{"id":12170,"date":"2017-08-14T12:00:26","date_gmt":"2017-08-14T03:00:26","guid":{"rendered":"http:\/\/sitest.jp\/blog\/?p=12170"},"modified":"2017-08-14T17:29:18","modified_gmt":"2017-08-14T08:29:18","slug":"%e3%80%90python3-%e7%b3%bb%e5%af%be%e5%bf%9c%e3%80%91-pdfminer3k-%e3%81%a7-pdf-%e3%83%95%e3%82%a1%e3%82%a4%e3%83%ab%e3%81%8b%e3%82%89%e3%83%87%e3%83%bc%e3%82%bf%e6%8a%bd%e5%87%ba%e3%81%97%e3%81%a6","status":"publish","type":"post","link":"https:\/\/sitest.jp\/blog\/?p=12170","title":{"rendered":"\u3010Python3 \u7cfb\u5bfe\u5fdc\u3011 PDFMiner3k \u3067 PDF \u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u62bd\u51fa\u3057\u3066\u5206\u6790\u3057\u3088\u3046\uff01(\u524d\u7de8)"},"content":{"rendered":"

\u73fe\u5728\u3001\u56fd\u969b\u7684\u306b\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3068\u547c\u3070\u308c\u308b\u53d6\u308a\u7d44\u307f\u304c\u3042\u308a\u3001\u65e5\u672c\u3067\u306f\u7dcf\u52d9\u7701\u6307\u5c0e\u306e\u5143\u5404\u7701\u5e81\u3084\u3001\u5730\u65b9\u81ea\u6cbb\u4f53\u306a\u3069\u304c\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u306e\u516c\u958b\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

<\/p>\n

\n

\n\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3068\u306f
\n<\/h3>\n<\/div>\n

\u30ea\u30f3\u30af\u5148\u3067\u7dcf\u52d9\u7701\u306b\u3088\u308b\u3001\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u306e\u8aac\u660e\u3092\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

http:\/\/www.soumu.go.jp\/menu_seisaku\/ictseisaku\/ictriyou\/opendata\/index.html<\/a>
\nhttp:\/\/www.soumu.go.jp\/menu_seisaku\/ictseisaku\/ictriyou\/opendata\/opendata01.html<\/a><\/p>\n

\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3068\u306f\u300c\u7d44\u7e54\u3084\u696d\u754c\u5185\u7b49\u3067\u306e\u307f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u793e\u4f1a\u3067\u52b9\u679c\u7684\u306b\u5229\u7528\u3067\u304d\u308b\u74b0\u5883\uff08\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u6d41\u901a\u74b0\u5883\uff09\u300d\u306e\u6574\u5099\u306e\u305f\u3081\u3001\u300c\u6a5f\u68b0\u5224\u8aad\u306b\u9069\u3057\u305f\u300d\u300c\u4e8c\u6b21\u5229\u7528\u304c\u53ef\u80fd\u306a\u5229\u7528\u30eb\u30fc\u30eb\u3067\u516c\u958b\u3055\u308c\u305f\u300d\u30c7\u30fc\u30bf\u3067\u3059\u3002<\/p>\n

\u3057\u304b\u3057\u3001\u516c\u958b\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u306b\u306f PDF \u5f62\u5f0f\u306e\u3082\u306e\u304c\u591a\u304f\u5b58\u5728\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u305d\u308c\u3092\u5229\u7528\u3057\u305f\u7b2c\u4e09\u8005\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5206\u6790\u3068\u3044\u3046\u89b3\u70b9\u304b\u3089\u8003\u3048\u308b\u3068\u975e\u5e38\u306b\u6271\u3044\u3065\u3089\u3044\u3082\u306e\u3067\u3001\u3068\u3066\u3082\u300c\u6a5f\u68b0\u5224\u8aad\u306b\u9069\u3057\u305f\u30c7\u30fc\u30bf\u5f62\u5f0f\u300d\u3068\u306f\u3044\u3048\u307e\u305b\u3093\u3002<\/p>\n

