From 862581cc5c028bdd715cc04ae0acdeecb7b017f7 Mon Sep 17 00:00:00 2001
From: Ian Thomas <ianthomas23@gmail.com>
Date: Fri, 22 Apr 2022 16:33:45 +0100
Subject: [PATCH] Fix link to Austin road network notebook

---
 README.md             | 2 +-
 docs/source/index.rst | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 74c7c463..a1caa081 100755
--- a/README.md
+++ b/README.md
@@ -57,7 +57,7 @@ In all the above, the command will download and store the files into your curren
 |<a href="/examples/user_guide/1_Surface.ipynb"><img width="1604" src="img/1-0.png"></a> | <a href="/examples/user_guide/1_Surface.ipynb"><img width="1604" src="img/1-1.png"></a>       |<a href="/examples/user_guide/1_Surface.ipynb"><img width="1604" src="img/1-2.png"></a>       |<a href="/examples/user_guide/1_Surface.ipynb"><img width="1604" src="img/1-3.png"></a>       |<a href="/examples/pharmacy-deserts.ipynb"><img width="1604" src="img/1-4.png"></a>|
 |<a href="/examples/user_guide/1_Surface.ipynb"><img width="1604" src="img/2-0.png"></a> | <a href="/examples/user_guide/8_Remote_Sensing.ipynb"><img width="1604" src="img/2-1.png"></a>|<a href="/examples/user_guide/8_Remote_Sensing.ipynb"><img width="1604" src="img/2-2.png"></a>|<a href="/examples/user_guide/5_Classification.ipynb"><img width="1604" src="img/2-3.png"></a>|<a href="/examples/pharmacy-deserts.ipynb"><img width="1604" src="img/2-4.png"></a>|
 |<a href="/examples/"><img width="1604" src="img/3-0.png"></a>                           | <a href="/examples/"><img width="1604" src="img/3-1.png"></a>                                 |<a href="/examples/user_guide/5_Classification.ipynb"><img width="1604" src="img/3-2.png"></a>|<a href="/examples/pharmacy-deserts.ipynb"><img width="1604" src="img/3-3.png"></a>|<a href="/examples/"><img width="1604" src="img/3-4.png"></a>|
-|<a href="/examples/Path-finding_City-of-Austin-Road-Network.ipynb"><img width="1604" src="img/4-0.png"></a> |<a href="/examples/user_guide/1_Surface.ipynb#Hillshade"><img width="1604" src="img/4-1.png"></a> | <a href="/examples/user_guide/1_Surface.ipynb#Hillshade"><img width="1604" src="img/4-2.png"></a>| <a href="/examples/user_guide/1_Surface.ipynb#Slope"><img width="1604" src="img/4-3.png"></a>| <a href="/examples/pharmacy-deserts.ipynb#Create-a-%22Distance-to-Nearest-Pharmacy%22-Layer-&-Classify-into-5-Groups"><img width="1604" src="img/4-4.png"></a>|
+|<a href="/examples/Pathfinding_Austin_Road_Network.ipynb"><img width="1604" src="img/4-0.png"></a> |<a href="/examples/user_guide/1_Surface.ipynb#Hillshade"><img width="1604" src="img/4-1.png"></a> | <a href="/examples/user_guide/1_Surface.ipynb#Hillshade"><img width="1604" src="img/4-2.png"></a>| <a href="/examples/user_guide/1_Surface.ipynb#Slope"><img width="1604" src="img/4-3.png"></a>| <a href="/examples/pharmacy-deserts.ipynb#Create-a-%22Distance-to-Nearest-Pharmacy%22-Layer-&-Classify-into-5-Groups"><img width="1604" src="img/4-4.png"></a>|
 
 
 `xarray-spatial` grew out of the [Datashader project](https://datashader.org/), which provides fast rasterization of vector data (points, lines, polygons, meshes, and rasters) for use with xarray-spatial.
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 6834e7d2..bd726435 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -84,7 +84,7 @@ xarray-spatial does not depend on GDAL / GEOS, which makes it fully extensible i
       :target: https://github.com/makepath/xarray-spatial/blob/master/examples
    ---
    .. image:: _static/img/4-0.png
-      :target: https://github.com/makepath/xarray-spatial/blob/master/examples/Path-finding_City-of-Austin-Road-Network.ipynb
+      :target: https://github.com/makepath/xarray-spatial/blob/master/examples/Pathfinding_Austin_Road_Network.ipynb
    ---
    .. image:: _static/img/4-1.png
       :target: user_guide/surface.html#Hillshade