matched
incorrectly, often it is a good practice to check the data in advance
to make sure it is what you expect.</p>
<p>Generally, one-to-one merges, where each row of one dataset is matched
to one and only one row of another dataset is easiest. You can have
duplicates and these merge well in two cases: (1) the left, <code>x</code>
dataset has repeated measures but the right, <code>y</code> dataset only has one
row of data per ID or (2) the left, <code>x</code> dataset only has one row of
data per ID but the right, <code>y</code>, dataset has repeated measures per ID.
Many to many merges, involves <em>repeated IDs</em> in both datasets being
merged often is not what is intended. Note that repeated IDs does not
mean repeated measures. You can merge two repeated measures datasets
but not have repeated IDs by using two variables as your ID variable
or by creating unique IDs that combine ID and time, for example.</p>
<p>To check data, there are a few helpful functions in <code>R</code>.
The <code>anyDuplicated()</code> function returns 0 if no values are duplicated
and the position where the first duplicate occurs if any values are
duplicated.</p>
<pre class="r"><code>## there are duplicate IDs, starting in position 2
anyDuplicated(acti2$ID)</code></pre>
<pre><code>## [1] 2</code></pre>
<pre class="r"><code>## there are no duplicated sleep values
anyDuplicated(acti2$Sleep)</code></pre>
<pre><code>## [1] 0</code></pre>
<pre class="r"><code>## however if we paste / concatenate
## both ID and Sleep, there are no duplicates
anyDuplicated(paste0(acti2$ID, acti2$Sleep))</code></pre>
<pre><code>## [1] 0</code></pre>
<p>If you do not expect duplicates, it is a good idea to check for them
before merging, as <code>R</code> will not tell you if there are duplicates and
it impacted the merge.</p>
<p>If there are duplicates, you can count how many there are,
using the <code>duplicated()</code> function and making a frequency table using
<code>table()</code>.</p>
<pre class="r"><code>table(duplicated(acti2$ID))</code></pre>
<pre><code>## 
## FALSE  TRUE 
##     3     1</code></pre>
<p>Another way to approach this is to create a frequency table of IDs and
then create a frequency table of the frequencies. If everyone only
shows up once, you should have many frequencies of 1. If any ID shows
up more than once, you will have non zero frequencies &gt; 1.
The frequency table below, shows that two IDs showed up once and one
ID showed up two times.</p>
<pre class="r"><code>table(table(acti2$ID))</code></pre>
<pre><code>## 
## 1 2 
## 2 1</code></pre>
<p>Other checks are the number of unique IDs in each dataset. This is
accomplished by using the <code>unique()</code> function to first exclude any
duplicated values and then finding the length of the IDs.</p>
<pre class="r"><code>length(unique(surveys2$FirstName))</code></pre>
<pre><code>## [1] 3</code></pre>
<pre class="r"><code>length(unique(acti2$ID))</code></pre>
<pre><code>## [1] 3</code></pre>
<p>You can also check how many IDs from one dataset are in another
dataset by combining the <code>unique()</code> function with the <code>%in%</code> logical
operator to get a series of TRUE or FALSE values if an ID from one
dataset is in another dataset. In large datasets, this may be many
results, so instead, we can create a frequency table of the results
using <code>table()</code>. Note that which set of IDs is on the left or the
right can make a difference. If you expect one dataset to contain all
IDs (e.g., you are merging a new variable into a large “master”
dataset that you believe has every single one of your participants)
this is a very helpful way to check whether that is true.</p>
<pre class="r"><code>table(unique(surveys2$FirstName) %in% unique(acti$ID)) # why do you think it didn&#39;t say 2 are false?</code></pre>
<pre><code>## 
## FALSE  TRUE 
##     1     2</code></pre>
<pre class="r"><code>table(unique(acti$ID) %in% unique(surveys2$FirstName))</code></pre>
<pre><code>## 
## FALSE  TRUE 
##     1     2</code></pre>
</div>
</div>
<div id="reshaping-data" class="section level1" number="8">
<h1><span class="header-section-number">8</span> Reshaping Data</h1>
<p>Another common data management task is reshaping data. This typically
occurs when data are stored in one format, such as different columns
for different time points, and you need data reshaped into another
format, such as multiple rows for each ID for mixed models.
