\u30b9\u30ad\u30e3\u30f3\u753b\u50cf\u3092\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3059\u308b\u5149\u5b66\u7684\u6587\u5b57\u8a8d\u8b58\uff08Optical Character Recognition; OCR\uff09\u306f\u3001\u6b74\u53f2\u7814\u7a76\u306b\u3068\u3063\u3066\u5929\u304b\u3089\u306e\u8d08\u308a\u7269\u3067\u3042\u308b\u3053\u3068\u306f\u660e\u3089\u304b\u3067\u3059\u3002\u3053\u306e\u30ec\u30c3\u30b9\u30f3\u3067\u306f\u3001OCR\u3067\u30c6\u30ad\u30b9\u30c8\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u3088\u308a\u4f7f\u3044\u3084\u3059\u304f\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002<\/p>\n\n\n\n
\u76ee\u6b21<\/h2>\n\n\n\n- \u306f\u3058\u3081\u306b<\/a><\/li>
- \u6b63\u898f\u8868\u73fe\uff08Regex\uff09<\/a><\/li>
- Python\u3068\u6b63\u898f\u8868\u73fe<\/a>
- \u59cb\u3081\u308b\u524d\u306b\u899a\u3048\u3066\u304a\u304f\u3079\u304d2\u3064\u306e\u3053\u3068<\/a><\/li>
- \u30b5\u30f3\u30d7\u30ebPython\u30d5\u30a1\u30a4\u30eb<\/a><\/li>
- VERBOSE\u30e2\u30fc\u30c9\u3092\u6d3b\u7528<\/a><\/li><\/ul><\/li><\/ul>\n\n\n\n
\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n
\u30b9\u30ad\u30e3\u30f3\u753b\u50cf\u3092\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3059\u308b\u5149\u5b66\u7684\u6587\u5b57\u8a8d\u8b58\uff08Optical Character Recognition; OCR\uff09\u306f\u3001\u6b74\u53f2\u7814\u7a76\u306b\u3068\u3063\u3066\u5929\u304b\u3089\u306e\u8d08\u308a\u7269\u3067\u3042\u308b\u3053\u3068\u306f\u660e\u3089\u304b\u3067\u3059\u3002\u3053\u306e\u51e6\u7406\u306b\u3088\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u691c\u7d22\u53ef\u80fd\u306a\u3082\u306e\u306b\u3057\u3064\u3064\u3001\u3088\u308a\u7c21\u5358\u306b\u69cb\u6587\u89e3\u6790\u3057\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u53f2\u6599\u306b\u5bfe\u3057\u3066OCR\u306f\u5b8c\u74a7\u3068\u306f\u7a0b\u9060\u3044\u3053\u3068\u306f\u8ab0\u3082\u304c\u6c17\u4ed8\u3044\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u3002\u53e4\u3044\u66f8\u4f53\u3084\u5f62\u5f0f\u306f\u72ec\u7279\u306eOCR\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7b2c50\u56de\u5408\u8846\u56fd\u9023\u90a6\u8b70\u4f1a\u306eCongressional Directory<\/em>\uff081887\uff09\u306b\u3042\u308b\u6b21\u306e\u30da\u30fc\u30b8\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002HeinOnline<\/a>\uff3b\u8a33\u6ce8\uff1aHeinOnline\u306f\u6cd5\u5b66\u95a2\u4fc2\u8cc7\u6599\u306e\u6709\u511f\u30aa\u30f3\u30e9\u30a4\u30f3\u30d9\u30fc\u30b9\u3002\u30a2\u30e1\u30ea\u30ab\u306e\u5b98\u5831\u7b49\u3082\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002\uff3d\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305fPDF\u30b9\u30ad\u30e3\u30f3\u306f\u3001\u307e\u3068\u307e\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059:<\/p>\n\n\n\n![\"\"](\"http:\/\/www.dh.ku-orcas.kansai-u.ac.jp\/wp-content\/uploads\/\u56f31.png\")
\u3053\u308c\u306fPDF\u30da\u30fc\u30b8\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3067\u3059\u3002 <\/figcaption><\/figure><\/div>\n\n\n\n\u3057\u304b\u3057\u3001OCR\u30ec\u30a4\u30e4\u30fc\uff08\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9*\uff09\u3092\u898b\u308b\u3068\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u305d\u3053\u307e\u3067\u304d\u308c\u3044\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
![\"\"](\"http:\/\/www.dh.ku-orcas.kansai-u.ac.jp\/wp-content\/uploads\/\uff12.png\")
\u3053\u308c\u306fOCR\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3067\u3059\u3002 <\/figcaption><\/figure><\/div>\n\n\n\n\u6ce8: \u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u306a\u3051\u308c\u3070\u3001<\/em>pdfminer<\/em><\/a>\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3048\u3070PDF\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/em><\/p>\n\n\n\n\u3053\u308c\u3092\u4f7f\u3063\u306619\u4e16\u7d00\u5f8c\u534a\u306e\u56fd\u4f1a\u8b70\u54e1\u306e\u30ef\u30b7\u30f3\u30c8\u30f3\u3067\u306e\u4f4f\u6240\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u305f\u3044\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u30c7\u30fc\u30bf\u3092\u3088\u308a\u6d3b\u7528\u3057\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n
\u7b54\u3048\u306f\u6b63\u898f\u8868\u73fe\u3001\u201dregex\u201d\u3067\u3059\u3002\u6b63\u898f\u8868\u73fe\u306b\u3088\u3063\u3066\u6b21\u306e\u3088\u3046\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u300c\u672c\u5f53\u306e\u300dCSV\u30d5\u30a1\u30a4\u30eb\u3067\u306f\u306a\u3044\u3082\u306e\u306e\uff08\u30ab\u30f3\u30de\u304c\u6b63\u3057\u304f\u3042\u308a\u307e\u305b\u3093\uff09\u3001\u30a8\u30af\u30bb\u30eb\u3067\u7c21\u5358\u306b\u78ba\u8a8d\u3067\u304d\u3001\u30b8\u30aa\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u5411\u3051\u3066\u6e96\u5099\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u524d\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3088\u308a\u306f\u305a\u3063\u3068\u826f\u3044\u3067\u3059\u3088\u306d\uff1f<\/p>\n\n\n\n
\n Aldrich, N. W,Providence, R. I
\n Allison, William B, Dubuque, Iowa,24Vermont avenue,
\n Bate, William,Nashville, Ten, Ebbitt House
\n Beck, James B,Lexington, Ky
\n Berry, James I, Bentonville, Ark, National Hotel,
\n Blair, I lenry \\V, Manchester, N. H,2o East Capitol stree_._’
\n Blodgett, Rufus,Long Branch, N. J
\n Bowen, Thomas M,Del Norte, Colo
\n Brown, Joseph E, Atlanta, Ga, Woodmont Flats,
\n Butler, M. C,Edgefield, S. C, 1751 P street NW
\n Call, Wilkinson, Jacksonville, Fla, 1903 N street NW
\n Cameron, J. D,Harrisburg, Pa, 21 Lafayette Square,
\n Chace, Jonathan,Providence, R, I
\n Chandler, William E, Concord, N. H, 1421 I street NW
\n Cockrell, Francis M,Warrensburgh,Mo, I518 R street NW
\n Coke, Richard,Waco, Tex, 419 Sixth street NW
\n Colquitt, Alfred I I,Atlanta, Ga, 920 New York avenue
\n Cullom, Shelby M,Springfield, Ill, 1402 Massachusetts avenue
\n Daniel, John W,,Lynchburgh, Va, I7OO Nineteenth st. NW
\n Davis, Cushman K, Saint Paul, Minn, 17oo Fifteenth street NW
\n Dawes, Henry L,Pittsfield, Mass, 1632Rhode Island avenue.
\n Dolph, Joseph N,Portland, Oregon, 8 Lafayette Square,
\n Edmunds, George F, Burlington, Vt, 2111 Massachusetts avenue
\n Eustis, James B,,New Orleans, La, 1761 N street NW
\n Evarts, William M,New York, N. Y, i6oi K street NW
\n Farwell, Charles B, Chicago, Ill,
\n Faulkner, Charles James, Martinsburgh, W. Va,
\n Frye, William P,Lewiston, Me, Hamilton House,
\n George, James Z,Jackson, Miss, Metropolitan Hotel
\n Gibson, Randall Lee, New Orleans, La, 1723 Rhode Island avenue.
