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<div class="slide titlepage">
<h1 class="title">Einführung in dplyr-Grammatik</h1>
<h1 class="subtitle">Daten bändigen & visualisieren</h1>
<p class="author">
B. Philipp Kleer
</p>
<p class="date">11. Oktober 2021</p>
</div>
<div id="starten-wir" class="slide section level2">
<h1>Starten wir!</h1>
<p>Nun tauchen wir in die Welt von <strong>dplyr</strong> ein. Das Paket nutzt man oft, um Datenstrukturen zu erkunden oder Transformationen vorzunehmen. Dabei gibt es einen Grundstock an Vokabeln, die über <strong>piping</strong> miteinander verbunden werden.</p>
<p>Dazu installieren wir zuerst <strong>tidyverse</strong>:</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">install.packages</span>(<span class="st">"tidyverse"</span>)</span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(<span class="st">"tidyverse"</span>)</span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="co"># alternativ: </span></span>
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="co"># install.packages("dplyr")</span></span>
<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a><span class="co"># library("dplyr")</span></span></code></pre></div>
<p>Anschließend laden wir den Datensatz <code>uni</code> ins <em>environment</em>.</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>uni <span class="ot"><-</span> <span class="fu">readRDS</span>(<span class="st">"../datasets/uni.rds"</span>) <span class="co">#oder eigener Pfad, wenn nicht in der Cloud</span></span></code></pre></div>
<p>Wir verschaffen uns einen Überblick über den Datensatz:</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>uni</span></code></pre></div>
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</script>
</div>
<p>Einen Überblick über die Variablen:</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="co"># ID: laufende Nummer</span></span>
<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a><span class="co"># mot: Studienmotivation (0 <sehr niedrig> - 10 <sehr hoch>)</span></span>
<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a><span class="co"># study: Studienfach (1 <Political Science>, 2 <Sociology>, 3 <Educational Science>, 4 <Psychology>)</span></span>
<span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a><span class="co"># city: Studienort (1 <Gießen>, 2 <Marburg>, 3 <Frankfurt>)</span></span>
<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a><span class="co"># distance: Anfahrtsdauer zur Uni in Minuten</span></span>
<span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a><span class="co"># abi: Abiturnote</span></span>
<span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a><span class="co"># term: Fachsemester</span></span></code></pre></div>
</div>
<div id="grundvokabeln-in-dplyr" class="slide section level2">
<h1>Grundvokabeln in dplyr</h1>
<p>In <strong>dplyr</strong> gibt es nicht viele Vokabeln, die aber effektiv miteinander verbunden werden können, um Daten zu sortieren bzw. zu manipulieren.</p>
<p>Die Grundvokabeln lernen wir jetzt im Folgenden erstmal ohne <em>piping</em> kennen:</p>
<ul>
<li><code>select()</code></li>
<li><code>slice()</code></li>
<li><code>filter()</code></li>
<li><code>arrange()</code></li>
<li><code>mutate()</code></li>
<li><code>summarise()</code> / <code>summarize()</code></li>
<li><code>group_by()</code></li>
</ul>
</div>
<div id="select" class="slide section level2">
<h1>select()</h1>
<p>Mit <strong>select()</strong> wählen wir Spalten aus, die uns angezeigt werden</p>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">select</span>(uni, <span class="co"># Datenquelle</span></span>
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">c</span>(mot, <span class="co"># ausgewählte Spalten</span></span>
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a> term</span>
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
<div data-pagedtable="false">
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<div id="slice" class="slide section level2">
<h1>slice()</h1>
<p>Demgegenüber können wir mit <strong>slice()</strong> Zeilen auswählen, also Fälle:</p>
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="fu">slice</span>(uni, <span class="co"># Datenquelle</span></span>
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a> <span class="dv">50</span><span class="sc">:</span><span class="dv">55</span></span>
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a> ) <span class="co"># ausgewählte Zahlen</span></span></code></pre></div>
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</div>
<div id="filter" class="slide section level2">
<h1>filter()</h1>
