diff --git a/intermediate/data_cleaning/05.2_examples.md b/intermediate/data_cleaning/05.2_examples.md
index 51f6229d..3abdb943 100644
--- a/intermediate/data_cleaning/05.2_examples.md
+++ b/intermediate/data_cleaning/05.2_examples.md
@@ -9,7 +9,7 @@ You can find this example [here](https://gist.github.com/dcherian/66269bc2b36c2b
 
 ## 2. ASE Ice Velocity
 
-Already integrated into the Xarray tutorial, this examples uses an ice velocity dataset derived from synthetic aperture radar imagery. You can find it [here](https://tutorial.xarray.dev/intermediate/data_tidying/05.3_ice_velocity.html). This example focuses on data access steps and organizing data into a workable data cube.
+Already integrated into the Xarray tutorial, this examples uses an ice velocity dataset derived from synthetic aperture radar imagery. You can find it [here](05.3_ice_velocity.ipynb). This example focuses on data access steps and organizing data into a workable data cube.
 
 ## 3. Harmonized Landsat-Sentinel