\n Gorman, Arthur P, Laurel, Md .,1403 K street NW
\n Gray, George,Wilmington, Del,
\n Hale, Eugene,Ellsworth, Me, 917 Sixthteenth st. NW
\n Hampton, Wade, Columbia, S. C,
\n Harris, Isham G, Memphis,Tenn, 13 First street NE
\n Hawley, Joseph R,Hartford, Corn, 1514 K street NW
\n Hearst, George,San Francisco, Cal,
\n Hiscock, Frank, Syracuse, N. Y, Arlington Hotel
\n Hoar, George F, Worcester, Mass, 1325 K street NW
\n Ingalls, John James, Atchison, Kans, I B street NW
\n Jones, James K,Washington, Ark, 915 M street NW
\n Jones, John P,Gold Hill, Nev
\n Kenna, John E,Charleston, W. Va, 14o B street NW
\n McPherson, John ,Jersey City, N. J, 1014 Vermont avenue,
\n Manderson, CharlesF. Omaha, Nebr,The Portland
\n Morgan, John T,.Selma, Ala,I 13 First street NE
\n Morrill, Justin S, Stratford, Vt, x Thomas Circle
<\/p>\n\n\n\n
\u6b63\u898f\u8868\u73fe\uff08Regex\uff09<\/h2>\n\n\n\n
\u6b63\u898f\u8868\u73fe\u306f\u3001\u3044\u308f\u3086\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3046\u3067\u306f\u306a\u304f\u3001\u69d8\u3005\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u69cb\u6587\u306b\u5f93\u3063\u3066\u304a\u308a\u3001\u4e00\u9023\u306e\u6587\u5b57\u3092\u4f7f\u3044\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u6b63\u78ba\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u3064\u3051\u305f\u308a\u7f6e\u63db\u3092\u3057\u305f\u308a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u3053\u306e\u30b5\u30f3\u30d7\u30eb\u30c6\u30ad\u30b9\u30c8\u3092\u4f7f\u3063\u3066\u307f\u307e\u3057\u3087\u3046:<\/p>\n\n\n\n
Let’s get all this bad OCR and $tuff. Gr8!<\/p>\n\n\n\n
1. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3048\u3070\u3001\u5168\u3066\u306e\u5927\u6587\u5b57\uff08L\u3001O\u3001C\u3001R\u3001G\uff09\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
[A-Z]<\/p>\n\n\n\n
2. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3048\u3070\u3001\u6700\u521d\u306e\u5927\u6587\u5b57\uff08L\uff09\u3060\u3051\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
^[A-Z]<\/p>\n\n\n\n
3. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3048\u3070\u3001\u5927\u6587\u5b57\u4ee5\u5916\u306e<\/strong>\u5168\u3066\u306e\u6587\u5b57\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n[^A-Z]<\/p>\n\n\n\n
4. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3067\u3001\u7565\u8a9e\u300cOCR\u300d\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
[A-Z]{3}<\/p>\n\n\n\n
5. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3063\u3066\u3001\u53e5\u8aad\u70b9\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
[[:punct:]]<\/p>\n\n\n\n
6. \u6b21\u306b\u793a\u3059\u65b9\u6cd5\u3067\u3001\u5168\u3066\u306e\u53e5\u8aad\u70b9\u3001\u30b9\u30da\u30fc\u30b9\u3001\u6570\u5b57\u3092\u9694\u96e2\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
[[:punct:], ,0-9]<\/p>\n\n\n\n
\u3000\u4f7f\u7528\u3059\u308b\u6587\u5b57\u30bb\u30c3\u30c8\u306f\u3042\u307e\u308a\u591a\u304f\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30d1\u30bf\u30fc\u30f3\u304c\u8907\u96d1\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u305d\u308c\u4ee5\u4e0a\u306b\u3001\u914d\u7f6e\u3059\u308b\u5834\u6240\u306b\u3088\u3063\u3066\u6587\u5b57\u304c\u7570\u306a\u308b\u610f\u5473\u3068\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u3048\u307e\u3059\u3002\u4e0a\u8a18\u306e\u4f8b2\u3068\u4f8b3\u306e\u9055\u3044\u3092\u4f8b\u306b\u6319\u3052\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4f8b2\u3067\u306f\u3001\u8131\u5b57\u7b26\u53f7 (\\^) \u306f\u3001\u884c\u307e\u305f\u306f\u6587\u66f8\u306e\u6700\u521d\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6587\u5b57\u30af\u30e9\u30b9\uff08[]\uff09\u306e\u4e2d\u306b\u8131\u5b57\u7b26\u53f7\u3092\u66f8\u304f\u3068\u3001\u3053\u308c\u3089\u306e\u6587\u5b57\u30bb\u30c3\u30c8\u300c\u4ee5\u5916\u300d\u3068\u3044\u3046\u610f\u5473\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u6b63\u898f\u8868\u73fe\u3092\u7406\u89e3\u3059\u308b\u6700\u3082\u3088\u3044\u65b9\u6cd5\u306f\u3001\u6587\u5b57\u304c\u7570\u306a\u308b\u4f4d\u7f6e\u3067\u3069\u306e\u3088\u3046\u306a\u5f79\u76ee\u3092\u679c\u305f\u3059\u306e\u304b\u3092\u77e5\u308a\u3001\u3068\u306b\u304b\u304f\u7df4\u7fd2\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3044\u308d\u3044\u308d\u8a66\u3059\u3053\u3068\u304c\u6700\u5584\u306e\u5b66\u7fd2\u65b9\u6cd5\u306a\u306e\u3067\u3001\u6b63\u898f\u8868\u73fe\u30c6\u30b9\u30bf\u30fc\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u305d\u306e\u69cb\u6587\u3092\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002Mac\u30e6\u30fc\u30b6\u30fc\u306a\u3089\u3001Patterns App<\/a>\uff08Mac Store\u3001\u7c73$2.99\uff09\u3068\u3044\u3046\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u6b63\u898f\u8868\u73fe\u304c\u4f55\u3092\u3057\u3066\u3044\u308b\u304b\u3092\u53ef\u8996\u5316\u3057\u3066\u304f\u308c\u308b\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3082\u3042\u308a\u307e\u3059\u3002\u540c\u30a2\u30d7\u30ea\u306b\u306f\u3001\u5404\u30b7\u30f3\u30dc\u30eb\u306e\u5185\u8535\u30c1\u30fc\u30c8\u30b7\u30fc\u30c8\u3082\u4ed8\u3044\u3066\u304d\u307e\u3059\u304c\u3001\u7b46\u8005\u306f\u3069\u3061\u3089\u304b\u3068\u3044\u3046\u3068\u3053\u306e\u6c4e\u7528\u7684\uff08\u3064\u307e\u308a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u6a2a\u65ad\u7684\u306b\u4f7f\u3048\u308b\uff09\u30c1\u30fc\u30c8\u30b7\u30fc\u30c8<\/a>\u304c\u3001\u3088\u308a\u7bc4\u56f2\u306e\u5e83\u3044\u3082\u306e\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\nPython\u3068\u6b63\u898f\u8868\u73fe<\/h2>\n\n\n\n
\u672c\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u6b63\u898f\u8868\u73fePython\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7528\u3044\u3066\u3001\u5148\u307b\u3069\u306eCongressional Directory<\/em>\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u300c\u30af\u30ea\u30fc\u30f3\u300d\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u62bd\u51fa\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u306f\u8aac\u660e\u304c\u8a73\u7d30\u3067\u3059\u306e\u3067\u3001\u521d\u5fc3\u8005\u306f\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u306a\u6b63\u898f\u8868\u73feHOWTO\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3092\u5229\u7528\u3059\u308b\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002\u3002<\/p>\n\n\n\n\u59cb\u3081\u308b\u524d\u306b\u899a\u3048\u3066\u304a\u304f\u3079\u304d2\u3064\u306e\u3053\u3068<\/strong><\/h3>\n\n\n\n- \u601d\u3046\u306b\u3001\u3042\u308b\u4e00\u3064\u306e\u6587\u66f8\u3092\u30af\u30ea\u30fc\u30f3\u306b\u3057\u306a\u304f\u3066\u306f\u3044\u3051\u306a\u3044\u306e\u3067\u3042\u308c\u3070\u3001Python\u304c\u6700\u3082\u52b9\u7387\u7684\u306a\u65b9\u6cd5\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093<\/em>\u3002sed<\/a>\u3084grep<\/a>\u306a\u3069\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u3053\u306e\u7a2e\u306e\u51e6\u7406\u3067\u306f\u3088\u308a\u52b9\u679c\u7684\u3060\u3068\u601d\u3044\u307e\u3059\u3002\uff08\u3053\u308c\u3089\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u4f5c\u6210\u306f\u3001grep\/sed\u30e6\u30fc\u30b6\u30fc\u306b\u4efb\u305b\u307e\u3059\uff09\u3002\u79c1\u304cPython\u3092\u63a1\u7528\u3057\u305f\u7406\u7531\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u30011) Python\u306e\u66f8\u304d\u65b9\u3092\u3088\u304f\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3042\u308a\u3001\u307e\u305f\u30012) \u30df\u30b9\u3092\u7c21\u5358\u306b\u8ffd\u8de1\u3067\u304d\u308b\u3088\u3046\u306b\u30b9\u30c6\u30c3\u30d7\u30921\u30641\u3064\u5358\u4e00\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u51fa\u3057\u3066\u304f\u308c\u308b\u304b\u3089\u3002\u305d\u3057\u3066\u30013) Congressional Directory<\/em>\u304b\u3089\u8907\u6570\u30da\u30fc\u30b8\u3092\u304d\u308c\u3044\u306b\u3059\u308b\u305f\u3081\u3001\u4f55\u5ea6\u3082\u7e70\u308a\u8fd4\u3057\u4f7f\u3048\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5fc5\u8981\u3060\u304b\u3089\u3001\u3068\u3044\u3063\u305f\u7406\u7531\u3067\u3059\u3002<\/li>