\u3067\u3059\u304c\u3001\u5b9f\u969b\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306e\u591a\u304f\u304c PDF \u5f62\u5f0f\u3067\u3042\u308b\u4e8b\u5b9f\u306f\u5909\u308f\u308a\u307e\u305b\u3093\u3002Python \u3092\u4f7f\u3063\u3066\u3001PDF\u3067\u4f5c\u3089\u308c\u305f\u30c7\u30fc\u30bf\u3092\u4f55\u3068\u304b\u3057\u3066\u300c\u6a5f\u68b0\u5224\u8aad\u306b\u9069\u3057\u305f\u30c7\u30fc\u30bf\u5f62\u5f0f\u300d\u306b\u5909\u63db\u3057\u3066\u307f\u307e\u3059\u3002
\n(\u4ee5\u4e0b\u306e\u8a18\u4e8b\u306f Python \u306e3\u7cfb\u3001OS \u306f MacOS \u3001\u3082\u3057\u304f\u306f\u4ed6 UNIX \u7cfbOS\u3092\u524d\u63d0\u3068\u3057\u3066\u304a\u308a\u307e\u3059)<\/p>\n

\u4eca\u56de\u306f pdfminer<\/a>\uff08python2\u7cfb \u5bfe\u5fdc\uff09\u306e3\u7cfb\u5bfe\u5fdc\u7248\u3001pdfminer3k<\/a> \u3068\u3044\u3046\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n

\n

\npdfminer3k \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u4f7f\u3044\u65b9
\n<\/h3>\n<\/div>\n

\u4ee5\u524d\u306f Github \u304b\u3089\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u53d6\u5f97\u3059\u308b\u5fc5\u8981\u3084\u3001\u65e5\u672c\u8a9e\u3092\u6271\u3046\u305f\u3081\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u73fe\u5728\u306f pip \u3092\u4f7f\u3063\u3066\u7c21\u5358\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n

