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UBC-DSCI · Dec 28, 2023 · 7dc2f5d · 7dc2f5d
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diff --git a/pull341/_sources/wrangling.md b/pull341/_sources/wrangling.md
@@ -1490,8 +1490,9 @@ in our case, we get an error.
 region_lang["most_at_home":"lang_known"].groupby("region").max()
 ```
 
-```
-KeyError: "region"
+```{code-cell} ipython3
+:tags: ["remove-input"]
+print('KeyError: "region"')
 ```
 
 This is because when we use `[]` we selected only the columns between
@@ -1727,23 +1728,20 @@ Instead of using the `assign` method we can directly modify the `english_lang` d
 This would be a more natural choice in this particular case,
 since the syntax is more convenient for simple column modifications and additions.
 ```{code-cell} ipython3
-:tags: [remove-cell]
-english_lang["city_pops"] = [4098927, 5928040, 1392609, 1321426, 2463431]
-```
-```python
+:tags: [remove-output]
 english_lang["city_pops"] = [4098927, 5928040, 1392609, 1321426, 2463431]
 english_lang
 ```
-```text
+```{code-cell} ipython3
+:tags: ["remove-input"]
+print("""
 /tmp/ipykernel_12/2654974267.py:1: SettingWithCopyWarning:
 A value is trying to be set on a copy of a slice from a DataFrame.
 Try using .loc[row_indexer,col_indexer] = value instead
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
   english_lang["city_pops"] = [4098927, 5928040, 1392609, 1321426, 2463431]
-```
-```{code-cell} ipython3
-:tags: [remove-input]
+""")
 english_lang
 ```
 

diff --git a/pull341/classification1.html b/pull341/classification1.html
diff --git a/pull341/classification2.html b/pull341/classification2.html
diff --git a/pull341/clustering.html b/pull341/clustering.html
diff --git a/pull341/inference.html b/pull341/inference.html
diff --git a/pull341/intro.html b/pull341/intro.html
diff --git a/pull341/regression1.html b/pull341/regression1.html
diff --git a/pull341/regression2.html b/pull341/regression2.html
diff --git a/pull341/searchindex.js b/pull341/searchindex.js
diff --git a/pull341/viz.html b/pull341/viz.html
diff --git a/pull341/wrangling.html b/pull341/wrangling.html
@@ -4792,7 +4792,7 @@ <h2><span class="section-number">3.9. </span>Performing operations on groups of
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x7efc8fc96a90&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f4e47548a90&gt;
 </pre></div>
 </div>
 </div>
@@ -5372,9 +5372,13 @@ <h2><span class="section-number">3.9. </span>Performing operations on groups of
 </div>
 </div>
 </div>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="ne">KeyError</span><span class="p">:</span> <span class="s2">&quot;region&quot;</span>
+<div class="cell tag_remove-input docutils container">
+<div class="cell_output docutils container">
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>KeyError: &quot;region&quot;
 </pre></div>
 </div>
+</div>
+</div>
 <p>This is because when we use <code class="docutils literal notranslate"><span class="pre">[]</span></code> we selected only the columns between
 <code class="docutils literal notranslate"><span class="pre">&quot;most_at_home&quot;</span></code> and <code class="docutils literal notranslate"><span class="pre">&quot;lang_known&quot;</span></code>, which doesn’t include <code class="docutils literal notranslate"><span class="pre">&quot;region&quot;</span></code>!
 Instead, we need to use <code class="docutils literal notranslate"><span class="pre">groupby</span></code> first
@@ -6450,20 +6454,24 @@ <h2><span class="section-number">3.10. </span>Apply functions across multiple co
 <p>Instead of using the <code class="docutils literal notranslate"><span class="pre">assign</span></code> method we can directly modify the <code class="docutils literal notranslate"><span class="pre">english_lang</span></code> data frame using regular column assignment.
 This would be a more natural choice in this particular case,
 since the syntax is more convenient for simple column modifications and additions.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">english_lang</span><span class="p">[</span><span class="s2">&quot;city_pops&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">4098927</span><span class="p">,</span> <span class="mi">5928040</span><span class="p">,</span> <span class="mi">1392609</span><span class="p">,</span> <span class="mi">1321426</span><span class="p">,</span> <span class="mi">2463431</span><span class="p">]</span>
+<div class="cell tag_remove-output docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">english_lang</span><span class="p">[</span><span class="s2">&quot;city_pops&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">4098927</span><span class="p">,</span> <span class="mi">5928040</span><span class="p">,</span> <span class="mi">1392609</span><span class="p">,</span> <span class="mi">1321426</span><span class="p">,</span> <span class="mi">2463431</span><span class="p">]</span>
 <span class="n">english_lang</span>
 </pre></div>
 </div>
-<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_12/2654974267.py:1: SettingWithCopyWarning:
+</div>
+</div>
+<div class="cell tag_remove-input docutils container">
+<div class="cell_output docutils container">
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_12/2654974267.py:1: SettingWithCopyWarning:
 A value is trying to be set on a copy of a slice from a DataFrame.
 Try using .loc[row_indexer,col_indexer] = value instead
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
   english_lang[&quot;city_pops&quot;] = [4098927, 5928040, 1392609, 1321426, 2463431]
 </pre></div>
 </div>
-<div class="cell tag_remove-input docutils container">
-<div class="cell_output docutils container">
 <div class="output text_html"><div>
 <style scoped>
     .dataframe tbody tr th:only-of-type {