- \u3053\u306e\u6587\u66f8\u8cc7\u6599\u306b\u5bfe\u3059\u308bOCR\u306f\u4e00\u8cab\u6027\u306e\u3042\u308b\u3082\u306e\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\uff08\u5358\u4e00\u30da\u30fc\u30b8\u5185\u3067\u3082\u8907\u6570\u30da\u30fc\u30b8\u3067\u3082\uff09\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u7d50\u679c\u306f\u5b8c\u74a7\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u3067\u306e\u76ee\u6a19\u306f\u3001\u6b63\u898f\u8868\u73fe\u306b\u9762\u5012\u306a\u4f5c\u696d\u3092\u4efb\u305b\u3066\u3001\u958b\u59cb\u6642\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3088\u308a\u3082<\/em>\u6574\u3063\u305f\u5f62\u5f0f\u3067\u6587\u66f8\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/strong>\u3053\u308c\u306b\u3088\u308a\u3001\u4f4f\u6240\u30c7\u30fc\u30bf\u306e\u30b8\u30aa\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u884c\u3046\u524d\u306b\u3001\u624b\u4f5c\u696d\u3067\u884c\u308f\u306a\u304f\u3066\u306f\u3044\u3051\u306a\u3044\u524d\u51e6\u7406\u3092\u5927\u5e45\u306b\u8efd\u6e1b\u3057\u307e\u3059\u304c\u3001\u4f5c\u696d\u306e\u5fc5\u8981\u6027\u304c\u306a\u304f\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li><\/ul>\n\n\n\n
\u30b5\u30f3\u30d7\u30ebPython\u30d5\u30a1\u30a4\u30eb<\/strong><\/h3>\n\n\n\n\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306e\u305f\u3081\u306b\u4f5c\u6210\u3057\u305fPython\u30d5\u30a1\u30a4\u30eb\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n
#cdocr.py<\/em>\n #HeinOnline\u306e\u30c6\u30ad\u30b9\u30c8\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u53e5\u8aad\u70b9\u3092\u53d6\u308a\u9664\u304d\u3001\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b<\/em>\n \n #\u30e2\u30b8\u30e5\u30fc\u30ebre\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b<\/em><\/font>\n import<\/strong> re\n \n #\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304d\u3001\u305d\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u30ea\u30b9\u30c8\u306b\u8aad\u307f\u8fbc\u3080<\/em><\/font>\n with<\/strong> open<\/font>('..\/..\/data\/txt\/50-1-p1.txt'<\/font>) as<\/strong> ocr:\n Text =<\/strong> ocr.<\/strong>readlines()\n \n #\u4fee\u6b63\u5f8c\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5165\u308c\u308b\u305f\u3081\u306e\u7a7a\u306e\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/em><\/font>\n CleanText =<\/strong> []\n \n #\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u5185\u306e\u5404\u884c\u306b\u3064\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u5168\u30d1\u30bf\u30fc\u30f3\u306b\u5408\u81f4\u3059\u308b\u304b\u30c1\u30a7\u30c3\u30af\u3059\u308b<\/em><\/font>\n for<\/strong> line in<\/strong> Text:\n #\u8907\u6570\u306e\u30c0\u30c3\u30b7\u30e5\u3092\u542b\u3080\u884c\u306b\u306f\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u305d\u308c\u3089\u306e\u884c\u3092\u691c\u7d22\u3059\u308b\u3088\u3046\u306b\u3059\u308b<\/em>\n #--\u306f\u30c6\u30ad\u30b9\u30c8\u5185\u90e8\u306b\u30c0\u30c3\u30b7\u30e5\u4e00\u3064\u3060\u3051\u3092\u3082\u3064\u884c\u306b\u306f\u4e00\u81f4\u3057\u306a\u3044<\/em><\/font>\n dashes =<\/strong> re.<\/strong>search('(--+)'<\/font>, line)\n \n #\u30c0\u30c3\u30b7\u30e5\u306e\u3042\u308b\u884c\u3092\u4e00\u81f4\u3055\u305b\u308b<\/em><\/font>\n if<\/strong> dashes:\n #\u30c0\u30c3\u30b7\u30e5\u3092\u81ea\u5206\u3067\u9078\u629e\u3057\u305f\u30c7\u30ea\u30df\u30bf\u30fc\u306b\u7f6e\u63db\u3059\u308b<\/em><\/font>\n nodash =<\/strong> re.<\/strong>sub('.(-+)'<\/font>, ','<\/font>, line)\n #\u8907\u6570\u306e\u30d4\u30ea\u30aa\u30c9\u3092\u6d88\u3059<\/em><\/font>\n nodots =<\/strong> re.<\/strong>sub('.(\\.\\.+)'<\/font>, ''<\/font>, nodash)\n #\u4f59\u5206\u306a\u7a7a\u767d\u306e\u500b\u6240\u3092,\u306b\u7f6e\u63db\u3059\u308b<\/em><\/font>\n nospaces =<\/strong> re.<\/strong>sub('( +)'<\/font>, ','<\/font>, nodots)\n #\u30a2\u30b9\u30bf\u30ea\u30b9\u30af(*)\u3092\u6d88\u3059<\/em><\/font>\n nostar =<\/strong> re.<\/strong>sub('.[*]'<\/font>, ''<\/font>, nospaces)\n #\u884c\u306e\u5148\u982d\u306b\u6539\u884c\u3084\u30b3\u30f3\u30de\u304c\u3042\u308c\u3070\u305d\u308c\u3092\u6d88\u3059<\/em><\/font>\n flushleft =<\/strong> re.<\/strong>sub('^\\W'<\/font>, ''<\/font>, nostar)\n #\u4e8c\u91cd\u30b3\u30f3\u30de\u3092\u6d88\u3059\uff08Evarts\u306e\u500b\u6240\uff09<\/em><\/font>\n comma =<\/strong> re.<\/strong>sub(',{2,3}'<\/font>, ','<\/font>, flushleft)\n #\u5358\u8a9e\u9593\u306e\u7a7a\u767d\u304c\u306a\u3044\u500b\u6240\u3092\u6574\u5f62\u3059\u308b\uff08\u4f8b\u3048\u3070Dawes\u3068Manderson\uff09<\/em>\n #\u4f4f\u6240\u306b00\u3068\u3044\u3046\u8868\u8a18\u304c\u3042\u308b\u3068\u3053\u308d\u306f\u3001\u305d\u306e\u4e8c\u91cd\u306e00\u3092\u30b9\u30ad\u30c3\u30d7\u3055\u305b\u308b<\/em><\/font>\n caps =<\/strong> re.<\/strong>sub('[A-N|P-Z]{2,}'<\/font>, ','<\/font>, comma)\n #\u30d4\u30ea\u30aa\u30c9\u3092\u53d6\u308a\u9664\u3044\u3066\u3001NE\u3068NW\u306e\u30a4\u30f3\u30c7\u30a3\u30b1\u30fc\u30bf\u3092\u6574\u5f62\u3059\u308b<\/em><\/font>\n ne =<\/strong> re.<\/strong>sub('(\\,*? N\\. ?E.)'<\/font>, ' NE'<\/font>, caps)\n nw =<\/strong> re.<\/strong>sub('(\\,*?N\\. ?W[\\.\\,]*?_?)$'<\/font>, ' NW'<\/font>, ne) #VERBOSE\u5316\u3059\u308b<\/em>\n #\u30e9\u30b9\u30c8\u30cd\u30fc\u30e0\u3068\u30d5\u30a1\u30fc\u30b9\u30c8\u30cd\u30fc\u30e0\u306e\u9593\u306b\u3042\u308b\u30d4\u30ea\u30aa\u30c9\u3092\u30b3\u30f3\u30de\u306b\u5909\u63db(Chace, Cockrell\u306e\u500b\u6240)<\/em><\/font>\n match =<\/strong> re.<\/strong>search('^([A-Z][a-z]+\\. )'<\/font>, nw) #VERBOSE\u5316\u3059\u308b<\/em><\/font>\n if<\/strong> match:\n names =<\/strong> re.<\/strong>sub('\\.'<\/font>, ','<\/font>, nw)\n else<\/strong>:\n names =<\/strong> nw\n #\u30eb\u30fc\u30d7\u3057\u3066\u3044\u308b\u9593\u3001\u5404\u884c\u3092\u30ea\u30b9\u30c8CleanText\u306b\u8ffd\u52a0\u3059\u308b<\/em><\/font>\n CleanText.<\/strong>append(names)\n \n #\u201c\u30d5\u30a7\u30a4\u30af\u201d\u306eCSV\u30d5\u30a1\u30a4\u30eb\u306b\u4fdd\u5b58\u3059\u308b <\/em><\/font>\n with<\/strong> open<\/font>('cdocr2\/50-1p1.csv'<\/font>, 'w'<\/font>) as<\/strong> fcsv:\n #CleanText\u5185\u306e\u5404\u884c\u3092\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u8fbc\u3080<\/em><\/font>\n for<\/strong> line in<\/strong> CleanText:\n fcsv.<\/strong>write(line) <\/pre>\n\n\n\n\u30b3\u30e1\u30f3\u30c8\u3092\u304b\u306a\u308a\u4e01\u5be7\u306b\u4ed8\u3051\u52a0\u3048\u307e\u3057\u305f\u306e\u3067\u3001\u3053\u3053\u3067\u306f\u306a\u305c\u3053\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u306e\u69cb\u9020\u306b\u3057\u305f\u306e\u304b\u3092\u8aac\u660e\u3057\u307e\u3057\u3087\u3046\u3002\u307e\u305f\u3001\u8aad\u307f\u3084\u3059\u304f\u3055\u305b\u308b\u305f\u3081\u3001\u9577\u3044\u6b63\u898f\u8868\u73fe\u3092\u6574\u3048\u308b\u5225\u306e\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
- 16-22\u884c\u76ee<\/strong> \u2013 \u5143\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3067\u306f\u3001\u30c7\u30fc\u30bf\u304c\u5168\u3066\u8907\u6570\u306e\u30c0\u30c3\u30b7\u30e5\u3092\u542b\u3080\u884c\u306b\u3042\u308b\u70b9\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u3053\u3067\u306e\u30b3\u30fc\u30c9\u306f\u3001\u305d\u308c\u3089\u306e\u884c\u3092\u52b9\u7387\u7684\u306b\u6307\u5b9a\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002re.search()<\/a>\u95a2\u6570\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u8907\u6570\u306e\u30c0\u30c3\u30b7\u30e5\u3092\u542b\u3080\u5168\u3066\u306e\u884c\u3092\u898b\u3064\u3051\u51fa\u3057\u3066\u3044\u307e\u3059\u300220\u884c\u76ee\u306eif\u6587\u306b\u3088\u3063\u3066\u3001\u6b8b\u308a\u306e\u30b3\u30fc\u30c9\u304c\u30c0\u30c3\u30b7\u30e5\u3092\u542b\u3080\u884c\u306e\u307f\u3092\u5bfe\u8c61\u306b\u52d5\u304f\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u3053\u308c\u306b\u3088\u308a\u3001\u7b46\u8005\u304c\u6c42\u3081\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306e\u5f8c\u306b\u7d9a\u3044\u3066\u3044\u308b\u3001\u5e8f\u6587\u3084\u30da\u30fc\u30b8\u756a\u53f7\u306e\u884c\u306a\u3069\u3059\u3079\u3066\u3092\u9664\u5916\u3067\u304d\u308b\u306e\u3067\u3059\uff09\u3002<\/li>
