diff --git a/extras/VariablePruning/Variable_Selection.Rmd b/extras/VariablePruning/Variable_Selection.Rmd
index 89960256..7d19fa15 100644
--- a/extras/VariablePruning/Variable_Selection.Rmd
+++ b/extras/VariablePruning/Variable_Selection.Rmd
@@ -388,4 +388,4 @@ Variable selection falls out naturally from the right sort of Bayesian model. If
   * [`RMarkdown` source for full article with appendices](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection_w_Appendices.Rmd)
   * [`R` source for included `fns.R`](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/fns.R)
   * [`RMarkdown` source for short version of note](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection.Rmd)
-    * [`RMarkdown` render for short version of note](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection.md)
+  * [`RMarkdown` render for short version of note](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection.md)
diff --git a/extras/VariablePruning/Variable_Selection.md b/extras/VariablePruning/Variable_Selection.md
index c29d480b..6165bc9a 100644
--- a/extras/VariablePruning/Variable_Selection.md
+++ b/extras/VariablePruning/Variable_Selection.md
@@ -622,5 +622,5 @@ is not rich enough to distinguish these two concepts.
     `fns.R`](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/fns.R)
   - [`RMarkdown` source for short version of
     note](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection.Rmd)
-      - [`RMarkdown` render for short version of
-        note](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection.md)
+  - [`RMarkdown` render for short version of
+    note](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection.md)
diff --git a/extras/VariablePruning/Variable_Selection_w_Appendices.Rmd b/extras/VariablePruning/Variable_Selection_w_Appendices.Rmd
index ea50401b..a1cd0500 100644
--- a/extras/VariablePruning/Variable_Selection_w_Appendices.Rmd
+++ b/extras/VariablePruning/Variable_Selection_w_Appendices.Rmd
@@ -591,4 +591,4 @@ And we have recovered Bayes' Law.
   * [`RMarkdown` source for full article with appendices](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection_w_Appendices.Rmd)
   * [`R` source for included `fns.R`](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/fns.R)
   * [`RMarkdown` source for short version of note](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection.Rmd)
-    * [`RMarkdown` render for short version of note](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection.md)
+  * [`RMarkdown` render for short version of note](https://github.com/WinVector/vtreat/blob/master/extras/VariablePruning/Variable_Selection.md)
diff --git a/extras/VariablePruning/Variable_Selection_w_Appendices.pdf b/extras/VariablePruning/Variable_Selection_w_Appendices.pdf
index 22d175ff..3dcdd4f0 100644
Binary files a/extras/VariablePruning/Variable_Selection_w_Appendices.pdf and b/extras/VariablePruning/Variable_Selection_w_Appendices.pdf differ