diff --git a/artwork.org b/artwork.org
index 7b094cb..0c981e5 100644
--- a/artwork.org
+++ b/artwork.org
@@ -103,7 +103,7 @@ Run =m-x slime= before executing the following code.
 
 
 #+begin_src lisp :results silent :session
-  (ql:quickload :vgplot)
+  (ql:quickload :plot/vega)
   (ql:quickload :lisp-stat)
   (ql:quickload :data-frame)
 #+end_src
@@ -154,7 +154,7 @@ CATEGORY     | STRING       | NIL  | NIL
 WIDTH        | DOUBLE-FLOAT | NIL  | NIL        
 HEIGHT       | DOUBLE-FLOAT | NIL  | NIL        
 DEPTH        | SYMBOL       | NIL  | NIL        
-PIXEL-WIDTH  | DOUBLE-FLOAT | NIL  | NIL        
+PIXEL-WIDTH  | INTEGER      | NIL  | NIL        
 PIXEL-HEIGHT | INTEGER      | NIL  | NIL        
 PLAY-LENGTH  | INTEGER      | NIL  | NIL        
 MEDIUM       | STRING       | NIL  | NIL        
@@ -514,7 +514,7 @@ NIL
 #<DATA-FRAME:DATA-FRAME (375 observations of 2 variables)>
 :end:
 
-** <2023-03-27 Mon> Plot: Width vs Height Scatter (non-digital)
+** <2023-03-27 Mon> Plot: Width Vs Height Scatter (Non-Digital)
 
 #+begin_src lisp :session :results file
   (vega:defplot width-height
@@ -597,3 +597,42 @@ all the rows with missing values and the duplicates to help show how thirty-four
 (2D) digital images only show-up as five images in the chart.
 
 ** TODO <2023-03-27 Mon> Compare landscape to portrait
+
+** <2023-03-28 Tue> Note: Corrected A Line of Lines in CSV file
+
+I've made a note of the error in [[<2023-03-27 Mon> Note: A Line of Lines has wrong dimensions][A Line of Lines has wrong dimensions]]. I made
+the correction directly in =data/artwork-2023-03-21.csv= because I am lazy. I
+didn't want to download the recently updated database, from the live site, and
+run the scripts to remove/clean it again. The change takes a few seconds (on my
+machine) but the downloading and cleaning of the database from the server; the
+exporting of the data to a CSV file and adding said CSV file is not.
+
+** <2023-03-28 Tue> Plot: Corrected Width Vs Height Scatter (Non-Digital)
+
+#+begin_src lisp :session :results file
+  (vega:defplot width-height
+    `(:title "Art: (Corrected) Width vs Height (Non-Digital)"
+      :description "Comparison between the physical dimensions of artworks (corrected)."
+      :width 400
+      :height 400
+      :mark :circle
+      :data ,*artworks-df*
+      :selection (:grid (:type :interval :bind :scales))
+      :encoding (:x (:field :width :title "Width (cm)" :type :quantitative)
+                 :y (:field :height :title "Height (cm)" :type :quantitative)
+                 :tooltip (:field :title :type :nominative)
+                 :color (:field :title :legend :null))))
+
+  (vega:write-html width-height "output/art-width-height-2023-03-21-corrected.html")
+#+end_src
+
+#+RESULTS:
+[[file:output/art-width-height-2023-03-21-corrected.html]]
+
+*** Side-by-Side of Width Vs Height (Corrected and Original)
+
+Included these images side-by-side just to see how the correction changes the
+feel of the graph.
+
+[[file:output/art-width-height-2023-03-21.png]]
+[[file:output/art-width-height-2023-03-21-corrected.png]]