- 23-40\u884c\u76ee<\/strong>\u2013 \u3053\u3053\u3067\u306f\u3001\u4f59\u8a08\u306a\u53e5\u8aad\u70b9\u3092\u5168\u3066\u53d6\u308a\u9664\u304d\u3001\u30c7\u30fc\u30bf\u5185\u306e\u5fc5\u8981\u500b\u6240\uff08\u30e9\u30b9\u30c8\u30cd\u30fc\u30e0\u3001\u30d5\u30a1\u30fc\u30b9\u30c8\u30cd\u30fc\u30e0\u3001\u90f5\u4fbf\u756a\u53f7\u3001\u30ef\u30b7\u30f3\u30c8\u30f3\u306e\u4f4f\u6240\uff09\u3092csv\u30d5\u30a1\u30a4\u30eb\u5185\u306e\u7570\u306a\u308b\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u79fb\u3059\u3068\u3044\u3046\u9577\u3044\u51e6\u7406\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002re.sub()<\/a>\u95a2\u6570\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u30d1\u30bf\u30fc\u30f3\u3092\u5225\u306e\u6587\u5b57\u306b\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30b3\u30e1\u30f3\u30c8\u3092\u4e01\u5be7\u306b\u4ed8\u3051\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u500b\u6240\u304c\u4f55\u3092\u3084\u3063\u3066\u3044\u308b\u306e\u304b\u304c\u5206\u304b\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u308c\u306f\u6700\u3082\u52b9\u7387\u7684\u306a\u3084\u308a\u304b\u305f\u3067\u306f\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u3053\u308c\u30921\u3064\u305a\u3064\u3084\u3063\u3066\u3044\u304f\u3053\u3068\u3067\u3001\u4f5c\u696d\u3092\u9032\u3081\u3066\u3044\u304d\u306a\u304c\u3089\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u306e\u3067\u3059\u3002\u79c1\u306f\u30eb\u30fc\u30d7\u3092\u69cb\u7bc9\u3057\u306a\u304c\u3089\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306b\u5909\u6570\u3092\u8868\u793a\u3055\u305b\u3066\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u78ba\u8a8d\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u30d5\u30a1\u30a4\u30eb\u3092\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u4f8b\u3048\u307024\u884c\u76ee\uff08\u30c0\u30c3\u30b7\u30e5\u3092\u9664\u53bb\u3057\u3066\u3044\u308b\u500b\u6240\uff09\u306e\u5f8c\u306b\u3001\uff08if\u30eb\u30fc\u30d7\u5185\u3067\uff09\u300cprint nodash\u300d\u3092\u8ffd\u52a0\u3057\u3066\u307f\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u305d\u3046\u3059\u308c\u3070\u3001\u66f4\u65b0\u3057\u305f\u3044\u3082\u306e\u3060\u3051\u3092\u66f4\u65b0\u3057\u3001\u671b\u3093\u3067\u3044\u306a\u3044<\/em>\u5909\u66f4\u304c\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u3088\u3046\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u78ba\u8a8d\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/li>
- 41-46\u884c\u76ee<\/strong> – \u3053\u3053\u3067\u306f\u5c11\u3057\u9055\u3046\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002OCR\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3067\u306f\u3001\u4e00\u90e8\u306e\u4eba\u540d\u3092\u30d4\u30ea\u30aa\u30c9\u306b\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u307e\u3059\uff08\u4f8b\u3048\u3070\u3001Chace.Jonathan\u3068Chase,Jonathan\u306a\u3069\uff09\u3002\u3053\u306e\u30d1\u30bf\u30fc\u30f3\u3067\u51fa\u73fe\u3059\u308b\u30d4\u30ea\u30aa\u30c9\u3092\u5168\u3066\u30ab\u30f3\u30de\u3078\u3068\u5909\u66f4\u3057\u305f\u3044\u306e\u3067\u3059\u3002\u305d\u3053\u3067\u3001\u884c\u306e\u982d\uff08\uffe5^\uff09\u3092\u898b\u3066\u3001\u5927\u6587\u5b57\u304c1\u3064\u3068\u305d\u306e\u3042\u3068\u306b\u5c0f\u6587\u5b57\u304c\u8907\u6570\u3001\u305d\u3057\u3066\u30d4\u30ea\u30aa\u30c9\u3068\u7d9a\u304f\u3001\u300c^([A-Z][a-z]+\\.)\u300d\u3068\u3044\u3046\u30d1\u30bf\u30fc\u30f3\u3092\u63a2\u3057\u51fa\u3057\u3066\u3044\u307e\u3059\u3002\u30d1\u30bf\u30fc\u30f3\u3067\u6307\u5b9a\u3057\u305f\u5f8c\u306f\u3001\u305d\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u4e00\u81f4\u3059\u308b\u884c\u306e\u30d4\u30ea\u30aa\u30c9\u3092\u30ab\u30f3\u30de\u306b\u7f6e\u304d\u63db\u3048\u308b\u51e6\u7406\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/li><\/ul>\n\n\n\n
VERBOSE\u30e2\u30fc\u30c9\u3092\u6d3b\u7528<\/h3>\n\n\n\n
\u307b\u3068\u3093\u3069\u306e\u6b63\u898f\u8868\u73fe\u306f\u8aad\u307f\u306b\u304f\u3044\u3067\u3059\u3002\u3057\u304b\u3057\u300139\u884c\u76ee\u306840\u884c\u76ee\u306f\u7279\u306b<\/em>\u8aad\u307f\u3065\u3089\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u3042\u306a\u305f\u306e\u30b3\u30fc\u30c9\u3092\u8aad\u3080\u4eba\u306e\u305f\u3081\uff08\u3042\u308b\u3044\u306f\u671d\u306e2\u6642\u306b\u30b3\u30fc\u30c9\u3092\u773a\u3081\u3066\u3044\u308b\u3042\u306a\u305f\u81ea\u8eab\u306e\u305f\u3081\uff09\u306b\u3082\u3001\u3053\u308c\u3089\u306e\u30d1\u30bf\u30fc\u30f3<\/a>\u3092\u3069\u306e\u3088\u3046\u306b\u304d\u308c\u3044\u306b\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u304b\uff1f\u30e2\u30b8\u30e5\u30fc\u30eb\u306eVERBOSE\u30e2\u30fc\u30c9<\/a>\u3092\u4f7f\u3048\u3070\u3088\u3044\u306e\u3067\u3059\u3002\u30d1\u30bf\u30fc\u30f3\u3092VERBOSE\u30e2\u30fc\u30c9\u306b\u3059\u308b\u3053\u3068\u3067\u3001python\u304c\u30b9\u30da\u30fc\u30b9\u3084#\u8a18\u53f7\u3092\u7121\u8996\u3057\u3066\u304f\u308c\u308b\u306e\u3067\u3001\u30d1\u30bf\u30fc\u30f3\u3092\u8907\u6570\u306e\u884c\u306b\u5206\u5272\u3057\u3066\u305d\u308c\u305e\u308c\u306b\u30b3\u30e1\u30f3\u30c8\u3092\u4ed8\u3051\u52a0\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30b9\u30da\u30fc\u30b9\u3092\u7121\u8996\u3059\u308b\u305f\u3081\u3001\u30b9\u30da\u30fc\u30b9\u304c\u3042\u306a\u305f\u306e\u30d1\u30bf\u30fc\u30f3\u306e\u4e00\u90e8\u3067\u3042\u308b\u5834\u5408\u306f\u30d0\u30c3\u30af\u30b9\u30e9\u30c3\u30b7\u30e5\uff08\\\uff09\u3067\u30a8\u30b9\u30b1\u30fc\u30d7\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u3092\u5fd8\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001re.VERBOSE\u3068re.X\u306f\u540c\u3058\u3067\u3042\u308b\u70b9\u306b\u3082\u7559\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/em><\/strong><\/p>\n\n\n\nVERBOSE\u30e2\u30fc\u30c9\u3067\u66f8\u3044\u305f\u5834\u5408\u306e39\u884c\u76ee\u306840\u884c\u76ee\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n
#(\\,*? N\\. ?E.)\u306b\u3064\u3044\u3066\u306f\u540c\u69d8<\/em>\n #VERBOSE\u30e2\u30fc\u30c9\u3067\u306f\u3059\u3079\u3066\u306e\u30b9\u30da\u30fc\u30b9\u3092\u30a8\u30b9\u30b1\u30fc\u30d7\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059<\/em><\/font>\n ne_pattern =<\/strong> re.<\/strong>compile<\/font>(r'''\n ( #start group\n \\,*? #look for comma (escaped); *? = 0 or more commas with fewest results\n \\ N\\.? #look for (escaped) space + N that might have an (escaped) period after it\n \\ ?E #look for an E that may or may not have an space in front of it\n . #the E might be followed by another character.\n ) #close group\n $ #ONLY look at the end of a line\n '''<\/font>, re.<\/strong>VERBOSE)\n \n #(\\,*? N\\. ?W[\\.\\,]*?_?)$\u306b\u3064\u3044\u3066\u3082\u540c\u69d8<\/em><\/font>\n nw_pattern =<\/strong> re.<\/strong>compile<\/font>(r'''\n ( #start group\n \\,*? #look for comma (escaped); *? = 0 or more commas with fewest results\n \\ N\\.? #look for (escaped) space + N that might have an (escaped) period after it\n \\ ?W #look for an W that may or may not have an space in front of it\n [\\.\\,]*? #look for commas or periods (both escaped) that might come after W\n _? #look for underscore that comes after one of these NW quadrant indicators\n ) #close group\n $ #ONLY look at the end of a line\n '''<\/font>, re.<\/strong>X) <\/pre>\n\n\n\n
- \u59cb\u3081\u308b\u524d\u306b\u899a\u3048\u3066\u304a\u304f\u3079\u304d2\u3064\u306e\u3053\u3068<\/a><\/li>
- \u30b5\u30f3\u30d7\u30ebPython\u30d5\u30a1\u30a4\u30eb<\/a><\/li>
- VERBOSE\u30e2\u30fc\u30c9\u3092\u6d3b\u7528<\/a><\/li><\/ul><\/li><\/ul>\n\n\n\n
\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n