What follows is a small sample of a “wide” dataset. That is, a dataset
where each timepoint is stored in a separate variable.</p>
<pre class="r"><code>dwide &lt;- data.table(
  ID = c(1, 2, 3),
  STRESS1 = c(2, 1, 3),
  STRESS2 = c(4, 5, 6),
  STRESS3 = c(1, 1, 2),
  Happy1 = c(4, 5, 3),
  Happy2 = c(3, 2, 1),
  Happy3 = c(5, 5, 4))</code></pre>
<p><!--
<caption>--><span class="marginnote shownote">Example ‘wide’ dataset where different time points are stored in separate variables.</span><!--</caption>--></p>
<table>
<thead>
<tr class="header">
<th align="right">ID</th>
<th align="right">STRESS1</th>
<th align="right">STRESS2</th>
<th align="right">STRESS3</th>
<th align="right">Happy1</th>
<th align="right">Happy2</th>
<th align="right">Happy3</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">1</td>
<td align="right">2</td>
<td align="right">4</td>
<td align="right">1</td>
<td align="right">4</td>
<td align="right">3</td>
<td align="right">5</td>
</tr>
<tr class="even">
<td align="right">2</td>
<td align="right">1</td>
<td align="right">5</td>
<td align="right">1</td>
<td align="right">5</td>
<td align="right">2</td>
<td align="right">5</td>
</tr>
<tr class="odd">
<td align="right">3</td>
<td align="right">3</td>
<td align="right">6</td>
<td align="right">2</td>
<td align="right">3</td>
<td align="right">1</td>
<td align="right">4</td>
</tr>
</tbody>
</table>
<p><code>R</code> has a function, <code>reshape()</code> that allows reshaping data from wide
to long. It is quite complicated, so may not all be clear at first,
but its easiest to learn through examples. For now, we will focus on
five arguments to <code>reshape()</code>.</p>
<ul>
<li><code>data</code> this is the dataset to reshape</li>
<li><code>varying</code> this is a list where each element is a vector of variable
names that vary over time that belong to the same overall measure.</li>
<li><code>timevar</code> this is the name of the variable indicating to which time
a measure belongs, it will be a new variable in a wide to long
reshape.</li>
<li><code>idvar</code> this is the name of the ID variable in the data and is
required.</li>
<li><code>direction</code> this is the direction to reshape (“long” or “wide”).</li>
</ul>
<pre class="r"><code>reshape(
  data = dwide,
  varying = list(
    STRESS = c(&quot;STRESS1&quot;, &quot;STRESS2&quot;, &quot;STRESS3&quot;)
  ),
  timevar = &quot;time&quot;,
  idvar = &quot;ID&quot;,
  direction = &quot;long&quot;)</code></pre>
<pre><code>##       ID Happy1 Happy2 Happy3  time STRESS1
##    &lt;num&gt;  &lt;num&gt;  &lt;num&gt;  &lt;num&gt; &lt;int&gt;   &lt;num&gt;
## 1:     1      4      3      5     1       2
## 2:     2      5      2      5     1       1
## 3:     3      3      1      4     1       3
## 4:     1      4      3      5     2       4
## 5:     2      5      2      5     2       5
## 6:     3      3      1      4     2       6
## 7:     1      4      3      5     3       1
## 8:     2      5      2      5     3       1
## 9:     3      3      1      4     3       2</code></pre>
<p>In this case, you can see that only STRESS was actually reshaped
long. To get Happy reshaped long as well, we need to list all the
variable names for happy in order in another vector using <code>c()</code> inside
the <code>varying = list()</code> section, like this:</p>
<pre class="r"><code>reshape(
  data = dwide,
  varying = list(
    STRESS = c(&quot;STRESS1&quot;, &quot;STRESS2&quot;, &quot;STRESS3&quot;),
## extra line for happy
    Happy = c(&quot;Happy1&quot;, &quot;Happy2&quot;, &quot;Happy3&quot;) 
