I want to write a script to automatically merge name and address data from one database table into another.
I'd like my script to know that these:
- 123D North Main
- 123 North Main, Apt. D
- 123 N. Main, #D
are very likely the same address, and
- Dr. Alan Balfour,
- A. Balfour, MD, FACPS
are likely the same name, and automatically merge
+-----------------------+------------------------+
| Dr. Alan Balfour, | 123 North Main, Apt. D |
| A. Balfour, MD, FACPS | 123 N. Main #D |
+-----------------------+------------------------+
into a single record, especially when both records hold other information that's very similar.
I can think of 3 different approaches:
- use Baye's Theorem (kind of like SpamAssassin)
- Fuzzy Logic
- Homebrew Heuristics
Personally, I think that the Bayes approach would probably serve best, but I'm looking for all the clue I can get before I start serious hacking on this.
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