Thanks to all respondents. 
In the end I found a classic numeric similarity metric:    1 - | a - b |
It's not ideal since numeric scores can dominate other attribute scores.Ergo, I 
have to devise a good weighting scheme.
Nothing's perfect I suppose.
Cheers,
~ PM


                                          


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