I caution this type of data acquisition. It's clear from Realtor.com TOS http://marketing.move.com/terms-of-service/ that this is not condoned. While this tutorial is very pratical in the data analysis one should always be cautious in how the data is acquired. My suggestion is to contact the website maintainers and ask permission to use the data. They may gracious because they are going to get free publicity.
