diff --git a/doc/FAQ.rst b/doc/FAQ.rst
index 2cc1e1b712..aa7a37aec1 100644
--- a/doc/FAQ.rst
+++ b/doc/FAQ.rst
@@ -43,7 +43,7 @@ Conversely, what Panel adds on top of Bokeh is full bidirectional communication
 
 **Q: Why is my object being shown using the wrong type of pane?**
 
-**A:** A global set of precedence values is used to ensure that the richest representation of a given object is chosen when you pass it to a Row or Column. For instance, if ``obj`` is "# Some text", it be displayed as a ``pn.Str``, ``pn.HTML``, or ``pn.Markdown``, all of which can render a Python string like that.  By default, something like ``pn.Row(obj)`` will select a Markdown pane for the obj, because Markdown has a higher precedence than the other options.  If you want to override the default pane type selected, you can specify the precise Pane type you wish, as in ``pn.Row(pane.Str("# Some text"))``, which also allows you to pass in options like ``pn.Row(pane.Str("# Some text", height=300))``.  If the default Pane type is fine but you still want to be able to pass specific options like width or height in this way, you can invoke the ``pn.panel`` function to create a defauot pane with the supplied arguments, as in  ``pn.Row(pn.panel(obj, height=300))``.
+**A:** A global set of precedence values is used to ensure that the richest representation of a given object is chosen when you pass it to a Row or Column. For instance, if ``obj`` is "# Some text", it be displayed as a ``pn.Str``, ``pn.HTML``, or ``pn.Markdown``, all of which can render a Python string like that.  By default, something like ``pn.Row(obj)`` will select a Markdown pane for the obj, because Markdown has a higher precedence than the other options.  If you want to override the default pane type selected, you can specify the precise Pane type you wish, as in ``pn.Row(pane.Str("# Some text"))``, which also allows you to pass in options like ``pn.Row(pane.Str("# Some text", height=300))``.  If the default Pane type is fine but you still want to be able to pass specific options like width or height in this way, you can invoke the ``pn.panel`` function to create a default pane with the supplied arguments, as in  ``pn.Row(pn.panel(obj, height=300))``.
 
 
 **Q: For Matplotlib plots in a notebook, why do I get no plot, two plots, or plots that fail to update?**
diff --git a/doc/getting_started/build_app.md b/doc/getting_started/build_app.md
index ef798e3845..91cf34b6d9 100644
--- a/doc/getting_started/build_app.md
+++ b/doc/getting_started/build_app.md
@@ -37,7 +37,7 @@ Next, we'll import the Panel JavaScript dependencies using `pn.extension(...)`.
 pn.extension(design="material", sizing_mode="stretch_width")
 ```
 
-Now, let's load the [UCI ML dataset](http://archive.ics.uci.edu/ml/datasets/Occupancy+Detection+) that measured the environment in a meeting room. We'll speed up our application by caching (`@pn.cache`) the data across users:
+Now, let's load the [UCI ML dataset](http://archive.ics.uci.edu/dataset/357/occupancy+detection) that measured the environment in a meeting room. We'll speed up our application by caching (`@pn.cache`) the data across users:
 
 ```{pyodide}
 @pn.cache