$ pip install pdfminer3k\n<\/code><\/pre>\n
\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u898b\u308c\u3070\u308f\u304b\u308b\u3088\u3046\u306b\u3001pdfminer \u306b\u306f\u69d8\u3005\u306a\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002\u3072\u3068\u307e\u305a\u3001PDF \u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa\u3059\u308b\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3067\u3042\u308b pdf2txt.py \u3092\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u5909\u63db\u5bfe\u8c61\u306e PDF \u30d5\u30a1\u30a4\u30eb\u304c data.pdf \u306e\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5f15\u6570\u306b\u6e21\u3059\u3060\u3051\u3067\u3001PDF \u306e\u5185\u5bb9\u3092\u30c6\u30ad\u30b9\u30c8\u3078\u3068\u5909\u63db\u3067\u304d\u307e\u3059\u3002<\/p>\n
$ pdf2txt.py  data.pdf\n<\/code><\/pre>\n
pdf2txt.py \u306e\u51fa\u529b\u5148\u306f\u6a19\u6e96\u51fa\u529b\u306a\u306e\u3067\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3059\u308b\u3068\u3001\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u8fbc\u307f\u3067\u304d\u307e\u3059<\/p>\n
$ pdf2txt.py  data.pdf > converted_data.txt\n<\/code><\/pre>\n
\n
\nPDF \u30c7\u30fc\u30bf\u3092\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306b\u5909\u63db\u3059\u308b
\n<\/h3>\n<\/div>\n
\u3055\u3066\u3001\u8a66\u3057\u306b\u5f0a\u793e\u3001\u30b0\u30e9\u30c3\u30c9\u30ad\u30e5\u30fc\u30d6\u306e\u6240\u5728\u5730\u3067\u3042\u308b\u3001\u5927\u962a\u5e02\u306e\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u304b\u3089<\/p>\n
\u300e\u5e74\u6b21\u5225\u306b\u898b\u305f\u4eba\u53e3\u52d5\u614b\u7dcf\u89a7\uff08\u51fa\u751f\uff09\u5b9f\u6570\u30fb\u7387\uff08\u6570\u5024\u8868\uff0b\u30b0\u30e9\u30d5\uff09\u300f
\nhttps:\/\/data.city.osaka.lg.jp\/data\/dataset\/data-0000277916-00004\/resource\/c54677b2-7181-4d24-8d55-b30310956959<\/a><\/p>\n
http:\/\/www.city.osaka.lg.jp\/kenko\/cmsfiles\/contents\/0000277\/277916\/H27-02-01nenjitoukei_jinkou_02_syussei01.pdf<\/a><\/p>\n
\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u30021960\u5e74\u304b\u30892015\u5e74\u307e\u3067\u306e\u6bce\u5e74\u306e\u51fa\u751f\u6570\u3001\u53ca\u3073\u51fa\u751f\u7387\u3092\u3001\u5927\u962a\u5e02\u3001\u5927\u962a\u5e9c\u3001\u5168\u56fd\u3068\u4e26\u3079\u3066\u8868\u793a\u3055\u308c\u305f\u3082\u306e\u3067\u3059\u3002\u4ed6\u306e\u30c7\u30fc\u30bf\u3068\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u8abf\u3079\u305f\u3044\u306e\u3067\u3059\u304c\u3001 PDF \u5f62\u5f0f\u306a\u306e\u3067\u3053\u306e\u307e\u307e\u3060\u3068\u3001\u624b\u3067\u30b3\u30d4\u30da\u306a\u3069\u3057\u306a\u3044\u3068\u3001\u5206\u6790\u3067\u304d\u307e\u305b\u3093\u3002\u3067\u304d\u308c\u3070\u5229\u7528\u3092\u907f\u3051\u305f\u3044\u306e\u3067\u3059\u304c\u3001\u898b\u308b\u9650\u308a\u3001\u6b8b\u5ff5\u306a\u304c\u3089 PDF \u4ee5\u5916\u306e\u5f62\u5f0f\u306f\u898b\u5f53\u305f\u3089\u306a\u3044\u3088\u3046\u306a\u306e\u3067\u9811\u5f35\u3063\u3066\u3053\u308c\u3092\u5206\u6790\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3092\u884c\u3044\u3001\u5148\u307b\u3069\u7d39\u4ecb\u3057\u305f\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002
