Prot Wine Price vs Score

I wanted to know how wine score is related to its price. I scraped the web page, which has many wine's scores and prices. I got data about Bordeaux, France. Here are the python code in ipython notebook: Scatter plot is below.

It seems that expensive wine almost always satisfy us, but cheap one does not always.