<p>Mit <strong>filter()</strong> können wir spezifische Fälle des Datensatzes auswählen. Zur Erinnerung die logischen Verknüpfungen in R:</p>
<ul>
<li>logisches und: <code>&</code></li>
<li>logisches oder: <code>|</code><br />
</li>
<li>logisches gleich: <code>==</code></li>
<li>logisches ungleich: <code>!=</code></li>
<li>logisches größer: <code>></code></li>
<li>logisches kleiner: <code><</code></li>
<li>logisches kleiner gleich: <code><=</code></li>
<li>logisches größer gleich: <code>>=</code></li>
</ul>
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">filter</span>(uni, <span class="co"># Datenquelle</span></span>
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a> city <span class="sc">==</span> <span class="st">"Giessen"</span> <span class="co"># Filtervariable</span></span>
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">filter</span>(uni,</span>
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a> city <span class="sc">==</span> <span class="st">"Frankfurt"</span> <span class="sc">&</span> study <span class="sc">==</span> <span class="st">"Political Science"</span></span>
<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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</div>
</div>
<div id="arrange" class="slide section level2">
<h1>arrange()</h1>
<p>Mit <strong>arrange()</strong> können wir den Datensatz sortieren.</p>
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fu">arrange</span>(uni, </span>
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a> abi</span>
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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<script data-pagedtable-source type="application/json">
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<p>Die Sortierung ist dabei immer aufsteigend. Dies kann man über die Funktion <code>desc()</code> ändert (<em><strong>desc</strong>ending</em>):</p>
<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">arrange</span>(uni,</span>
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">desc</span>(abi)</span>
<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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<p>Alternativ kann man auch einfach ein Minuszeichen vor die Variable, nach der sortiert werden soll, setzen:</p>
<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">arrange</span>(uni, </span>
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a> <span class="sc">-</span>abi</span>
<span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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<div id="mutate" class="slide section level2">
<h1>mutate()</h1>
<p>Mit <strong>mutate()</strong> werden neue Variablen geschaffen.</p>
<p>Zum Beispiel könnten wir eine Variable schaffen, die den Abstand zum Mittelwert in der Variable <code>abi</code> misst:</p>
<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mutate</span>(uni, </span>
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a> <span class="at">abiDist =</span> abi <span class="sc">-</span> <span class="fu">mean</span>(abi,</span>
<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a> <span class="at">na.rm =</span> <span class="cn">TRUE</span></span>
<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb12-5"><a href="#cb12-5" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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<p><strong>Wichtig:</strong> Wir haben zwar hier die Variable <code>abiDist</code> gespeichert, aber diese nicht im Datensatz gespeichert.</p>
<p>Bei der Erstellung kategorieller Variablen muss man zusätzlich die Funktion <strong>case_when()</strong> nutzen. <strong>case_when()</strong> funktioniert wie eine Aneinanderreihung von <em>if</em>-Bedingung, wobei die spezifischste Bestimmung zuerst kommen sollte. (spezifisch -> allgemein).</p>
<p>Im Beispiel schaffen wir eine Dummy-Variable, die anzeigt, ob die Person in Marburg studiert (<code>1</code>) oder nicht (<code>0</code>).</p>
<p>Die Grammatik in <strong>case_when()</strong> ist wie folgt:</p>
<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="fu">case_when</span>(Fallauswahl <span class="sc">~</span> neuer Codewert)</span></code></pre></div>
<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mutate</span>(uni,</span>
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a> <span class="at">dum.pum =</span> <span class="fu">case_when</span>(city <span class="sc">==</span> <span class="st">"Marburg"</span> <span class="sc">~</span> <span class="dv">1</span>, <span class="co"># "Fallauswahl" ~ "neuer Codewert"</span></span>
