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  content="A.P. Underkofler Associates is a website and application systems developer located in suburban Philadelphia.">
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  content="internet development, intranet, publishing, e-publishing, PRR, Pennsylvania Railroad, DCC, DCC wiring, model railroad, SQL design, data repair">
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  content="Allen P. Underkofler, A.P. Underkofler Associates, [email protected]">
  <title>A.P. Underkofler Associates - Data Repair</title>
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            <td class="small"><a class="nav" target="_blank" href="http://www.charlestown.pa.us">Charlestown
            Township</a><span class="smallgray"> �<br>
            a great place to live in Pennsylvania</span></td>
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            <td class="small"><a class="nav" target="_blank" href="http://www.crusaderrail.com">Crusader
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            <td class="small"><a class="nav" target="_blank" href="http://www.palivesteamers.org">Pennsylvania 
            Live Steamers</a><span class="smallgray"> � a club of large-scale railroading enthusiasts</span></td>
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          <p class="topic"><i>Data Repair</i></p>
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            <p>The concept of �data repair� comes from the realization that legacy information stores were 
            often created without fully verifying the input. Sometimes the stores were created by combining 
            multiple sources with different formats with a less than ideal result. While it is not 
            always possible to replace missing information, it is often possible to fix that which is 
            blatantly wrong. An example would be postal codes mismatched with locales. Also, it is sometimes 
            possible to correct data by matching it against other data sources known to be accurate.</p>
            <p>Rather than just moving the data through simple filters, we create interface programs 
            with intuitive logic to �scrub� the data replacing known errors, bad abbreviations, or misspellings 
            with intelligent choices.</p>
            <p>Call or e-mail us to discuss your needs.</p>
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Anon7 - 2021