  ),
  timevar = &quot;time&quot;,
  idvar = &quot;ID&quot;,
  direction = &quot;long&quot;)</code></pre>
<pre><code>##       ID  time STRESS1 Happy1
##    &lt;num&gt; &lt;int&gt;   &lt;num&gt;  &lt;num&gt;
## 1:     1     1       2      4
## 2:     2     1       1      5
## 3:     3     1       3      3
## 4:     1     2       4      3
## 5:     2     2       5      2
## 6:     3     2       6      1
## 7:     1     3       1      5
## 8:     2     3       1      5
## 9:     3     3       2      4</code></pre>
<p>Right now, <code>R</code> is just using the first variable name for each variable
in the long format, so we have “STRESS1” and “Happy1”. If we want, we
can customise this, for example to get rid of the “1”.</p>
<pre class="r"><code>reshape(
  data = dwide,
  varying = list(
    STRESS = c(&quot;STRESS1&quot;, &quot;STRESS2&quot;, &quot;STRESS3&quot;),
    Happy = c(&quot;Happy1&quot;, &quot;Happy2&quot;, &quot;Happy3&quot;) 
  ),
## extra line to make it just STRESS and Happy without the &quot;1&quot;
  v.names = c(&quot;STRESS&quot;, &quot;Happy&quot;),
  timevar = &quot;time&quot;,
  idvar = &quot;ID&quot;,
  direction = &quot;long&quot;)</code></pre>
<pre><code>##       ID  time STRESS Happy
##    &lt;num&gt; &lt;int&gt;  &lt;num&gt; &lt;num&gt;
## 1:     1     1      2     4
## 2:     2     1      1     5
## 3:     3     1      3     3
## 4:     1     2      4     3
## 5:     2     2      5     2
## 6:     3     2      6     1
## 7:     1     3      1     5
## 8:     2     3      1     5
## 9:     3     3      2     4</code></pre>
<p>Finally, by default, <code>R</code> just makes the new “time” variable integers
from 1 to the maximum number of time points. Instead, we can set the
exact times. For example, suppose that the first assessment is week 0,
then week 6 and week 24. We might want to use 0, 6, 24 instead of the
default 1, 2, 3.</p>
<pre class="r"><code>dlong &lt;- reshape(
  data = dwide,
  varying = list(
    STRESS = c(&quot;STRESS1&quot;, &quot;STRESS2&quot;, &quot;STRESS3&quot;),
    Happy = c(&quot;Happy1&quot;, &quot;Happy2&quot;, &quot;Happy3&quot;) 
  ),
  v.names = c(&quot;STRESS&quot;, &quot;Happy&quot;),
  timevar = &quot;weeks&quot;,
## extra line for customized times
  times = c(0, 6, 24),
  idvar = &quot;ID&quot;,
  direction = &quot;long&quot;)

print(dlong)</code></pre>
<pre><code>##       ID weeks STRESS Happy
##    &lt;num&gt; &lt;num&gt;  &lt;num&gt; &lt;num&gt;
## 1:     1     0      2     4
## 2:     2     0      1     5
## 3:     3     0      3     3
## 4:     1     6      4     3
## 5:     2     6      5     2
## 6:     3     6      6     1
## 7:     1    24      1     5
## 8:     2    24      1     5
## 9:     3    24      2     4</code></pre>
<div id="complications-in-reshaping" class="section level2" number="8.1">
<h2><span class="header-section-number">8.1</span> Complications in Reshaping</h2>
<p>Not all reshaping is straight forward. Here is another wide
dataset. Some variables are time varying, others (e.g., Age in yrs) are
not. Even the time varying variables are not measured at all time
points. In this case at the final time point, only Happy was
measured and coping only measured twice.</p>
<pre class="r"><code>dwide2 &lt;- data.table(
  ID = 1:3,
  Age = c(18, 19, 22),
  STRESS1 = c(2, 1, 3),
  STRESS2 = c(4, 5, 6),
  STRESS3 = c(1, 1, 2),  
  COPE1 = c(1, 2, 3),
  COPE2 = c(6, 3, 4),
  Happy1 = c(4, 5, 3),
  Happy2 = c(3, 2, 1),
  Happy3 = c(5, 5, 4),
  Happy4 = c(1, 2, 3))</code></pre>