<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a> city <span class="sc">==</span> <span class="st">"Gießen"</span> <span class="sc">~</span> <span class="dv">0</span>, </span>
<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a> city <span class="sc">==</span> <span class="st">"Frankfurt"</span> <span class="sc">~</span> <span class="dv">0</span></span>
<span id="cb14-5"><a href="#cb14-5" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb14-6"><a href="#cb14-6" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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<p>Auch hier könnten mehrere Bedingungen verknüpft werden: So möchten wir einen Dummy schaffen, der anzeigt, ob eine Person in Marburg Erziehungswissenschaften studiert.</p>
<p>Wir würden wie folgt beginnen:</p>
<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mutate</span>(uni, </span>
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a> <span class="at">dum.pum.es =</span> <span class="fu">case_when</span>(city <span class="sc">==</span> <span class="st">"Marburg"</span> <span class="sc">&</span> study <span class="sc">==</span> <span class="st">"Educational Science"</span> <span class="sc">~</span> <span class="dv">1</span></span>
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
<p>Wenn man nicht alle verschiedenen Kombinationen eingeben möchte und zum Beispiel nur eine von Interesse ist, kann man mit <code>TRUE ~ 0</code> allen restlichen Fällen direkt einen Wert zuordnen (aber nur denselben Wert!). Alle Kombinationen, die nicht vor <code>TRUE ~ 0</code> definiert wurden, erhalten automatisch den in der <code>TRUE</code>-Zeile definierten Wert.</p>
<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mutate</span>(uni, </span>
<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a> <span class="at">dum.pum.es =</span> <span class="fu">case_when</span>(city <span class="sc">==</span> <span class="st">"Marburg"</span> <span class="sc">&</span> study <span class="sc">==</span> <span class="st">"Educational Science"</span> <span class="sc">~</span> <span class="dv">1</span>,</span>
<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a> <span class="cn">TRUE</span> <span class="sc">~</span> <span class="dv">0</span></span>
<span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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</div>
<div id="summarize" class="slide section level2">
<h1>summarize()</h1>
<p>Mit <strong>summarize()</strong> können vereinfacht erste Einblicke in die Daten erfolgen. So könnten wir uns z.B. den Mittelwert von <code>term</code> ausgeben lassen.</p>
<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summarize</span>(uni, </span>
<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">mean</span>(term)</span>
<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
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<p>In <strong>summarize()</strong> können verschiedene Funktionen genutzt werden, die auf die Variablen im Datensatz angewendet werden können. Auch können direkt mehrere Werte ausgegeben werden. <strong>Wichtig:</strong> Das Ausgabe-Format ist immer ein <em>tibble</em>.</p>
<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summarize</span>(uni,</span>
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">mean</span>(term),</span>
<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">mean</span>(mot)</span>
<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
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<p>Die Unterfunktion <strong>summarize_if()</strong> bietet dazu die Möglichkeit leicht auf eine Gruppe von Variablen Funktionen anzuwenden, also zum Beispiel auf alle numerischen Variablen:</p>
<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summarize_if</span>(uni,</span>
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a> is.numeric, </span>
<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">list</span>(<span class="at">mean =</span> mean, </span>
<span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a> <span class="at">sd =</span> sd</span>
<span id="cb19-5"><a href="#cb19-5" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb19-6"><a href="#cb19-6" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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<p>Wer weiß, warum hier teils <code>NA</code> angezeigt wird?</p>
<p>Die Unterfunktion <strong>summarise_at()</strong> bietet die Möglichkeit nur bei bestimmten Variablen die Funktion anzuwenden:</p>
<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summarize_at</span>(uni,</span>
<span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">vars</span>(mot,</span>
<span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a> abi,</span>
