{"id":6615,"date":"2022-08-06T09:18:27","date_gmt":"2022-08-06T00:18:27","guid":{"rendered":"https:\/\/www.sambuichi.jp\/?p=6615"},"modified":"2022-12-12T16:56:16","modified_gmt":"2022-12-12T07:56:16","slug":"an-tidy-data-approach-for-digital-ledgers","status":"publish","type":"post","link":"https:\/\/www.sambuichi.jp\/?p=6615","title":{"rendered":"\u30c7\u30b8\u30bf\u30eb\u4f1a\u8a08\u5e33\u7c3f\u306e Tidy data (\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u30a2\u30d7\u30ed\u30fc\u30c1"},"content":{"rendered":"

Views: 184<\/p>\n

\n[2022-12-12\u8ffd\u8a18]
\nXBRL Japan\u3067\u306e\u52c9\u5f37\u4f1a\u306e\u52d5\u753b\u3092\u6b21\u306e\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u516c\u958b\u3057\u307e\u3057\u305f\u3002
\nhttps:\/\/youtu.be\/_zBWUsRz5K4<\/a>
\n\u767a\u8868\u3067\u4f7f\u7528\u3057\u3066\u3044\u308bWeb\u30ce\u30fc\u30c8\u306f\u3001\u7121\u70ba<\/a>\u3067\u3059\u3002<\/p>\n

\u30c7\u30b8\u30bf\u30eb\u4f1a\u8a08\u5e33\u7c3f\u306eTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u30a2\u30d7\u30ed\u30fc\u30c1<\/h1>\n<\/div>\n
\n
\n

\u4ed5\u8a33\u5165\u529b\u4f8b<\/h2>\n
\n
\n

\u7dcf\u52d8\u5b9a\u5143\u5e33\u306e\u4ed5\u8a33\u5165\u529b\u7528\u306bTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u3092\u5b9a\u7fa9\u3059\u308b\u65b9\u6cd5\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002
\n\u6b21\u306f\u3001\u7528\u7d19\u3092\u73fe\u91d1\u3067\u8cfc\u5165\u3057\u305f\u3068\u304d\u306e\u4ed5\u8a33\u5165\u529b\u4f8b\u3067\u3059\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n
Table 1. \u7dcf\u52d8\u5b9a\u5143\u5e33\u4ed5\u8a33\u5165\u529b<\/caption>\n
\u65e5\u4ed8<\/th>\n\u660e\u7d30\u884c\u6458\u8981<\/th>\n\u501f\u65b9
\n\u91d1\u984d<\/th>\n		\u8cb8\u65b9
\n\u91d1\u984d<\/th>\n		\u79d1\u76ee
\n\u756a\u53f7<\/th>\n		\u79d1\u76ee\u540d<\/th>\nC<\/th>\nN<\/th>\nT<\/th>\nID<\/th>\n<\/tr>\n<\/thead>\n
\n

2009-04-03<\/p>\n<\/td>\n

\n

\u7528\u7d19<\/p>\n<\/td>\n

\n

14,858<\/p>\n<\/td>\n

<\/td>\n\n

754<\/p>\n<\/td>\n

\n

\u4e8b\u52d9\u7528\u6d88\u8017\u54c1\u8cbb<\/p>\n<\/td>\n

\n

10<\/p>\n<\/td>\n

\n

\u672d\u5e4c<\/p>\n<\/td>\n

\n

\u90e8\u9580<\/p>\n<\/td>\n

\n

943-8-477<\/p>\n<\/td>\n<\/tr>\n

\n

2009-04-03<\/p>\n<\/td>\n

<\/td>\n\n

742<\/p>\n<\/td>\n

<\/td>\n\n

191<\/p>\n<\/td>\n

\n

\u4eee\u6255\u6d88\u8cbb\u7a0e\u7b49<\/p>\n<\/td>\n

\n

10<\/p>\n<\/td>\n

\n

\u672d\u5e4c<\/p>\n<\/td>\n

\n

\u90e8\u9580<\/p>\n<\/td>\n

\n

943-8-477<\/p>\n<\/td>\n<\/tr>\n

\n

2009-04-03<\/p>\n<\/td>\n

\n

\u7528\u7d19<\/p>\n<\/td>\n

<\/td>\n\n

15,600<\/p>\n<\/td>\n

\n

111<\/p>\n<\/td>\n

\n

\u73fe\u91d1<\/p>\n<\/td>\n

\n

0<\/p>\n<\/td>\n

\n

\u5171\u901a\u90e8\u9580<\/p>\n<\/td>\n

\n

\u90e8\u9580<\/p>\n<\/td>\n

\n

943-8-477<\/p>\n<\/td>\n<\/tr>\n

\n

Key C: \u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30b3\u30fc\u30c9, N: \u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30bf\u30a4\u30d7, T: \u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30bf\u30a4\u30d7<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\n

