Prot Wine Price vs Score

I wanted to know how wine score is related to its price. I scraped the web page http://wine-searcher.com/, which has many wine's scores and prices. I got data about Bordeaux, France. Here are the python code in ipython notebook:
http://nbviewer.jupyter.org/github/asterisk37n/wine_plots/blob/master/plot_vin_score_8000.ipynb. Scatter plot is below.

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

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