\n\u51fa\u6765\u4e0a\u304c\u3063\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059<\/p>\n
\n\u5e74\u6b21\u5225\u306b\u898b\u305f\u4eba\u53e3\u52d5\u614b\u7dcf\u89a7\uff08\u51fa\u751f\uff09\u5b9f\u6570\u30fb\u7387 \uff08\u51fa\u751f\u6570\u00f7\u4eba\u53e3\u00d71,000\uff09<\/p>\n
\u5e74
\n\uff08\u897f\u66a6\uff09<\/p>\n
\u5e74<\/p>\n
\u5927\u962a\u5e02<\/p>\n
\u51fa\u751f
\n\u5927\u962a\u5e9c<\/p>\n
\u5e74\u9593\u3000\u5358\u4f4d\uff1a\u4eba<\/p>\n
\u5168\u56fd<\/p>\n
\u5b9f\u6570<\/p>\n
\u7387\uff08\u4eba\u53e3\u5343\u5bfe\uff09<\/p>\n
\u5b9f\u6570<\/p>\n
\u7387\uff08\u4eba\u53e3\u5343\u5bfe\uff09<\/p>\n
\u5b9f\u6570<\/p>\n
\u7387\uff08\u4eba\u53e3\u5343\u5bfe\uff09<\/p>\n
1960 \u662d\u548c35\u5e74
\n1961
\n36\u5e74
\n1962
\n37\u5e74
\n1963
\n38\u5e74
\n1964
\n39\u5e74
\n1965
\n40\u5e74
\n1966
\n41\u5e74
\n1967
\n42\u5e74
\n1968
\n43\u5e74
\n1969
\n44\u5e74
\n1970
\n45\u5e74
\n1971
\n46\u5e74
\n1972
\n47\u5e74
\n1973
\n48\u5e74
\n1974
\n49\u5e74
\n1975
\n50\u5e74
\n1976
\n51\u5e74
\n1977
\n52\u5e74
\n1978
\n53\u5e74
\n1979
\n54\u5e74
\n1980
\n55\u5e74
\n1981
\n56\u5e74
\n1982
\n57\u5e74
\n1983
\n58\u5e74
\n1984
\n59\u5e74
\n1985
\n60\u5e74
\n1986
\n61\u5e74
\n1987
\n62\u5e74
\n1988
\n63\u5e74
\n1989 \u5e73\u6210\u5143\u5e74
\n1990 \u5e73\u62102\u5e74
\n1991
\n3\u5e74
\n1992
\n4\u5e74
\n1993
\n5\u5e74
\n1994
\n6\u5e74
\n1995
\n7\u5e74
\n1996
\n8\u5e74
\n1997
\n9\u5e74
\n1998
\n10\u5e74
\n1999
\n11\u5e74
\n2000
\n12\u5e74
\n2001
\n13\u5e74
\n2002
\n14\u5e74
\n2003
\n15\u5e74
\n2004
\n16\u5e74
\n2005
\n17\u5e74
\n2006
\n18\u5e74
\n2007
\n19\u5e74
\n2008
\n20\u5e74
\n2009
\n21\u5e74
\n2010
\n22\u5e74
\n2011
\n23\u5e74
\n2012
\n24\u5e74
\n2013
\n25\u5e74
\n2014
\n26\u5e74
\n2015
\n27\u5e74<\/p>\n
51,632
\n53,351
\n57,682
\n58,000
\n59,035
\n62,003
\n44,869
\n59,298
\n56,758
\n54,525
\n53,165
\n52,003
\n50,068
\n47,647
\n43,839
\n39,197
\n35,951
\n33,946
\n31,775
\n30,192
\n28,919
\n28,415
\n28,406
\n28,564
\n28,607
\n28,369
\n28,125
\n27,600
\n27,446
\n26,077
\n25,065
\n25,297
\n24,810
\n24,008
\n24,124
\n24,467
\n24,862
\n24,994
\n24,898
\n24,203
\n24,136
\n24,132
\n23,635
\n23,228
\n22,794
\n21,913
\n22,949
\n22,892
\n23,290
\n22,738
\n23,061
\n22,992
\n22,763
\n22,626
\n21,940
\n22,351<\/p>\n
\u8cc7\u6599\u2026\u539a\u751f\u52b4\u50cd\u7701\u300c\u4eba\u53e3\u52d5\u614b\u7d71\u8a08\u300d<\/p>\n
17.1
\n17.3
\n18.3
\n18.1
\n18.4
\n19.6
\n14.3
\n19.6
\n19.1
\n18.5
\n17.8
\n17.7
\n17.3
\n16.8
\n15.6
\n14.1
\n13.1
\n12.5
\n11.8
\n11.3
\n11.0
\n10.8
\n10.8
\n10.9
\n10.9
\n10.7
\n10.6
\n10.4
\n10.4
\n9.9
\n9.6
\n9.7
\n9.5
\n9.3
\n9.8
\n9.8
\n9.6
\n10.1
\n9.6
\n9.3
\n9.6
\n9.2
\n9.0
\n8.8
\n8.7
\n8.3
\n8.7
\n8.7
\n8.8
\n8.5
\n8.7
\n8.6
\n8.5
\n8.4
\n8.2
\n8.6<\/p>\n
95,012
\n101,318
\n114,469
\n121,396
\n131,994
\n147,249
\n111,099
\n158,482
\n159,740
\n163,995
\n169,880
\n175,049
\n176,094
\n174,330
\n165,560
\n150,653
\n140,032
\n132,172
\n124,711
\n115,990
\n111,956
\n106,456
\n106,098