\u30b9\u30ad\u30e3\u30f3\u753b\u50cf\u3092\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3059\u308b\u5149\u5b66\u7684\u6587\u5b57\u8a8d\u8b58\uff08Optical Character Recognition; OCR\uff09\u306f\u3001\u6b74\u53f2\u7814\u7a76\u306b\u3068\u3063\u3066\u5929\u304b\u3089\u306e\u8d08\u308a\u7269\u3067\u3042\u308b\u3053\u3068\u306f\u660e\u3089\u304b\u3067\u3059\u3002\u3053\u306e\u51e6\u7406\u306b\u3088\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u691c\u7d22\u53ef\u80fd\u306a\u3082\u306e\u306b\u3057\u3064\u3064\u3001\u3088\u308a\u7c21\u5358\u306b\u69cb\u6587\u89e3\u6790\u3057\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u53f2\u6599\u306b\u5bfe\u3057\u3066OCR\u306f\u5b8c\u74a7\u3068\u306f\u7a0b\u9060\u3044\u3053\u3068\u306f\u8ab0\u3082\u304c\u6c17\u4ed8\u3044\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u3002\u53e4\u3044\u66f8\u4f53\u3084\u5f62\u5f0f\u306f\u72ec\u7279\u306eOCR\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7b2c50\u56de\u5408\u8846\u56fd\u9023\u90a6\u8b70\u4f1a\u306eCongressional Directory<\/em>\uff081887\uff09\u306b\u3042\u308b\u6b21\u306e\u30da\u30fc\u30b8\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002HeinOnline<\/a>\uff3b\u8a33\u6ce8\uff1aHeinOnline\u306f\u6cd5\u5b66\u95a2\u4fc2\u8cc7\u6599\u306e\u6709\u511f\u30aa\u30f3\u30e9\u30a4\u30f3\u30d9\u30fc\u30b9\u3002\u30a2\u30e1\u30ea\u30ab\u306e\u5b98\u5831\u7b49\u3082\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002\uff3d\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305fPDF\u30b9\u30ad\u30e3\u30f3\u306f\u3001\u307e\u3068\u307e\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059:<\/p>\n\n\n\n
\u3053\u308c\u306fPDF\u30da\u30fc\u30b8\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3067\u3059\u3002 <\/figcaption><\/figure><\/div>\n\n\n\n \u3057\u304b\u3057\u3001OCR\u30ec\u30a4\u30e4\u30fc\uff08\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9*\uff09\u3092\u898b\u308b\u3068\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u305d\u3053\u307e\u3067\u304d\u308c\u3044\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u306fOCR\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3067\u3059\u3002 <\/figcaption><\/figure><\/div>\n\n\n\n \u6ce8: \u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u306a\u3051\u308c\u3070\u3001<\/em>pdfminer<\/em><\/a>\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3048\u3070PDF\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/em><\/p>\n\n\n\n
\u3053\u308c\u3092\u4f7f\u3063\u306619\u4e16\u7d00\u5f8c\u534a\u306e\u56fd\u4f1a\u8b70\u54e1\u306e\u30ef\u30b7\u30f3\u30c8\u30f3\u3067\u306e\u4f4f\u6240\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u305f\u3044\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u30c7\u30fc\u30bf\u3092\u3088\u308a\u6d3b\u7528\u3057\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n
\u7b54\u3048\u306f\u6b63\u898f\u8868\u73fe\u3001\u201dregex\u201d\u3067\u3059\u3002\u6b63\u898f\u8868\u73fe\u306b\u3088\u3063\u3066\u6b21\u306e\u3088\u3046\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u300c\u672c\u5f53\u306e\u300dCSV\u30d5\u30a1\u30a4\u30eb\u3067\u306f\u306a\u3044\u3082\u306e\u306e\uff08\u30ab\u30f3\u30de\u304c\u6b63\u3057\u304f\u3042\u308a\u307e\u305b\u3093\uff09\u3001\u30a8\u30af\u30bb\u30eb\u3067\u7c21\u5358\u306b\u78ba\u8a8d\u3067\u304d\u3001\u30b8\u30aa\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u5411\u3051\u3066\u6e96\u5099\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u524d\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3088\u308a\u306f\u305a\u3063\u3068\u826f\u3044\u3067\u3059\u3088\u306d\uff1f<\/p>\n\n\n\n
\n Aldrich, N. W,Providence, R. I
\n Allison, William B, Dubuque, Iowa,24Vermont avenue,
\n Bate, William,Nashville, Ten, Ebbitt House
\n Beck, James B,Lexington, Ky
\n Berry, James I, Bentonville, Ark, National Hotel,
\n Blair, I lenry \\V, Manchester, N. H,2o East Capitol stree_._’
\n Blodgett, Rufus,Long Branch, N. J
\n Bowen, Thomas M,Del Norte, Colo
\n Brown, Joseph E, Atlanta, Ga, Woodmont Flats,
\n Butler, M. C,Edgefield, S. C, 1751 P street NW
\n Call, Wilkinson, Jacksonville, Fla, 1903 N street NW
\n Cameron, J. D,Harrisburg, Pa, 21 Lafayette Square,
\n Chace, Jonathan,Providence, R, I
\n Chandler, William E, Concord, N. H, 1421 I street NW
\n Cockrell, Francis M,Warrensburgh,Mo, I518 R street NW
\n Coke, Richard,Waco, Tex, 419 Sixth street NW
\n Colquitt, Alfred I I,Atlanta, Ga, 920 New York avenue
\n Cullom, Shelby M,Springfield, Ill, 1402 Massachusetts avenue
\n Daniel, John W,,Lynchburgh, Va, I7OO Nineteenth st. NW
\n Davis, Cushman K, Saint Paul, Minn, 17oo Fifteenth street NW
\n Dawes, Henry L,Pittsfield, Mass, 1632Rhode Island avenue.
\n Dolph, Joseph N,Portland, Oregon, 8 Lafayette Square,
\n Edmunds, George F, Burlington, Vt, 2111 Massachusetts avenue
\n Eustis, James B,,New Orleans, La, 1761 N street NW
\n Evarts, William M,New York, N. Y, i6oi K street NW
\n Farwell, Charles B, Chicago, Ill,
\n Faulkner, Charles James, Martinsburgh, W. Va,
\n Frye, William P,Lewiston, Me, Hamilton House,
\n George, James Z,Jackson, Miss, Metropolitan Hotel
\n Gibson, Randall Lee, New Orleans, La, 1723 Rhode Island avenue.
\n Gorman, Arthur P, Laurel, Md .,1403 K street NW
\n Gray, George,Wilmington, Del,
\n Hale, Eugene,Ellsworth, Me, 917 Sixthteenth st. NW
\n Hampton, Wade, Columbia, S. C,
\n Harris, Isham G, Memphis,Tenn, 13 First street NE
\n Hawley, Joseph R,Hartford, Corn, 1514 K street NW
\n Hearst, George,San Francisco, Cal,
\n Hiscock, Frank, Syracuse, N. Y, Arlington Hotel
\n Hoar, George F, Worcester, Mass, 1325 K street NW
\n Ingalls, John James, Atchison, Kans, I B street NW
\n Jones, James K,Washington, Ark, 915 M street NW
\n Jones, John P,Gold Hill, Nev
\n Kenna, John E,Charleston, W. Va, 14o B street NW
\n McPherson, John ,Jersey City, N. J, 1014 Vermont avenue,
\n Manderson, CharlesF. Omaha, Nebr,The Portland
\n Morgan, John T,.Selma, Ala,I 13 First street NE
\n Morrill, Justin S, Stratford, Vt, x Thomas Circle
<\/p>\n\n\n\n\u6b63\u898f\u8868\u73fe\uff08Regex\uff09<\/h2>\n\n\n\n
\u6b63\u898f\u8868\u73fe\u306f\u3001\u3044\u308f\u3086\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3046\u3067\u306f\u306a\u304f\u3001\u69d8\u3005\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u69cb\u6587\u306b\u5f93\u3063\u3066\u304a\u308a\u3001\u4e00\u9023\u306e\u6587\u5b57\u3092\u4f7f\u3044\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u6b63\u78ba\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u3064\u3051\u305f\u308a\u7f6e\u63db\u3092\u3057\u305f\u308a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u3053\u306e\u30b5\u30f3\u30d7\u30eb\u30c6\u30ad\u30b9\u30c8\u3092\u4f7f\u3063\u3066\u307f\u307e\u3057\u3087\u3046:<\/p>\n\n\n\n
Let’s get all this bad OCR and $tuff. Gr8!<\/p>\n\n\n\n
1. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3048\u3070\u3001\u5168\u3066\u306e\u5927\u6587\u5b57\uff08L\u3001O\u3001C\u3001R\u3001G\uff09\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
[A-Z]<\/p>\n\n\n\n
2. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3048\u3070\u3001\u6700\u521d\u306e\u5927\u6587\u5b57\uff08L\uff09\u3060\u3051\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
^[A-Z]<\/p>\n\n\n\n
3. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3048\u3070\u3001\u5927\u6587\u5b57\u4ee5\u5916\u306e<\/strong>\u5168\u3066\u306e\u6587\u5b57\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
[^A-Z]<\/p>\n\n\n\n
4. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3067\u3001\u7565\u8a9e\u300cOCR\u300d\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
[A-Z]{3}<\/p>\n\n\n\n
5. \u6b21\u306e\u6b63\u898f\u8868\u73fe\u3092\u4f7f\u3063\u3066\u3001\u53e5\u8aad\u70b9\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
[[:punct:]]<\/p>\n\n\n\n
6. \u6b21\u306b\u793a\u3059\u65b9\u6cd5\u3067\u3001\u5168\u3066\u306e\u53e5\u8aad\u70b9\u3001\u30b9\u30da\u30fc\u30b9\u3001\u6570\u5b57\u3092\u9694\u96e2\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n
[[:punct:], ,0-9]<\/p>\n\n\n\n