\u4eca\u56de\u306e\u691c\u8a3c\u3067\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306f\u3001\u4eca\u4e16\u7d00\u521d\u982d\u306bPCA\u4f1a\u8a08\uff19V.2\u306e\u4ed5\u8a33\u30c7\u30fc\u30bf\u3092XBRL-GL (XBRL 2.0a) \u306b\u5909\u63db\u3057\u3066\u51fa\u529b\u3057\u305f\u3082\u306e\u3067\u3001\u67b6\u7a7a\u306e\u4f01\u696d\u306e\uff11\u5e74\u9593\u306e\u8a18\u5e33\u30c7\u30fc\u30bf [data]<\/a> \u3067\u3059\u3002
\n\u56fd\u969b\u7684\u306a\u6a19\u6e96\u4ed5\u69d8\u3067\u51fa\u529b\u3057\u305f\u30c7\u30fc\u30bf\u306f\u3001\u305d\u306e\u5f53\u6642\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7528\u3044\u308b\u3053\u3068\u306a\u304f\u6570\u5341\u5e74\u305f\u3063\u3066\u3082\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\n\u4eca\u56de\u306eTidy Data\u30a2\u30d7\u30ed\u30fc\u30c1\u30671\/12\u4ee5\u4e0a\u306e\u5bb9\u91cf\u524a\u6e1b\u306b\u306a\u308a\u307e\u3057\u305f\uff0831MB \u2192 2.4MB\uff09\u3002xBRL-CSV\u3082xBRL\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u3059\u304b\u3089\u30bf\u30af\u30bd\u30ce\u30df\u3092\u4f7f\u7528\u3057\u305f\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u3084\u30d5\u30a9\u30fc\u30df\u30e5\u30e9\u3092\u4f7f\u7528\u3057\u305f\u691c\u8a3c\u304cCSV\u30d5\u30a1\u30a4\u30eb\u3067\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n

\n

Wickhamn\u306b\u3088\u308bTidy Data\u306e\u4f8b<\/h2>\n
\n
\n
\u6b21\u306f Wickham[_1]<\/a>\u306e\u4f8b\u3067\u3059\u3002\u67b6\u7a7a\u306e\u5b9f\u9a13\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u4e00\u822c\u7684\u306b\u3088\u304f\u898b\u3089\u308c\u308b\u5f62\u5f0f\u3067\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/div>\n

\n\u79c1\u305f\u3061\u306e\u884c\u3068\u5217\u306e\u8a9e\u5f59\u306f\u30012 \u3064\u306e\u30c6\u30fc\u30d6\u30eb\u304c\u540c\u3058\u30c7\u30fc\u30bf\u3092\u8868\u3059\u7406\u7531\u3092\u8aac\u660e\u3059\u308b\u306e\u306b\u5341\u5206\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u5916\u89b3\u306b\u52a0\u3048\u3066\u3001\u30c6\u30fc\u30d6\u30eb\u306b\u8868\u793a\u3055\u308c\u308b\u5024\u306e\u57fa\u672c\u7684\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u307e\u305f\u306f\u610f\u5473\u3092\u8aac\u660e\u3059\u308b\u65b9\u6cd5\u304c\u5fc5\u8981\u3067\u3059\u3002\n<\/p><\/blockquote>\n

\n— Headley Wickham
\nTidy Data Journal of Statistical Software August 2014 Volume 59 Issue 10<\/cite>\n<\/div>\n<\/div>\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n
Table 2. \u4ee3\u8868\u7684\u306a\u7d50\u679c\u8868<\/caption>\n
<\/th>\n\u51e6\u7f6e A<\/th>\n\u51e6\u7f6e B<\/th>\n<\/tr>\n<\/thead>\n
\n

