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Okay, I hope youre enjoying the case study so far. What Id like to do here, is set us up for the portion of the case study where youre going to be cleaning your data. Now, before we dive into the code, what Id like to do is just remind you where the documentation is for the OpenStreetMap data set. The easiest place to find it is through the wiki and I purposely kept this page a little small so positionally youll remember where to find the documentation. So what we are looking for here is the OSM XML link. Okay, and Ill just make the page big enough so you can actually read the documentation. Now what I am interested in, you see, is the way in which the XML file was organized into nodes and ways. And also, relations. Now the thing to note here is that our data, is setup so that nodes can be tagged. As can ways, alright? And the semantics of this type of structure here, is that these tags, because theyre nested within this node Actually tag this particular node here and the same i