\u3000\u4f7f\u7528\u3059\u308b\u6587\u5b57\u30bb\u30c3\u30c8\u306f\u3042\u307e\u308a\u591a\u304f\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30d1\u30bf\u30fc\u30f3\u304c\u8907\u96d1\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u305d\u308c\u4ee5\u4e0a\u306b\u3001\u914d\u7f6e\u3059\u308b\u5834\u6240\u306b\u3088\u3063\u3066\u6587\u5b57\u304c\u7570\u306a\u308b\u610f\u5473\u3068\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u3048\u307e\u3059\u3002\u4e0a\u8a18\u306e\u4f8b2\u3068\u4f8b3\u306e\u9055\u3044\u3092\u4f8b\u306b\u6319\u3052\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4f8b2\u3067\u306f\u3001\u8131\u5b57\u7b26\u53f7 (\\^) \u306f\u3001\u884c\u307e\u305f\u306f\u6587\u66f8\u306e\u6700\u521d\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6587\u5b57\u30af\u30e9\u30b9\uff08[]\uff09\u306e\u4e2d\u306b\u8131\u5b57\u7b26\u53f7\u3092\u66f8\u304f\u3068\u3001\u3053\u308c\u3089\u306e\u6587\u5b57\u30bb\u30c3\u30c8\u300c\u4ee5\u5916\u300d\u3068\u3044\u3046\u610f\u5473\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u6b63\u898f\u8868\u73fe\u3092\u7406\u89e3\u3059\u308b\u6700\u3082\u3088\u3044\u65b9\u6cd5\u306f\u3001\u6587\u5b57\u304c\u7570\u306a\u308b\u4f4d\u7f6e\u3067\u3069\u306e\u3088\u3046\u306a\u5f79\u76ee\u3092\u679c\u305f\u3059\u306e\u304b\u3092\u77e5\u308a\u3001\u3068\u306b\u304b\u304f\u7df4\u7fd2\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3044\u308d\u3044\u308d\u8a66\u3059\u3053\u3068\u304c\u6700\u5584\u306e\u5b66\u7fd2\u65b9\u6cd5\u306a\u306e\u3067\u3001\u6b63\u898f\u8868\u73fe\u30c6\u30b9\u30bf\u30fc\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u305d\u306e\u69cb\u6587\u3092\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002Mac\u30e6\u30fc\u30b6\u30fc\u306a\u3089\u3001Patterns App<\/a>\uff08Mac Store\u3001\u7c73$2.99\uff09\u3068\u3044\u3046\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u6b63\u898f\u8868\u73fe\u304c\u4f55\u3092\u3057\u3066\u3044\u308b\u304b\u3092\u53ef\u8996\u5316\u3057\u3066\u304f\u308c\u308b\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3082\u3042\u308a\u307e\u3059\u3002\u540c\u30a2\u30d7\u30ea\u306b\u306f\u3001\u5404\u30b7\u30f3\u30dc\u30eb\u306e\u5185\u8535\u30c1\u30fc\u30c8\u30b7\u30fc\u30c8\u3082\u4ed8\u3044\u3066\u304d\u307e\u3059\u304c\u3001\u7b46\u8005\u306f\u3069\u3061\u3089\u304b\u3068\u3044\u3046\u3068\u3053\u306e\u6c4e\u7528\u7684\uff08\u3064\u307e\u308a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u6a2a\u65ad\u7684\u306b\u4f7f\u3048\u308b\uff09\u30c1\u30fc\u30c8\u30b7\u30fc\u30c8<\/a>\u304c\u3001\u3088\u308a\u7bc4\u56f2\u306e\u5e83\u3044\u3082\u306e\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
Python\u3068\u6b63\u898f\u8868\u73fe<\/h2>\n\n\n\n
\u672c\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u6b63\u898f\u8868\u73fePython\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7528\u3044\u3066\u3001\u5148\u307b\u3069\u306eCongressional Directory<\/em>\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u300c\u30af\u30ea\u30fc\u30f3\u300d\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u62bd\u51fa\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u306f\u8aac\u660e\u304c\u8a73\u7d30\u3067\u3059\u306e\u3067\u3001\u521d\u5fc3\u8005\u306f\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u306a\u6b63\u898f\u8868\u73feHOWTO\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3092\u5229\u7528\u3059\u308b\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002\u3002<\/p>\n\n\n\n
\u59cb\u3081\u308b\u524d\u306b\u899a\u3048\u3066\u304a\u304f\u3079\u304d2\u3064\u306e\u3053\u3068<\/strong><\/h3>\n\n\n\n
- \u601d\u3046\u306b\u3001\u3042\u308b\u4e00\u3064\u306e\u6587\u66f8\u3092\u30af\u30ea\u30fc\u30f3\u306b\u3057\u306a\u304f\u3066\u306f\u3044\u3051\u306a\u3044\u306e\u3067\u3042\u308c\u3070\u3001Python\u304c\u6700\u3082\u52b9\u7387\u7684\u306a\u65b9\u6cd5\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093<\/em>\u3002sed<\/a>\u3084grep<\/a>\u306a\u3069\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u3053\u306e\u7a2e\u306e\u51e6\u7406\u3067\u306f\u3088\u308a\u52b9\u679c\u7684\u3060\u3068\u601d\u3044\u307e\u3059\u3002\uff08\u3053\u308c\u3089\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u4f5c\u6210\u306f\u3001grep\/sed\u30e6\u30fc\u30b6\u30fc\u306b\u4efb\u305b\u307e\u3059\uff09\u3002\u79c1\u304cPython\u3092\u63a1\u7528\u3057\u305f\u7406\u7531\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u30011) Python\u306e\u66f8\u304d\u65b9\u3092\u3088\u304f\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3042\u308a\u3001\u307e\u305f\u30012) \u30df\u30b9\u3092\u7c21\u5358\u306b\u8ffd\u8de1\u3067\u304d\u308b\u3088\u3046\u306b\u30b9\u30c6\u30c3\u30d7\u30921\u30641\u3064\u5358\u4e00\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u51fa\u3057\u3066\u304f\u308c\u308b\u304b\u3089\u3002\u305d\u3057\u3066\u30013) Congressional Directory<\/em>\u304b\u3089\u8907\u6570\u30da\u30fc\u30b8\u3092\u304d\u308c\u3044\u306b\u3059\u308b\u305f\u3081\u3001\u4f55\u5ea6\u3082\u7e70\u308a\u8fd4\u3057\u4f7f\u3048\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5fc5\u8981\u3060\u304b\u3089\u3001\u3068\u3044\u3063\u305f\u7406\u7531\u3067\u3059\u3002<\/li>
- \u3053\u306e\u6587\u66f8\u8cc7\u6599\u306b\u5bfe\u3059\u308bOCR\u306f\u4e00\u8cab\u6027\u306e\u3042\u308b\u3082\u306e\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\uff08\u5358\u4e00\u30da\u30fc\u30b8\u5185\u3067\u3082\u8907\u6570\u30da\u30fc\u30b8\u3067\u3082\uff09\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u7d50\u679c\u306f\u5b8c\u74a7\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u3067\u306e\u76ee\u6a19\u306f\u3001\u6b63\u898f\u8868\u73fe\u306b\u9762\u5012\u306a\u4f5c\u696d\u3092\u4efb\u305b\u3066\u3001\u958b\u59cb\u6642\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3088\u308a\u3082<\/em>\u6574\u3063\u305f\u5f62\u5f0f\u3067\u6587\u66f8\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/strong>\u3053\u308c\u306b\u3088\u308a\u3001\u4f4f\u6240\u30c7\u30fc\u30bf\u306e\u30b8\u30aa\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u884c\u3046\u524d\u306b\u3001\u624b\u4f5c\u696d\u3067\u884c\u308f\u306a\u304f\u3066\u306f\u3044\u3051\u306a\u3044\u524d\u51e6\u7406\u3092\u5927\u5e45\u306b\u8efd\u6e1b\u3057\u307e\u3059\u304c\u3001\u4f5c\u696d\u306e\u5fc5\u8981\u6027\u304c\u306a\u304f\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li><\/ul>\n\n\n\n
\u30b5\u30f3\u30d7\u30ebPython\u30d5\u30a1\u30a4\u30eb<\/strong><\/h3>\n\n\n\n
\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306e\u305f\u3081\u306b\u4f5c\u6210\u3057\u305fPython\u30d5\u30a1\u30a4\u30eb\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n
#cdocr.py<\/em>\n #HeinOnline\u306e\u30c6\u30ad\u30b9\u30c8\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u53e5\u8aad\u70b9\u3092\u53d6\u308a\u9664\u304d\u3001\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b<\/em>\n \n #\u30e2\u30b8\u30e5\u30fc\u30ebre\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b<\/em><\/font>\n import<\/strong> re\n \n #\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304d\u3001\u305d\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u30ea\u30b9\u30c8\u306b\u8aad\u307f\u8fbc\u3080<\/em><\/font>\n with<\/strong> open<\/font>('..\/..\/data\/txt\/50-1-p1.txt'<\/font>) as<\/strong> ocr:\n Text =<\/strong> ocr.<\/strong>readlines()\n \n #\u4fee\u6b63\u5f8c\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5165\u308c\u308b\u305f\u3081\u306e\u7a7a\u306e\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/em><\/font>\n CleanText =<\/strong> []\n \n #\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u5185\u306e\u5404\u884c\u306b\u3064\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u5168\u30d1\u30bf\u30fc\u30f3\u306b\u5408\u81f4\u3059\u308b\u304b\u30c1\u30a7\u30c3\u30af\u3059\u308b<\/em><\/font>\n for<\/strong> line in<\/strong> Text:\n #\u8907\u6570\u306e\u30c0\u30c3\u30b7\u30e5\u3092\u542b\u3080\u884c\u306b\u306f\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u305d\u308c\u3089\u306e\u884c\u3092\u691c\u7d22\u3059\u308b\u3088\u3046\u306b\u3059\u308b<\/em>\n #--\u306f\u30c6\u30ad\u30b9\u30c8\u5185\u90e8\u306b\u30c0\u30c3\u30b7\u30e5\u4e00\u3064\u3060\u3051\u3092\u3082\u3064\u884c\u306b\u306f\u4e00\u81f4\u3057\u306a\u3044<\/em><\/font>\n dashes =<\/strong> re.