<p>Following the previous template, we might try something like this:</p>
<pre class="r"><code>reshape(
  data = dwide2,
  varying = list(
    STRESS = c(&quot;STRESS1&quot;, &quot;STRESS2&quot;, &quot;STRESS3&quot;),
    COPE = c(&quot;COPE1&quot;, &quot;COPE2&quot;),    
    Happy = c(&quot;Happy1&quot;, &quot;Happy2&quot;, &quot;Happy3&quot;, &quot;Happy4&quot;) 
  ),
  v.names = c(&quot;STRESS&quot;, &quot;COPE&quot;, &quot;Happy&quot;),
  timevar = &quot;weeks&quot;,
  times = c(0, 6, 12, 24),
  idvar = &quot;ID&quot;,
  direction = &quot;long&quot;)</code></pre>
<pre><code>## Error in reshapeLong(data, idvar = idvar, timevar = timevar, varying = varying, : &#39;varying&#39; arguments must be the same length</code></pre>
<p>This results in an error because we only have three stress and two coping
measures. To do the reshape, there must be an equal number of each
variable. One way to address this is to create a useless “Pad”
variable. We can repeat this “Pad” as much as needed (e.g., once for
stress, twice for coping). Age is not time varying so we can ignore
it. It will be used as a between person variable.</p>
<pre class="r"><code>dwide2[, Pad := NA]

reshape(
  data = dwide2,
  varying = list(
    STRESS = c(&quot;STRESS1&quot;, &quot;STRESS2&quot;, &quot;STRESS3&quot;, &quot;Pad&quot;),
    COPE = c(&quot;COPE1&quot;, &quot;COPE2&quot;, &quot;Pad&quot;, &quot;Pad&quot;),    
    Happy = c(&quot;Happy1&quot;, &quot;Happy2&quot;, &quot;Happy3&quot;, &quot;Happy4&quot;) 
  ),
  v.names = c(&quot;STRESS&quot;, &quot;COPE&quot;, &quot;Happy&quot;),
  timevar = &quot;weeks&quot;,
  times = c(0, 6, 12, 24),
  idvar = &quot;ID&quot;,
  direction = &quot;long&quot;)</code></pre>
<pre><code>##        ID   Age weeks STRESS  COPE Happy
##     &lt;int&gt; &lt;num&gt; &lt;num&gt;  &lt;num&gt; &lt;num&gt; &lt;num&gt;
##  1:     1    18     0      2     1     4
##  2:     2    19     0      1     2     5
##  3:     3    22     0      3     3     3
##  4:     1    18     6      4     6     3
##  5:     2    19     6      5     3     2
##  6:     3    22     6      6     4     1
##  7:     1    18    12      1    NA     5
##  8:     2    19    12      1    NA     5
##  9:     3    22    12      2    NA     4
## 10:     1    18    24     NA    NA     1
## 11:     2    19    24     NA    NA     2
## 12:     3    22    24     NA    NA     3</code></pre>
</div>
<div id="reshape-data-wide" class="section level2" number="8.2">
<h2><span class="header-section-number">8.2</span> Reshape Data Wide</h2>
<p>We can also reshape data from long to wide. To do that, we will begin
with the long dataset we made earlier, <code>dlong</code>. Again we use the
<code>reshape()</code> function. This time, we do not need to indicate <code>varying</code>
and we set <code>direction = &quot;wide&quot;</code>.</p>
<pre class="r"><code>reshape(
  data = dlong,
  v.names = c(&quot;STRESS&quot;, &quot;Happy&quot;),
  timevar = &quot;weeks&quot;,
  idvar = &quot;ID&quot;,
  direction = &quot;wide&quot;)</code></pre>
<pre><code>##       ID STRESS.0 Happy.0 STRESS.6 Happy.6 STRESS.24 Happy.24
##    &lt;num&gt;    &lt;num&gt;   &lt;num&gt;    &lt;num&gt;   &lt;num&gt;     &lt;num&gt;    &lt;num&gt;
## 1:     1        2       4        4       3         1        5
## 2:     2        1       5        5       2         1        5
## 3:     3        3       3        6       1         2        4</code></pre>
<p>To create the different variables for each time point, <code>R</code> has used
the base variable name, a period, and then the time value (0, 6, 24).
