We geo code all addresses then use a radius as the first filter then apply other heuristics to filter after that.

Geo coding raises other issues. For example, some geo coding engines return multiple lat/long pairs (for one address).

We deal with only about 2,500 addresses from 4 data sources with quarterly updates and about a 10% turnover rate. We use human review. We set a strict "similarity" level then generate a list of match candidates. Humans review this list and evaluate as a match or non-match. We then loosen the similarity requirement and generate another candidate list (but filter any non-matches found by the first filter). That candidate list is evaluated by humans. Loosen, (rinse) and repeat.

After matching comes more fun, merging. Put another way, once you have a match that is not exact, how do you reconcile the differences? Given two differences, which is right?


In reply to Re: Efficient Fuzzy Matching Of An Address by jimX11
in thread Efficient Fuzzy Matching Of An Address by Limbic~Region

Title:
Use:  <p> text here (a paragraph) </p>
and:  <code> code here </code>
to format your post, it's "PerlMonks-approved HTML":



  • Posts are HTML formatted. Put <p> </p> tags around your paragraphs. Put <code> </code> tags around your code and data!
  • Titles consisting of a single word are discouraged, and in most cases are disallowed outright.
  • Read Where should I post X? if you're not absolutely sure you're posting in the right place.
  • Please read these before you post! —
  • Posts may use any of the Perl Monks Approved HTML tags:
    a, abbr, b, big, blockquote, br, caption, center, col, colgroup, dd, del, details, div, dl, dt, em, font, h1, h2, h3, h4, h5, h6, hr, i, ins, li, ol, p, pre, readmore, small, span, spoiler, strike, strong, sub, summary, sup, table, tbody, td, tfoot, th, thead, tr, tt, u, ul, wbr
  • You may need to use entities for some characters, as follows. (Exception: Within code tags, you can put the characters literally.)
            For:     Use:
    & &amp;
    < &lt;
    > &gt;
    [ &#91;
    ] &#93;
  • Link using PerlMonks shortcuts! What shortcuts can I use for linking?
  • See Writeup Formatting Tips and other pages linked from there for more info.