<\/strong>search('(--+)'<\/font>, line)\n \n #\u30c0\u30c3\u30b7\u30e5\u306e\u3042\u308b\u884c\u3092\u4e00\u81f4\u3055\u305b\u308b<\/em><\/font>\n if<\/strong> dashes:\n #\u30c0\u30c3\u30b7\u30e5\u3092\u81ea\u5206\u3067\u9078\u629e\u3057\u305f\u30c7\u30ea\u30df\u30bf\u30fc\u306b\u7f6e\u63db\u3059\u308b<\/em><\/font>\n nodash =<\/strong> re.<\/strong>sub('.(-+)'<\/font>, ','<\/font>, line)\n #\u8907\u6570\u306e\u30d4\u30ea\u30aa\u30c9\u3092\u6d88\u3059<\/em><\/font>\n nodots =<\/strong> re.<\/strong>sub('.(\\.\\.+)'<\/font>, ''<\/font>, nodash)\n #\u4f59\u5206\u306a\u7a7a\u767d\u306e\u500b\u6240\u3092,\u306b\u7f6e\u63db\u3059\u308b<\/em><\/font>\n nospaces =<\/strong> re.<\/strong>sub('( +)'<\/font>, ','<\/font>, nodots)\n #\u30a2\u30b9\u30bf\u30ea\u30b9\u30af(*)\u3092\u6d88\u3059<\/em><\/font>\n nostar =<\/strong> re.<\/strong>sub('.[*]'<\/font>, ''<\/font>, nospaces)\n #\u884c\u306e\u5148\u982d\u306b\u6539\u884c\u3084\u30b3\u30f3\u30de\u304c\u3042\u308c\u3070\u305d\u308c\u3092\u6d88\u3059<\/em><\/font>\n flushleft =<\/strong> re.<\/strong>sub('^\\W'<\/font>, ''<\/font>, nostar)\n #\u4e8c\u91cd\u30b3\u30f3\u30de\u3092\u6d88\u3059\uff08Evarts\u306e\u500b\u6240\uff09<\/em><\/font>\n comma =<\/strong> re.<\/strong>sub(',{2,3}'<\/font>, ','<\/font>, flushleft)\n #\u5358\u8a9e\u9593\u306e\u7a7a\u767d\u304c\u306a\u3044\u500b\u6240\u3092\u6574\u5f62\u3059\u308b\uff08\u4f8b\u3048\u3070Dawes\u3068Manderson\uff09<\/em>\n #\u4f4f\u6240\u306b00\u3068\u3044\u3046\u8868\u8a18\u304c\u3042\u308b\u3068\u3053\u308d\u306f\u3001\u305d\u306e\u4e8c\u91cd\u306e00\u3092\u30b9\u30ad\u30c3\u30d7\u3055\u305b\u308b<\/em><\/font>\n caps =<\/strong> re.<\/strong>sub('[A-N|P-Z]{2,}'<\/font>, ','<\/font>, comma)\n #\u30d4\u30ea\u30aa\u30c9\u3092\u53d6\u308a\u9664\u3044\u3066\u3001NE\u3068NW\u306e\u30a4\u30f3\u30c7\u30a3\u30b1\u30fc\u30bf\u3092\u6574\u5f62\u3059\u308b<\/em><\/font>\n ne =<\/strong> re.<\/strong>sub('(\\,*? N\\. ?E.)'<\/font>, ' NE'<\/font>, caps)\n nw =<\/strong> re.<\/strong>sub('(\\,*?N\\. ?W[\\.\\,]*?_?)$'<\/font>, ' NW'<\/font>, ne) #VERBOSE\u5316\u3059\u308b<\/em>\n #\u30e9\u30b9\u30c8\u30cd\u30fc\u30e0\u3068\u30d5\u30a1\u30fc\u30b9\u30c8\u30cd\u30fc\u30e0\u306e\u9593\u306b\u3042\u308b\u30d4\u30ea\u30aa\u30c9\u3092\u30b3\u30f3\u30de\u306b\u5909\u63db(Chace, Cockrell\u306e\u500b\u6240)<\/em><\/font>\n match =<\/strong> re.<\/strong>search('^([A-Z][a-z]+\\. )'<\/font>, nw) #VERBOSE\u5316\u3059\u308b<\/em><\/font>\n if<\/strong> match:\n names =<\/strong> re.<\/strong>sub('\\.'<\/font>, ','<\/font>, nw)\n else<\/strong>:\n names =<\/strong> nw\n #\u30eb\u30fc\u30d7\u3057\u3066\u3044\u308b\u9593\u3001\u5404\u884c\u3092\u30ea\u30b9\u30c8CleanText\u306b\u8ffd\u52a0\u3059\u308b<\/em><\/font>\n CleanText.<\/strong>append(names)\n \n #\u201c\u30d5\u30a7\u30a4\u30af\u201d\u306eCSV\u30d5\u30a1\u30a4\u30eb\u306b\u4fdd\u5b58\u3059\u308b <\/em><\/font>\n with<\/strong> open<\/font>('cdocr2\/50-1p1.csv'<\/font>, 'w'<\/font>) as<\/strong> fcsv:\n #CleanText\u5185\u306e\u5404\u884c\u3092\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u8fbc\u3080<\/em><\/font>\n for<\/strong> line in<\/strong> CleanText:\n fcsv.<\/strong>write(line) <\/pre>\n\n\n\n\u30b3\u30e1\u30f3\u30c8\u3092\u304b\u306a\u308a\u4e01\u5be7\u306b\u4ed8\u3051\u52a0\u3048\u307e\u3057\u305f\u306e\u3067\u3001\u3053\u3053\u3067\u306f\u306a\u305c\u3053\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u306e\u69cb\u9020\u306b\u3057\u305f\u306e\u304b\u3092\u8aac\u660e\u3057\u307e\u3057\u3087\u3046\u3002\u307e\u305f\u3001\u8aad\u307f\u3084\u3059\u304f\u3055\u305b\u308b\u305f\u3081\u3001\u9577\u3044\u6b63\u898f\u8868\u73fe\u3092\u6574\u3048\u308b\u5225\u306e\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
- 16-22\u884c\u76ee<\/strong> \u2013 \u5143\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3067\u306f\u3001\u30c7\u30fc\u30bf\u304c\u5168\u3066\u8907\u6570\u306e\u30c0\u30c3\u30b7\u30e5\u3092\u542b\u3080\u884c\u306b\u3042\u308b\u70b9\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u3053\u3067\u306e\u30b3\u30fc\u30c9\u306f\u3001\u305d\u308c\u3089\u306e\u884c\u3092\u52b9\u7387\u7684\u306b\u6307\u5b9a\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002re.search()<\/a>\u95a2\u6570\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u8907\u6570\u306e\u30c0\u30c3\u30b7\u30e5\u3092\u542b\u3080\u5168\u3066\u306e\u884c\u3092\u898b\u3064\u3051\u51fa\u3057\u3066\u3044\u307e\u3059\u300220\u884c\u76ee\u306eif\u6587\u306b\u3088\u3063\u3066\u3001\u6b8b\u308a\u306e\u30b3\u30fc\u30c9\u304c\u30c0\u30c3\u30b7\u30e5\u3092\u542b\u3080\u884c\u306e\u307f\u3092\u5bfe\u8c61\u306b\u52d5\u304f\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u3053\u308c\u306b\u3088\u308a\u3001\u7b46\u8005\u304c\u6c42\u3081\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306e\u5f8c\u306b\u7d9a\u3044\u3066\u3044\u308b\u3001\u5e8f\u6587\u3084\u30da\u30fc\u30b8\u756a\u53f7\u306e\u884c\u306a\u3069\u3059\u3079\u3066\u3092\u9664\u5916\u3067\u304d\u308b\u306e\u3067\u3059\uff09\u3002<\/li>
- 23-40\u884c\u76ee<\/strong>\u2013 \u3053\u3053\u3067\u306f\u3001\u4f59\u8a08\u306a\u53e5\u8aad\u70b9\u3092\u5168\u3066\u53d6\u308a\u9664\u304d\u3001\u30c7\u30fc\u30bf\u5185\u306e\u5fc5\u8981\u500b\u6240\uff08\u30e9\u30b9\u30c8\u30cd\u30fc\u30e0\u3001\u30d5\u30a1\u30fc\u30b9\u30c8\u30cd\u30fc\u30e0\u3001\u90f5\u4fbf\u756a\u53f7\u3001\u30ef\u30b7\u30f3\u30c8\u30f3\u306e\u4f4f\u6240\uff09\u3092csv\u30d5\u30a1\u30a4\u30eb\u5185\u306e\u7570\u306a\u308b\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u79fb\u3059\u3068\u3044\u3046\u9577\u3044\u51e6\u7406\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002re.sub()<\/a>\u95a2\u6570\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u30d1\u30bf\u30fc\u30f3\u3092\u5225\u306e\u6587\u5b57\u306b\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30b3\u30e1\u30f3\u30c8\u3092\u4e01\u5be7\u306b\u4ed8\u3051\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u500b\u6240\u304c\u4f55\u3092\u3084\u3063\u3066\u3044\u308b\u306e\u304b\u304c\u5206\u304b\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u308c\u306f\u6700\u3082\u52b9\u7387\u7684\u306a\u3084\u308a\u304b\u305f\u3067\u306f\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u3053\u308c\u30921\u3064\u305a\u3064\u3084\u3063\u3066\u3044\u304f\u3053\u3068\u3067\u3001\u4f5c\u696d\u3092\u9032\u3081\u3066\u3044\u304d\u306a\u304c\u3089\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u306e\u3067\u3059\u3002\u79c1\u306f\u30eb\u30fc\u30d7\u3092\u69cb\u7bc9\u3057\u306a\u304c\u3089\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306b\u5909\u6570\u3092\u8868\u793a\u3055\u305b\u3066\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u78ba\u8a8d\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u30d5\u30a1\u30a4\u30eb\u3092\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u4f8b\u3048\u307024\u884c\u76ee\uff08\u30c0\u30c3\u30b7\u30e5\u3092\u9664\u53bb\u3057\u3066\u3044\u308b\u500b\u6240\uff09\u306e\u5f8c\u306b\u3001\uff08if\u30eb\u30fc\u30d7\u5185\u3067\uff09\u300cprint nodash\u300d\u3092\u8ffd\u52a0\u3057\u3066\u307f\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u305d\u3046\u3059\u308c\u3070\u3001\u66f4\u65b0\u3057\u305f\u3044\u3082\u306e\u3060\u3051\u3092\u66f4\u65b0\u3057\u3001\u671b\u3093\u3067\u3044\u306a\u3044<\/em>\u5909\u66f4\u304c\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u3088\u3046\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u78ba\u8a8d\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/li>