We can customize the separator so that instead of a period, there is
nothing or an underscore, or whatever we wanted.</p>
<pre class="r"><code>reshape(
  data = dlong,
  v.names = c(&quot;STRESS&quot;, &quot;Happy&quot;),
  timevar = &quot;weeks&quot;,
  idvar = &quot;ID&quot;,
  direction = &quot;wide&quot;,
  sep = &quot;_T&quot;)</code></pre>
<pre><code>##       ID STRESS_T0 Happy_T0 STRESS_T6 Happy_T6 STRESS_T24 Happy_T24
##    &lt;num&gt;     &lt;num&gt;    &lt;num&gt;     &lt;num&gt;    &lt;num&gt;      &lt;num&gt;     &lt;num&gt;
## 1:     1         2        4         4        3          1         5
## 2:     2         1        5         5        2          1         5
## 3:     3         3        3         6        1          2         4</code></pre>
</div>
</div>
<div id="bonus-content---merging-by-multiple-ids" class="section level1" number="9">
<h1><span class="header-section-number">9</span> Bonus Content - Merging by Multiple IDs</h1>
<p>Sometimes a single variable is not enough to merge two datasets. This
is particularly true in longitudinal studies where there are repeated
measures. <code>R</code> can handle this by using multiple variables as IDs for
merging. Alternately, a second, unique ID can be created by combining
two or more pieces of information. The following shows an example.</p>
<pre class="r"><code>surveys &lt;- data.table(
  ID = c(1, 1, 2, 2),
  Time = c(1, 2, 1, 2),
  Stress = c(6, 4, 3, 4))

acti &lt;- data.table(
  ID = c(1, 1, 1, 3, 3),
  Time = c(1, 2, 3, 1, 2),
  Sleep = c(7, 8, 9, 8, 8))

## incorrect
merge(surveys, acti,
      by = &quot;ID&quot;,
      all = TRUE)</code></pre>
<pre><code>## Key: &lt;ID&gt;
##        ID Time.x Stress Time.y Sleep
##     &lt;num&gt;  &lt;num&gt;  &lt;num&gt;  &lt;num&gt; &lt;num&gt;
##  1:     1      1      6      1     7
##  2:     1      1      6      2     8
##  3:     1      1      6      3     9
##  4:     1      2      4      1     7
##  5:     1      2      4      2     8
##  6:     1      2      4      3     9
##  7:     2      1      3     NA    NA
##  8:     2      2      4     NA    NA
##  9:     3     NA     NA      1     8
## 10:     3     NA     NA      2     8</code></pre>
<pre class="r"><code>## correct
merge(surveys, acti,
      by = c(&quot;ID&quot;, &quot;Time&quot;),
      all = TRUE)</code></pre>
<pre><code>## Key: &lt;ID, Time&gt;
##       ID  Time Stress Sleep
##    &lt;num&gt; &lt;num&gt;  &lt;num&gt; &lt;num&gt;
## 1:     1     1      6     7
## 2:     1     2      4     8
## 3:     1     3     NA     9
## 4:     2     1      3    NA
## 5:     2     2      4    NA
## 6:     3     1     NA     8
## 7:     3     2     NA     8</code></pre>
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