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UBC-DSCI · Dec 28, 2023 · b09ab88 · b09ab88
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diff --git a/pull341/_sources/classification1.md b/pull341/_sources/classification1.md
@@ -16,6 +16,7 @@ kernelspec:
 :tags: [remove-cell]
 from chapter_preamble import *
 from IPython.display import HTML
+from IPython.display import Image
 from sklearn.metrics.pairwise import euclidean_distances
 import numpy as np
 import plotly.express as px
@@ -860,7 +861,11 @@ for neighbor_df in neighbor_df_list:
 # tight layout
 fig.update_layout(margin=dict(l=0, r=0, b=0, t=1), template="plotly_white")
 
-glue("fig:05-more", fig)
+# if HTML, use the plotly 3d image; if PDF, use static image
+if "BOOK_BUILD_TYPE" in os.environ and os.environ["BOOK_BUILD_TYPE"] == "PDF":
+    glue("fig:05-more", Image("img/classification1/plot3d_knn_classification.png"))
+else:
+    glue("fig:05-more", fig)
 ```
 
 ```{figure} data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7

diff --git a/pull341/_sources/regression1.md b/pull341/_sources/regression1.md
@@ -20,6 +20,7 @@ kernelspec:
 
 from chapter_preamble import *
 from IPython.display import HTML
+from IPython.display import Image
 import plotly.express as px
 import plotly.graph_objects as go
 ```
@@ -1148,7 +1149,11 @@ fig.update_layout(
     template="plotly_white",
 )
 
-glue("fig:07-knn-mult-viz", fig)
+# if HTML, use the plotly 3d image; if PDF, use static image
+if "BOOK_BUILD_TYPE" in os.environ and os.environ["BOOK_BUILD_TYPE"] == "PDF":
+    glue("fig:07-knn-mult-viz", Image("img/regression1/plot3d_knn_regression.png"))
+else:
+    glue("fig:07-knn-mult-viz", fig)
 ```
 
 ```{figure} data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7

diff --git a/pull341/_sources/regression2.md b/pull341/_sources/regression2.md
@@ -20,6 +20,7 @@ kernelspec:
 
 from chapter_preamble import *
 from IPython.display import HTML
+from IPython.display import Image
 import numpy as np
 import plotly.express as px
 import plotly.graph_objects as go
@@ -827,7 +828,11 @@ fig.update_layout(
     template="plotly_white",
 )
 
-glue("fig:08-3DlinReg", fig)
+# if HTML, use the plotly 3d image; if PDF, use static image
+if "BOOK_BUILD_TYPE" in os.environ and os.environ["BOOK_BUILD_TYPE"] == "PDF":
+    glue("fig:08-3DlinReg", Image("img/regression2/plot3d_linear_regression.png"))
+else:
+    glue("fig:08-3DlinReg", fig)
 ```
 
 ```{figure} data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7

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 0x7f2728a1c6d0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f3f1ed30a10&gt;
 </pre></div>
 </div>
 </div>