'A' Longest Common Subsequence (LCS) implementation

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    r10 r11  
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    5959or ``S={A,C,G,Z}`` for our first potential "longish" subsequence.  
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    6161Then we move to starting at :math:`x_2` and do it all again form :math:`y_1` which immediately match.  We proceed to :math:`x_3` and that also matches :math:`y_2`.  Then to :math:`x_4` which matches :math:`y_4`.     
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    63 The algorithm I came up with is implemented here  
     63The algorithm I came up with is implemented in ``:snippet:`379```.  
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     65Now, to understand the potential cost of this it is clear that we go through Y at least n times (where n is the number of items in X).  So that is O(n*m) (m is the number of items in Y).  However, at each point we do not match, we could potentially rewind multiple times.  Doing a lot of testing with no with sequences like X={A,B,C,D} and Y={D} I saw some extra looping which I stopped with some if statements but these cost time.  In any case, what you see is the final one and it still will cost more comparisons than the next one.  
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     67What if we take every subsequence of X and look for it in Y?  Then we have the longest subsequence, X itself, then start knocking off one character at a time and check again.  
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    6670Chapter 2 Implementation  
    6771------------------------  
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