<span id="cb20-4"><a href="#cb20-4" aria-hidden="true" tabindex="-1"></a> term</span>
<span id="cb20-5"><a href="#cb20-5" aria-hidden="true" tabindex="-1"></a> ),</span>
<span id="cb20-6"><a href="#cb20-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">list</span>(<span class="at">mean =</span> mean, </span>
<span id="cb20-7"><a href="#cb20-7" aria-hidden="true" tabindex="-1"></a> <span class="at">sd =</span> sd</span>
<span id="cb20-8"><a href="#cb20-8" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb20-9"><a href="#cb20-9" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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</div>
</div>
<div id="group_by" class="slide section level2">
<h1>group_by()</h1>
<p>Mit <strong>group_by()</strong> kann der Datensatz gruppiert werden, also zum Beispiel nach eine kategoriellen Variable. In <code>uni</code>-Datensatz zum Beispiel nach <code>study</code>:</p>
<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="fu">group_by</span>(uni,</span>
<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a> study</span>
<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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Science","4":"Frankfurt","5":"17","6":"1.1","7":"5"},{"1":"999","2":"8","3":"Sociology","4":"Marburg","5":"53","6":"3.6","7":"6"},{"1":"1000","2":"5","3":"Psychology","4":"Gießen","5":"50","6":"3.1","7":"3"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[15],"max":[15]},"pages":{}}}
</script>
</div>
<p>Was sehen wir? <strong>Nichts!</strong></p>
<p><strong>group_by()</strong> macht nichts weiter als die Daten zu gruppieren, die Ausgabe verändert sich dabei erstmal nicht. Erst in Kombination mit weiteren Funktionen, wird dies sichtbar:</p>
<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summarize</span>(<span class="fu">group_by</span>(uni, </span>
<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a> study</span>
<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a> ), </span>
<span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">mean</span>(term)</span>
<span id="cb22-5"><a href="#cb22-5" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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</div>
<p>Jetzt haben wir für jeden Studienort einen Mittelwert für das Fachsemester (<code>term</code>).</p>
<p>**Wichtig:* Wenn Daten gespeichert oder übergeben werden, sollte am Ende die Befehlskette immer mit <code>ungroup()</code> enden, um die Datenteilung nicht zu übergeben!</p>
</div>
<div id="piping" class="slide section level2">
<h1>Piping</h1>
<p>Mit den sogenannte <em>pipes</em> können Ergebnisse von Ausführungsschritten weitergegeben werden. Dies ist vorteilhaft, da so verschiedene Schritte direkt ausgeführt werden können. Auch kann so Code oftmas leichter nachvollzogen werden.</p>
<p>Den <em>pipe</em>-Operator <code>%>%</code> kann man einfach per Tastenkürzel hinzufügen (<code>Strg</code>/<code>Cmd</code> + <code>Shift</code> + <code>M</code>).</p>
<p>Seit R Version 4.0 gibt es den Pipe-Operator auch in R Base, allerdings wird in R Base <code>|></code> als <em>pipe</em>-Operator genutzt. Es kann sein, dass es bereits <em>packages</em> gibt, die damit umgehen können, allerdings benötigt das auf Entwicklerseite meist etwas Zeit.</p>
<p>Hier mal ein Beispiel: Das Ziel ist es eine Variable zu erstellen, die den Abiturschnitt pro Uni-Stadt ausgibt. Das könnte die Frage beantworten, ob besonders gute Schüler:innen einen der drei Studienorte präferieren.</p>
<p>Die Schritte, die wir hierbei machen, sind folgende:</p>
<ol style="list-style-type: decimal">
<li>Wir geben den Datensatz <code>uni</code> weiter.</li>
<li>Wir gruppieren den Datensatz nach <code>city</code>.</li>
<li>Wir berechnen eine neue Variable <code>abiMean</code>.</li>
<li>Wir heben die Gruppierung wieder auf. 5./0. Wir überspeichern den alten Datensatz.</li>
</ol>
<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a>uni <span class="ot"><-</span> uni <span class="sc">%>%</span> <span class="co"># Schritt 1 / Schritt 5/0</span></span>
<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(city) <span class="sc">%>%</span> <span class="co"># Schritt 2</span></span>
<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">abiMean =</span> <span class="fu">mean</span>(abi, </span>
<span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a> <span class="at">na.rm =</span> <span class="cn">TRUE</span></span>
<span id="cb23-5"><a href="#cb23-5" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb23-6"><a href="#cb23-6" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">%>%</span> <span class="co"># Schritt 4</span></span>
