diff --git a/docs/conf.py b/docs/conf.py
index cb43f52..0173c0d 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -46,7 +46,7 @@ templates_path = ["_templates"]
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
 # This pattern also affects html_static_path and html_extra_path.
-exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"]
+exclude_patterns = ["_build", "Thumbs.db", ".DS_Store", ".pytest_cache"]
 
 
 # -- Options for HTML output -------------------------------------------------
diff --git a/docs/learning/09 Adding Documentation.ipynb b/docs/learning/09 Adding Documentation.ipynb
index d807ccd..d73c8e5 100644
--- a/docs/learning/09 Adding Documentation.ipynb	
+++ b/docs/learning/09 Adding Documentation.ipynb	
@@ -131,9 +131,7 @@
     "    return True\n",
     "```\n",
     "\n",
-    "I normally just copy paste this and go from there but there's a full description [here](NUMPYDOC). You can also check out the docstrings in MCFF\n",
-    "\n",
-    "[NUMPYDOC]: https://numpydoc.readthedocs.io/en/latest/format.html"
+    "I normally just copy paste this and go from there but there's a full description [here](https://numpydoc.readthedocs.io/en/latest/format.html). You can also check out the docstrings in MCFF"
    ]
   },
   {