diff --git a/_episodes/10-knime.md b/_episodes/10-knime.md
index ca94b25..eae2bdd 100644
--- a/_episodes/10-knime.md
+++ b/_episodes/10-knime.md
@@ -64,7 +64,8 @@ keypoints:
 
 >## End-to-end example
 > [Source file (fips.csv)]({{ page.root }}/artifacts/knime/fips.csv)
-> We will be using the NOAA CDO API (see [Chapter 7](https://ceu-economics-and-business.github.io/ECBS-5146-Different-Shapes-of-Data/08-dsd/index.html))
+>
+>We will be using the NOAA CDO API (see [Chapter 7](https://ceu-economics-and-business.github.io/ECBS-5146-Different-Shapes-of-Data/08-dsd/index.html#noaa))
 >
 <!-- > [Final KNIME Workflow]({{ page.root }}/artifacts/knime/weather-ver2022.knwf) -->
 >