<span id="cb23-7"><a href="#cb23-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">ungroup</span>() <span class="co">#Schritt 5</span></span>
<span id="cb23-8"><a href="#cb23-8" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb23-9"><a href="#cb23-9" aria-hidden="true" tabindex="-1"></a><span class="fu">table</span>(uni<span class="sc">$</span>city, </span>
<span id="cb23-10"><a href="#cb23-10" aria-hidden="true" tabindex="-1"></a> uni<span class="sc">$</span>abiMean)</span></code></pre></div>
<pre><code>
2.51 2.51597633136095 2.58269230769231
Gießen 0 338 0
Marburg 350 0 0
Frankfurt 0 0 312</code></pre>
<p>Alternativ könnten wir uns dies auch erstmal nur ausgeben lassen.</p>
<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a>uni <span class="sc">%>%</span> </span>
<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(city) <span class="sc">%>%</span> </span>
<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">summarize</span>(<span class="at">mean =</span> <span class="fu">mean</span>(abi, </span>
<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a> <span class="at">na.rm =</span> <span class="cn">TRUE</span></span>
<span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb25-6"><a href="#cb25-6" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div>
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<p>Ein weiteres Beispiel: Wir möchten Studierende nach der Anzahl des Fachsemesters kategorisieren. Die neue Variable <code>termg</code> soll zwischen:</p>
<ul>
<li>Anfänger:innen (<=2 Semester)</li>
<li>Erfahrene (>2 & <= 6 Semester)</li>
<li>Langzeitstudierende (>6 Semester)</li>
</ul>
<p>unterscheiden.</p>
<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a>uni <span class="ot"><-</span> uni <span class="sc">%>%</span></span>
<span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">termg =</span> <span class="fu">case_when</span>(term <span class="sc"><=</span> <span class="dv">2</span> <span class="sc">~</span> <span class="st">"Anfänger:in"</span>, </span>
<span id="cb26-3"><a href="#cb26-3" aria-hidden="true" tabindex="-1"></a> term <span class="sc">></span> <span class="dv">2</span> <span class="sc">&</span> term <span class="sc"><=</span> <span class="dv">6</span> <span class="sc">~</span> <span class="st">"Erfahrene"</span>, </span>
<span id="cb26-4"><a href="#cb26-4" aria-hidden="true" tabindex="-1"></a> term <span class="sc">></span> <span class="dv">6</span> <span class="sc">~</span> <span class="st">"Langzeit"</span></span>
<span id="cb26-5"><a href="#cb26-5" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb26-6"><a href="#cb26-6" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb26-7"><a href="#cb26-7" aria-hidden="true" tabindex="-1"></a><span class="fu">table</span>(uni<span class="sc">$</span>termg)</span></code></pre></div>
<pre><code>
Anfänger:in Erfahrene Langzeit
93 468 439 </code></pre>
<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a><span class="fu">str</span>(uni<span class="sc">$</span>termg)</span></code></pre></div>
<pre><code> chr [1:1000] "Erfahrene" "Erfahrene" "Erfahrene" "Erfahrene" "Langzeit" ...</code></pre>
<p>Etwas komplexer wäre folgende Aufgabe: Wir möchten nicht die Abweichung zum Mittelwert des Abiturs in unserer gesamten Erhebung berechnen, sondern die Abweichung zum Mittelwert der einzelnen Universitäten. Damit wir die Gruppen-Mittelwerte angezeigt bekommen, berechnen wir auch eine Variable für den Gruppen-Mittelwert.</p>
<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a>uni <span class="ot"><-</span> uni <span class="sc">%>%</span></span>
<span id="cb30-2"><a href="#cb30-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(city) <span class="sc">%>%</span></span>
<span id="cb30-3"><a href="#cb30-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">abigm =</span> <span class="fu">mean</span>(abi)) <span class="sc">%>%</span></span>
<span id="cb30-4"><a href="#cb30-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">abid =</span> abi <span class="sc">-</span> abigm) <span class="sc">%>%</span></span>
<span id="cb30-5"><a href="#cb30-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">ungroup</span>()</span>
<span id="cb30-6"><a href="#cb30-6" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb30-7"><a href="#cb30-7" aria-hidden="true" tabindex="-1"></a>uni[, <span class="fu">c</span>(<span class="st">"ID"</span>,</span>
<span id="cb30-8"><a href="#cb30-8" aria-hidden="true" tabindex="-1"></a> <span class="st">"abi"</span>,</span>
<span id="cb30-9"><a href="#cb30-9" aria-hidden="true" tabindex="-1"></a> <span class="st">"city"</span>, </span>
