diff --git a/notebooks/datasets/py50/absolute_example.csv b/notebooks/datasets/py50/absolute_example.csv
index 4b63573..46d147a 100644
--- a/notebooks/datasets/py50/absolute_example.csv
+++ b/notebooks/datasets/py50/absolute_example.csv
@@ -1,6 +1,6 @@
 Compound Name,Compound Conc,% Inhibition 1,% Inhibition 2,% Inhibition Avg
-Say Wha Drug?,10000,70,71,70
-Say Wha Drug?,3000,61,59,60
-Say Wha Drug?,1000,42,44,43
-Say Wha Drug?,300,25,24,24
-Say Wha Drug?,100,9,10,10
\ No newline at end of file
+Say Wha?,10000,70,71,70
+Say Wha?,3000,61,59,60
+Say Wha?,1000,42,44,43
+Say Wha?,300,25,24,24
+Say Wha?,100,9,10,10
\ No newline at end of file
diff --git a/posts/datasets/pic50/pic50_scale.csv b/posts/datasets/pic50/pic50_scale.csv
new file mode 100644
index 0000000..68b16af
--- /dev/null
+++ b/posts/datasets/pic50/pic50_scale.csv
@@ -0,0 +1,10 @@
+Value,Scale,Notes
+3,1 mM,Fragment Based Discovery
+4,0.1 mM,Still needs work
+5,10 µM,Maybe
+6,1 µM,We have a hit!
+7,100 nM,Can do better
+8,10 nM,Getting closer
+9,1 nM,"Your advisor should buy a steak dinner for everyone, right?"
+10,100 pM,Picomolar? Let's check out those clinical results
+11,10 pM,"Why yes, this is where I keep all my Nobels"
\ No newline at end of file
diff --git a/posts/datasets/py50/absolute_example.csv b/posts/datasets/py50/absolute_example.csv
index 4b63573..46d147a 100644
--- a/posts/datasets/py50/absolute_example.csv
+++ b/posts/datasets/py50/absolute_example.csv
@@ -1,6 +1,6 @@
 Compound Name,Compound Conc,% Inhibition 1,% Inhibition 2,% Inhibition Avg
-Say Wha Drug?,10000,70,71,70
-Say Wha Drug?,3000,61,59,60
-Say Wha Drug?,1000,42,44,43
-Say Wha Drug?,300,25,24,24
-Say Wha Drug?,100,9,10,10
\ No newline at end of file
+Say Wha?,10000,70,71,70
+Say Wha?,3000,61,59,60
+Say Wha?,1000,42,44,43
+Say Wha?,300,25,24,24
+Say Wha?,100,9,10,10
\ No newline at end of file