diff --git a/README.md b/README.md
index 881864f..c3fbf11 100644
--- a/README.md
+++ b/README.md
@@ -34,4 +34,4 @@ The `moepy` library was developed to enable new research into the Merit-Order-Ef
 
 We identified a strong relationship between increasing renewable penetration and the Merit-Order-Effect:
 
-![](../img/GB_MOE_RES_relationship_95_CI.png)
\ No newline at end of file
+![](img/GB_MOE_RES_relationship_95_CI.png)
\ No newline at end of file
diff --git a/docs/index.md b/docs/index.md
index c19e05f..aad9a56 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -10,6 +10,8 @@ You can install the library using:
 pip install moepy
 ```
 
+`moepy` makes it simple to fit a LOWESS curve, a quick start example to generate the plot below can be found [here](https://ayrtonb.github.io/Merit-Order-Effect/ug-04-gb-mcc/).
+
 ![](img/latest_gb_mcc.png)
 
 <br>
@@ -34,4 +36,4 @@ The `moepy` library was developed to enable new research into the Merit-Order-Ef
 
 We identified a strong relationship between increasing renewable penetration and the Merit-Order-Effect:
 
-![](../img/GB_MOE_RES_relationship_95_CI.png)
\ No newline at end of file
+![](img/GB_MOE_RES_relationship_95_CI.png)
\ No newline at end of file