<span id="cb30-10"><a href="#cb30-10" aria-hidden="true" tabindex="-1"></a> <span class="st">"abigm"</span>, </span>
<span id="cb30-11"><a href="#cb30-11" aria-hidden="true" tabindex="-1"></a> <span class="st">"abid"</span></span>
<span id="cb30-12"><a href="#cb30-12" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb30-13"><a href="#cb30-13" aria-hidden="true" tabindex="-1"></a> ]</span></code></pre></div>
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</div>
<p>Alternativ könnten wir die Daten auch hierarchisch nach Standort und Studienfach gruppieren und uns dann einfach die unterschiedlichen Mittelwerte mit <strong>summarize()</strong> ausgeben lassen:</p>
<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a>mCityStudy <span class="ot"><-</span> uni <span class="sc">%>%</span></span>
<span id="cb31-2"><a href="#cb31-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(city,</span>
<span id="cb31-3"><a href="#cb31-3" aria-hidden="true" tabindex="-1"></a> study</span>
<span id="cb31-4"><a href="#cb31-4" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">%>%</span></span>
<span id="cb31-5"><a href="#cb31-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">summarize</span>(<span class="fu">mean</span>(abi))</span>
<span id="cb31-6"><a href="#cb31-6" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb31-7"><a href="#cb31-7" aria-hidden="true" tabindex="-1"></a>mCityStudy</span></code></pre></div>
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<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
{"columns":[{"label":["city"],"name":[1],"type":["fct"],"align":["left"]},{"label":["study"],"name":[2],"type":["fct"],"align":["left"]},{"label":["mean(abi)"],"name":[3],"type":["dbl"],"align":["right"]}],"data":[{"1":"Gießen","2":"Political Science","3":"2.380000"},{"1":"Gießen","2":"Sociology","3":"2.513636"},{"1":"Gießen","2":"Educational Science","3":"2.570526"},{"1":"Gießen","2":"Psychology","3":"2.569412"},{"1":"Marburg","2":"Political Science","3":"2.476389"},{"1":"Marburg","2":"Sociology","3":"2.508511"},{"1":"Marburg","2":"Educational Science","3":"2.491667"},{"1":"Marburg","2":"Psychology","3":"2.559091"},{"1":"Frankfurt","2":"Political Science","3":"2.338462"},{"1":"Frankfurt","2":"Sociology","3":"2.679012"},{"1":"Frankfurt","2":"Educational Science","3":"2.602703"},{"1":"Frankfurt","2":"Psychology","3":"2.706329"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[15],"max":[15]},"pages":{}}}
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</div>
<div id="versuchen-wir-es-zusammen-zu-lösen" class="slide section level2">
<h1>Versuchen wir es zusammen zu lösen!</h1>
<p>Versucht euch mit dem Grundvokabular an folgenden Aufgaben in den Breakout-Rooms oder allein:</p>
<ol style="list-style-type: decimal">
<li><p>Teile den Datensatz uni in drei Datensätze, die jeweils nur eine Universitätsstadt inkludieren.</p></li>
<li><p>Berichte die durchschnittliche Semesterzahl pro Uni und Studiengang!</p></li>
<li><p>Berechne eine Variable, die die Abweichung von der durchschnittlichen Semesterzahl nach Studienfach angibt.</p></li>
</ol>
</div>
<div id="lab-task" class="slide section level2">
<h1>Lab Task</h1>
<p>In der nächsten halbe Stunde sollt ihr euch in Gruppen (Breakout-Rooms) oder einzeln an den folgenden Aufgaben versuchen. Es müssen nicht alle Aufgaben in der Zeit geschafft werden, es geht viel mehr um die Auseinandersetzung mit dem neuen Vokabular.</p>
<p>Nutzt dazu den Datensatz <code>pss</code> (Panem Social Survey).</p>
<ol style="list-style-type: decimal">
<li><p>Filter den Datensatz, so dass ein Subset nur mit Personen aus Distrikt 1 entsteht. Lass dir mit <strong>pipes</strong> jeden 150. Fall anzeigen.</p></li>
<li><p>Filter den Datensatz, so dass ein Subset entsteht, dass keine Personen aus Distrikt 1 oder Distrikt 5 beinhaltet. Lass dir mit <strong>pipes</strong> die letzten 50 Fälle anzeigen.</p></li>
<li><p>Filter den Datensatz, so dass ein Subset mit Personen entsteht, die entweder in Distrikt 7 oder nicht in Distrikt 12 leben. Lass dir im Pipen die ersten 15a Fälle anzeigen.</p></li>
<li><p>Woher kommen die 10 ältesten Personen.</p></li>
<li><p>Wie stufen sich die 10 jüngsten personen auf der Links-Rechts-Selbsteinschätzung ein.</p></li>
<li><p>Gruppiere den Datensatz nach Distrikten und lasse dir deskriptive Werte für die Links-Rechts-Selbsteinschätzung ausgeben.</p></li>
<li><p>Zeigen sich, gruppiert nach Alter (!), deskriptive Differenzen auf der Links-Rechts-Selbsteinschätzung.</p></li>
</ol>
</div>
<div id="das-wars" class="slide section level2">
<h1>Das war’s!</h1>
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