&gt; A description of how one gets from Python to a web browser display would be nice.<p>Check out Jupyter notebooks.<p>&gt;  Is there a Python web server backend?<p>That&#x27;s possible for dynamic charts, but for most usage, Bokeh saves all the chart&#x27;s data inside the .html file (yielding sometimes huge files). See <a href="http:&#x2F;&#x2F;bokeh.pydata.org&#x2F;en&#x2F;latest&#x2F;docs&#x2F;gallery.html" rel="nofollow">http:&#x2F;&#x2F;bokeh.pydata.org&#x2F;en&#x2F;latest&#x2F;docs&#x2F;gallery.html</a> for examples.