diff --git a/02-sql-aggregation.md b/02-sql-aggregation.md
index a8044d69..6f27f096 100644
--- a/02-sql-aggregation.md
+++ b/02-sql-aggregation.md
@@ -226,11 +226,16 @@ Write a query that returns, from the `species` table, the number of
 
 ## Solution
 
+This query counts the number of times each value (Bird, Rabbit, Reptile or Rodent) in the `taxa` field occurs, defining a new field named `taxa_count` to hold the result.
+The `GROUP BY` clause means the query will create an aggregated table with one row for each taxa.
+Only those `taxa` values that have more than ten records will be included because of the `HAVING` clause.
+This filtering is applied _after_ grouping has been done.
+
 ```sql
-SELECT taxa, COUNT(*) AS n
+SELECT taxa, COUNT(*) AS taxa_count
 FROM species
 GROUP BY taxa
-HAVING n > 10;
+HAVING taxa_count > 10;
 ```
 
 :::::::::::::::::::::::::
diff --git a/md5sum.txt b/md5sum.txt
index 582d5799..431fc664 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -7,7 +7,7 @@
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