\n105,432
\n103,595
\n100,328
\n97,693
\n94,828
\n93,315
\n88,468
\n86,840
\n86,795
\n86,658
\n84,151
\n88,419
\n86,076
\n89,291
\n89,043
\n90,324
\n88,385
\n88,163
\n86,000
\n83,883
\n81,001
\n79,719
\n76,111
\n77,641
\n76,914
\n77,400
\n75,248
\n75,080
\n73,919
\n73,012
\n72,054
\n69,968
\n70,596<\/p>\n
17.3
\n17.7
\n19.2
\n19.6
\n20.6
\n22.1
\n16.3
\n23.2
\n22.7
\n22.7
\n22.8
\n23.0
\n22.6
\n22.1
\n20.7
\n18.6
\n17.1
\n16.1
\n15.1
\n13.9
\n13.5
\n12.8
\n12.7
\n12.5
\n12.2
\n11.8
\n11.4
\n11.1
\n10.9
\n10.3
\n10.1
\n10.1
\n10.1
\n9.8
\n10.4
\n10.0
\n10.3
\n10.3
\n10.5
\n10.2
\n10.2
\n9.9
\n9.7
\n9.4
\n9.2
\n8.8
\n9.0
\n8.9
\n9.0
\n8.7
\n8.6
\n8.5
\n8.4
\n8.3
\n8.1
\n8.1<\/p>\n
1,606,041
\n1,589,372
\n1,618,616
\n1,659,521
\n1,716,761
\n1,823,697
\n1,360,974
\n1,935,647
\n1,871,839
\n1,889,815
\n1,934,239
\n2,000,973
\n2,038,682
\n2,091,983
\n2,029,989
\n1,901,440
\n1,832,617
\n1,755,100
\n1,708,643
\n1,642,580
\n1,576,889
\n1,529,455
\n1,515,392
\n1,508,687
\n1,489,780
\n1,431,577
\n1,382,946
\n1,346,658
\n1,314,006
\n1,246,802
\n1,221,585
\n1,223,245
\n1,208,989
\n1,188,282
\n1,238,328
\n1,187,064
\n1,206,555
\n1,191,665
\n1,203,147
\n1,177,669
\n1,190,547
\n1,170,662
\n1,153,855
\n1,123,610
\n1,110,721
\n1,062,530
\n1,092,674
\n1,089,818
\n1,091,156
\n1,070,035
\n1,071,304
\n1,050,806
\n1,037,231
\n1,029,816
\n1,003,539
\n1,005,677<\/p>\n
17.2
\n16.9
\n17.0
\n17.3
\n17.7
\n18.6
\n13.7
\n19.4
\n18.6
\n18.5
\n18.8
\n19.2
\n19.3
\n19.4
\n18.6
\n17.1
\n16.3
\n15.5
\n14.9
\n14.2
\n13.6
\n13.0
\n12.8
\n12.7
\n12.5
\n11.9
\n11.4
\n11.1
\n10.8
\n10.2
\n10.0
\n9.9
\n9.8
\n9.6
\n10.0
\n9.6
\n9.7
\n9.5
\n9.6
\n9.4
\n9.5
\n9.3
\n9.2
\n8.9
\n8.8
\n8.4
\n8.7
\n8.6
\n8.7
\n8.5
\n8.5
\n8.3
\n8.2
\n8.2
\n8.0
\n8.0<\/p>\n
\u51fa\u751f\u7387\uff08\u4eba\u53e3\u5343\u5bfe\uff09\u306e\u5e74\u6b21\u63a8\u79fb\uff1c\u5927\u962a\u5e02\u30fb\u5927\u962a\u5e9c\u30fb\u5168\u56fd\uff1e<\/p>\n
25.0<\/p>\n
20.0<\/p>\n
15.0<\/p>\n
10.0<\/p>\n
5.0<\/p>\n
\u51fa
\n\u751f
\n\u7387
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\u5927\u962a\u5e02<\/p>\n
\u5927\u962a\u5e9c<\/p>\n
\u5168\u56fd<\/p>\n
0.0
\n\u662d\u548c35\u5e74 38\u5e74<\/p>\n
41\u5e74<\/p>\n
44\u5e74<\/p>\n
47\u5e74<\/p>\n
50\u5e74<\/p>\n
53\u5e74<\/p>\n
56\u5e74<\/p>\n
59\u5e74<\/p>\n
62\u5e74 \u5e73\u62102\u5e74 5\u5e74<\/p>\n
8\u5e74<\/p>\n
11\u5e74<\/p>\n
14\u5e74<\/p>\n
17\u5e74<\/p>\n
20\u5e74<\/p>\n
23\u5e74<\/p>\n
26\u5e74\n<\/p><\/div>\n
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\u3057\u304b\u3082\u3001 PDF \u306e\u5143\u3068\u306a\u3063\u305f Excel \u30d5\u30a1\u30a4\u30eb\u306e\u6642\u70b9\u3067\u3001\u300c\u30bb\u30eb\u306e\u7d50\u5408\u300d\u3092\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30d8\u30c3\u30c0\u30fc\u5468\u308a\u304c\u7279\u306b\u30b0\u30c1\u30e3\u30b0\u30c1\u30e3\u3067\u3059\u306d(\u3053\u308c\u306a\u3089 Excel \u30d5\u30a1\u30a4\u30eb\u306e\u307e\u307e\u51fa\u3057\u3066\u304f\u308c\u305f\u65b9\u304c\u52a9\u304b\u308b\u306e\u3067\u3059\u304c\u2026)\u3002<\/p>\n
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