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UBC-DSCI · Dec 28, 2023 · a5e3db7 · a5e3db7
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diff --git a/pull341/_sources/classification2.md b/pull341/_sources/classification2.md
@@ -432,6 +432,7 @@ You will also notice that we set the random seed using the `np.random.seed` func
 as described in {numref}`randomseeds`.
 
 ```{code-cell} ipython3
+:tags: ["remove-output"]
 # load packages
 import altair as alt
 import pandas as pd
@@ -462,11 +463,18 @@ perim_concav = alt.Chart(cancer).mark_circle().encode(
 perim_concav
 ```
 
-```{figure} data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7
+```{code-cell} ipython3
+:tags: ["remove-cell"]
+glue("fig:06-precode", perim_concav)
+```
+
+:::{glue:figure} fig:06-precode
 :name: fig:06-precode
 
 Scatter plot of tumor cell concavity versus smoothness colored by diagnosis label.
-```
+:::
+
+
 
 +++
 

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 0x7fc21404b450&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f1c0d8ba650&gt;
 </pre></div>
 </div>
 </div>