diff --git a/docs/source/models/spatial-knn.rst b/docs/source/models/spatial-knn.rst
index 63061ae9f..226142ba1 100644
--- a/docs/source/models/spatial-knn.rst
+++ b/docs/source/models/spatial-knn.rst
@@ -2,8 +2,8 @@
 Spatial K Nearest Neighbours
 ============================
 
-* Runnable notebook based python example available, see [here](https://github.com/databrickslabs/mosaic/tree/main/notebooks/examples/python/SpatialKNN)
-* Also, reference SpatialKNN code-level APIs [Python](https://github.com/databrickslabs/mosaic/blob/main/python/mosaic/models/knn/spatial_knn.py) | [Scala](https://github.com/databrickslabs/mosaic/tree/main/src/main/scala/com/databricks/labs/mosaic/models/knn) for any additions or changes
+* Runnable notebook based python example available, see `here <https://github.com/databrickslabs/mosaic/tree/main/notebooks/examples/python/SpatialKNN>`__
+* Also, reference SpatialKNN code-level APIs `Python <https://github.com/databrickslabs/mosaic/blob/main/python/mosaic/models/knn/spatial_knn.py>`__ |  `Scala <https://github.com/databrickslabs/mosaic/tree/main/src/main/scala/com/databricks/labs/mosaic/models/knn>`__ for any additions or changes
 
 Intro
 ###################
diff --git a/notebooks/examples/python/SpatialKNN/README.md b/notebooks/examples/python/SpatialKNN/README.md
index c07431171..bfa267138 100644
--- a/notebooks/examples/python/SpatialKNN/README.md
+++ b/notebooks/examples/python/SpatialKNN/README.md
@@ -65,16 +65,3 @@ Usually when asserting the notion of nearest neighbors we fix that notion to the
 This notebook series was run on Databricks with the [Mosaic](https://github.com/databrickslabs/mosaic/tree/main/python) library installed. For this example it is recommended to install it from [PyPi](https://pypi.org/project/databricks-mosaic/) on your Databricks cluster like [so](https://docs.databricks.com/libraries/cluster-libraries.html). __Make sure you run this on Databricks ML Runtime (initially implemented on 11.3 LTS).__
 
 *notebook original author [@milos-colic](https://github.com/milos-colic) | submitted by [@mjohns-databricks](https://github.com/mjohns-databricks)* 
-
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-<style>
-    img {
-        width: 600px;
-        -webkit-filter: drop-shadow(5px 5px 5px #666666);
-        filter: drop-shadow(5px 5px 5px #666666);
-        padding-top: 50px;
-        padding-right: 30px;
-        padding-bottom: 50px;
-        padding-left: 80px;
-      }
-</style>
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