- 41-46\u884c\u76ee<\/strong> – \u3053\u3053\u3067\u306f\u5c11\u3057\u9055\u3046\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002OCR\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3067\u306f\u3001\u4e00\u90e8\u306e\u4eba\u540d\u3092\u30d4\u30ea\u30aa\u30c9\u306b\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u307e\u3059\uff08\u4f8b\u3048\u3070\u3001Chace.Jonathan\u3068Chase,Jonathan\u306a\u3069\uff09\u3002\u3053\u306e\u30d1\u30bf\u30fc\u30f3\u3067\u51fa\u73fe\u3059\u308b\u30d4\u30ea\u30aa\u30c9\u3092\u5168\u3066\u30ab\u30f3\u30de\u3078\u3068\u5909\u66f4\u3057\u305f\u3044\u306e\u3067\u3059\u3002\u305d\u3053\u3067\u3001\u884c\u306e\u982d\uff08\uffe5^\uff09\u3092\u898b\u3066\u3001\u5927\u6587\u5b57\u304c1\u3064\u3068\u305d\u306e\u3042\u3068\u306b\u5c0f\u6587\u5b57\u304c\u8907\u6570\u3001\u305d\u3057\u3066\u30d4\u30ea\u30aa\u30c9\u3068\u7d9a\u304f\u3001\u300c^([A-Z][a-z]+\\.)\u300d\u3068\u3044\u3046\u30d1\u30bf\u30fc\u30f3\u3092\u63a2\u3057\u51fa\u3057\u3066\u3044\u307e\u3059\u3002\u30d1\u30bf\u30fc\u30f3\u3067\u6307\u5b9a\u3057\u305f\u5f8c\u306f\u3001\u305d\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u4e00\u81f4\u3059\u308b\u884c\u306e\u30d4\u30ea\u30aa\u30c9\u3092\u30ab\u30f3\u30de\u306b\u7f6e\u304d\u63db\u3048\u308b\u51e6\u7406\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/li><\/ul>\n\n\n\n
VERBOSE\u30e2\u30fc\u30c9\u3092\u6d3b\u7528<\/h3>\n\n\n\n
\u307b\u3068\u3093\u3069\u306e\u6b63\u898f\u8868\u73fe\u306f\u8aad\u307f\u306b\u304f\u3044\u3067\u3059\u3002\u3057\u304b\u3057\u300139\u884c\u76ee\u306840\u884c\u76ee\u306f\u7279\u306b<\/em>\u8aad\u307f\u3065\u3089\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u3042\u306a\u305f\u306e\u30b3\u30fc\u30c9\u3092\u8aad\u3080\u4eba\u306e\u305f\u3081\uff08\u3042\u308b\u3044\u306f\u671d\u306e2\u6642\u306b\u30b3\u30fc\u30c9\u3092\u773a\u3081\u3066\u3044\u308b\u3042\u306a\u305f\u81ea\u8eab\u306e\u305f\u3081\uff09\u306b\u3082\u3001\u3053\u308c\u3089\u306e\u30d1\u30bf\u30fc\u30f3<\/a>\u3092\u3069\u306e\u3088\u3046\u306b\u304d\u308c\u3044\u306b\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u304b\uff1f\u30e2\u30b8\u30e5\u30fc\u30eb\u306eVERBOSE\u30e2\u30fc\u30c9<\/a>\u3092\u4f7f\u3048\u3070\u3088\u3044\u306e\u3067\u3059\u3002\u30d1\u30bf\u30fc\u30f3\u3092VERBOSE\u30e2\u30fc\u30c9\u306b\u3059\u308b\u3053\u3068\u3067\u3001python\u304c\u30b9\u30da\u30fc\u30b9\u3084#\u8a18\u53f7\u3092\u7121\u8996\u3057\u3066\u304f\u308c\u308b\u306e\u3067\u3001\u30d1\u30bf\u30fc\u30f3\u3092\u8907\u6570\u306e\u884c\u306b\u5206\u5272\u3057\u3066\u305d\u308c\u305e\u308c\u306b\u30b3\u30e1\u30f3\u30c8\u3092\u4ed8\u3051\u52a0\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30b9\u30da\u30fc\u30b9\u3092\u7121\u8996\u3059\u308b\u305f\u3081\u3001\u30b9\u30da\u30fc\u30b9\u304c\u3042\u306a\u305f\u306e\u30d1\u30bf\u30fc\u30f3\u306e\u4e00\u90e8\u3067\u3042\u308b\u5834\u5408\u306f\u30d0\u30c3\u30af\u30b9\u30e9\u30c3\u30b7\u30e5\uff08\\\uff09\u3067\u30a8\u30b9\u30b1\u30fc\u30d7\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u3092\u5fd8\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001re.VERBOSE\u3068re.X\u306f\u540c\u3058\u3067\u3042\u308b\u70b9\u306b\u3082\u7559\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/em><\/strong><\/p>\n\n\n\n
VERBOSE\u30e2\u30fc\u30c9\u3067\u66f8\u3044\u305f\u5834\u5408\u306e39\u884c\u76ee\u306840\u884c\u76ee\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n
#(\\,*? N\\. ?E.)\u306b\u3064\u3044\u3066\u306f\u540c\u69d8<\/em>\n #VERBOSE\u30e2\u30fc\u30c9\u3067\u306f\u3059\u3079\u3066\u306e\u30b9\u30da\u30fc\u30b9\u3092\u30a8\u30b9\u30b1\u30fc\u30d7\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059<\/em><\/font>\n ne_pattern =<\/strong> re.<\/strong>compile<\/font>(r'''\n ( #start group\n \\,*? #look for comma (escaped); *? = 0 or more commas with fewest results\n \\ N\\.? #look for (escaped) space + N that might have an (escaped) period after it\n \\ ?E #look for an E that may or may not have an space in front of it\n . #the E might be followed by another character.\n ) #close group\n $ #ONLY look at the end of a line\n '''<\/font>, re.<\/strong>VERBOSE)\n \n #(\\,*? N\\. ?W[\\.\\,]*?_?)$\u306b\u3064\u3044\u3066\u3082\u540c\u69d8<\/em><\/font>\n nw_pattern =<\/strong> re.<\/strong>compile<\/font>(r'''\n ( #start group\n \\,*? #look for comma (escaped); *? = 0 or more commas with fewest results\n \\ N\\.? #look for (escaped) space + N that might have an (escaped) period after it\n \\ ?W #look for an W that may or may not have an space in front of it\n [\\.\\,]*? #look for commas or periods (both escaped) that might come after W\n _? #look for underscore that comes after one of these NW quadrant indicators\n ) #close group\n $ #ONLY look at the end of a line\n '''<\/font>, re.<\/strong>X) <\/pre>\n\n\n\n
- 23-40\u884c\u76ee<\/strong>\u2013 \u3053\u3053\u3067\u306f\u3001\u4f59\u8a08\u306a\u53e5\u8aad\u70b9\u3092\u5168\u3066\u53d6\u308a\u9664\u304d\u3001\u30c7\u30fc\u30bf\u5185\u306e\u5fc5\u8981\u500b\u6240\uff08\u30e9\u30b9\u30c8\u30cd\u30fc\u30e0\u3001\u30d5\u30a1\u30fc\u30b9\u30c8\u30cd\u30fc\u30e0\u3001\u90f5\u4fbf\u756a\u53f7\u3001\u30ef\u30b7\u30f3\u30c8\u30f3\u306e\u4f4f\u6240\uff09\u3092csv\u30d5\u30a1\u30a4\u30eb\u5185\u306e\u7570\u306a\u308b\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u79fb\u3059\u3068\u3044\u3046\u9577\u3044\u51e6\u7406\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002re.sub()<\/a>\u95a2\u6570\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u30d1\u30bf\u30fc\u30f3\u3092\u5225\u306e\u6587\u5b57\u306b\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30b3\u30e1\u30f3\u30c8\u3092\u4e01\u5be7\u306b\u4ed8\u3051\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u500b\u6240\u304c\u4f55\u3092\u3084\u3063\u3066\u3044\u308b\u306e\u304b\u304c\u5206\u304b\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u308c\u306f\u6700\u3082\u52b9\u7387\u7684\u306a\u3084\u308a\u304b\u305f\u3067\u306f\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u3053\u308c\u30921\u3064\u305a\u3064\u3084\u3063\u3066\u3044\u304f\u3053\u3068\u3067\u3001\u4f5c\u696d\u3092\u9032\u3081\u3066\u3044\u304d\u306a\u304c\u3089\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u306e\u3067\u3059\u3002\u79c1\u306f\u30eb\u30fc\u30d7\u3092\u69cb\u7bc9\u3057\u306a\u304c\u3089\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306b\u5909\u6570\u3092\u8868\u793a\u3055\u305b\u3066\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u78ba\u8a8d\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u30d5\u30a1\u30a4\u30eb\u3092\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u4f8b\u3048\u307024\u884c\u76ee\uff08\u30c0\u30c3\u30b7\u30e5\u3092\u9664\u53bb\u3057\u3066\u3044\u308b\u500b\u6240\uff09\u306e\u5f8c\u306b\u3001\uff08if\u30eb\u30fc\u30d7\u5185\u3067\uff09\u300cprint nodash\u300d\u3092\u8ffd\u52a0\u3057\u3066\u307f\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u305d\u3046\u3059\u308c\u3070\u3001\u66f4\u65b0\u3057\u305f\u3044\u3082\u306e\u3060\u3051\u3092\u66f4\u65b0\u3057\u3001\u671b\u3093\u3067\u3044\u306a\u3044<\/em>\u5909\u66f4\u304c\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u3088\u3046\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u78ba\u8a8d\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/li>
- \u3053\u306e\u6587\u66f8\u8cc7\u6599\u306b\u5bfe\u3059\u308bOCR\u306f\u4e00\u8cab\u6027\u306e\u3042\u308b\u3082\u306e\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\uff08\u5358\u4e00\u30da\u30fc\u30b8\u5185\u3067\u3082\u8907\u6570\u30da\u30fc\u30b8\u3067\u3082\uff09\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u7d50\u679c\u306f\u5b8c\u74a7\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u3067\u306e\u76ee\u6a19\u306f\u3001\u6b63\u898f\u8868\u73fe\u306b\u9762\u5012\u306a\u4f5c\u696d\u3092\u4efb\u305b\u3066\u3001\u958b\u59cb\u6642\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3088\u308a\u3082<\/em>\u6574\u3063\u305f\u5f62\u5f0f\u3067\u6587\u66f8\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/strong>\u3053\u308c\u306b\u3088\u308a\u3001\u4f4f\u6240\u30c7\u30fc\u30bf\u306e\u30b8\u30aa\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u884c\u3046\u524d\u306b\u3001\u624b\u4f5c\u696d\u3067\u884c\u308f\u306a\u304f\u3066\u306f\u3044\u3051\u306a\u3044\u524d\u51e6\u7406\u3092\u5927\u5e45\u306b\u8efd\u6e1b\u3057\u307e\u3059\u304c\u3001\u4f5c\u696d\u306e\u5fc5\u8981\u6027\u304c\u306a\u304f\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li><\/ul>\n\n\n\n
- \u30b5\u30f3\u30d7\u30ebPython\u30d5\u30a1\u30a4\u30eb<\/a><\/li>