diff --git a/examples/openspending/content/stories/frankfurt-education.mdx b/examples/openspending/content/stories/frankfurt-education.mdx
index 791360fd..b5111966 100644
--- a/examples/openspending/content/stories/frankfurt-education.mdx
+++ b/examples/openspending/content/stories/frankfurt-education.mdx
@@ -112,7 +112,7 @@ The city's commitment to education is abundantly clear.
 />
 
 Now, let's look at a line chart that traces only the trajectory of education spending through these eight 
-years. It's not just a line; it's a testament to Frankfurt's growing conviction that investing in education is 
+years (using the same dataset). It's not just a line; it's a testament to Frankfurt's growing conviction that investing in education is 
 the key to a prosperous future.
 
 <VegaLite
@@ -179,7 +179,7 @@ in their budget—it's their future.
 During this period, it's likely that schools underwent major overhauls, more teachers got hired, new educational 
 programs launched, etc., to give every child in Frankfurt a chance to have an impactful and quality education.
 
-The beauty of good data is that it's not just numbers—it's narratives. And the narrative here is clear: Frankfurt 
+The beauty of good data is that it's not just numbers—it's narratives. And the narrative here is that Frankfurt 
 is leveraging the power of long-term investment in education for a better, brighter future. This investment in 
 education is not just about the dollars and cents. It's about recognizing the value of quality education to drive 
 social and economic progress.