John Smith<\/p>\n<\/td>\n

\n

–<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n<\/tr>\n

\n

Jane Doe<\/p>\n<\/td>\n

\n

16<\/p>\n<\/td>\n

\n

11<\/p>\n<\/td>\n<\/tr>\n

\n

Mary Johnson<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n
Table 3. TTable 2 \u3068\u540c\u3058\u7d50\u679c\u306e\u7570\u306a\u308b\u8868\u73fe<\/caption>\n
<\/th>\nJohn Smith<\/th>\nJane Doe<\/th>\nMary Johnson<\/th>\n<\/tr>\n<\/thead>\n
\n

\u51e6\u7f6e A<\/p>\n<\/td>\n

\n

–<\/p>\n<\/td>\n

\n

16<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n<\/tr>\n

\n

\u51e6\u7f6e B<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

11<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\n
Wickham[_1]<\/a> \u306e 2.2 \u7bc0\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/div>\n

\n\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f \u5024<\/strong> \u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3059\u3002 \u5024<\/strong> \u306f 2 \u3064\u306e\u65b9\u6cd5\u3067\u7de8\u6210\u3055\u308c\u307e\u3059\u3002 \u3059\u3079\u3066\u306e \u5024<\/strong> \u306f\u3001 \u5909\u6570<\/strong> \u3068 \u89b3\u6e2c<\/strong> \u306b\u5c5e\u3057\u307e\u3059\u3002
\n\u8868 4 \u306f\u3001\u8868 1 \u3092\u518d\u69cb\u6210\u3057\u3066\u3001\u5024<\/strong>\u3001\u5909\u6570<\/strong>\u3001\u304a\u3088\u3073 \u89b3\u6e2c<\/strong> \u3092\u3088\u308a\u660e\u78ba\u306b\u3057\u3066\u3044\u307e\u3059\u3002 \u5909\u6570<\/strong> \u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002
\n1. \u500b\u4eba<\/strong>, \uff13\u3064\u306e\u53d6\u308a\u3046\u308b\u5024\u304c\u3042\u308b (John Smith, Mary Johnson, \u304a\u3088\u3073 Jane Doe)
\n2. \u51e6\u7f6e<\/strong>, \uff12\u3064\u306e\u53d6\u308a\u3046\u308b\u5024\u304c\u3042\u308b (A \u304a\u3088\u3073 B)
\n3. \u7d50\u679c\u5024<\/strong>, \u6b20\u640d\u5024\u3092\u3069\u3046\u4f4d\u7f6e\u4ed8\u3051\u308b\u304b\u30675\u3064\u3042\u308b\u3044\u306f6\u3064\u306e\u5024\u304c\u3042\u308b\u3002 (-, 16, 3, 2, 11, 1).\n<\/p><\/blockquote>\n

\n— Headley Wickham
\nTidy Data Journal of Statistical Software August 2014 Volume 59 Issue 10<\/cite>\n<\/div>\n<\/div>\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n
Table 4. Table 1 \u3068\u540c\u3058\u30c7\u30fc\u30bf\u3060\u304c\u3001\u5217\u306b \u5909\u6570<\/strong> \u3001\u884c\u306b \u89b3\u6e2c<\/strong> \u304c\u3042\u308b<\/caption>\n
\u500b\u4eba<\/th>\n\u51e6\u7f6e<\/th>\n\u5024<\/th>\n<\/tr>\n<\/thead>\n
\n

John Smith<\/p>\n<\/td>\n

\n

A<\/p>\n<\/td>\n

\n

–<\/p>\n<\/td>\n<\/tr>\n

\n

Jane Doe<\/p>\n<\/td>\n

\n

A<\/p>\n<\/td>\n

\n

16<\/p>\n<\/td>\n<\/tr>\n

\n

Mary Johnson<\/p>\n<\/td>\n

\n

A<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n<\/tr>\n

\n

John Smith<\/p>\n<\/td>\n

\n

B<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n<\/tr>\n

\n

Jane Doe<\/p>\n<\/td>\n

\n

B<\/p>\n<\/td>\n

\n

11<\/p>\n<\/td>\n<\/tr>\n

\n

Mary Johnson<\/p>\n<\/td>\n

\n

B<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\n
Wickham[_1]<\/a> \u306f\u3001\u8868\u306b\u8868\u793a\u3055\u308c\u308b\u5024\u306e\u57fa\u672c\u7684\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3092\u8a18\u8ff0\u3059\u308bTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/div>\n

\nTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u3067\u306f:
\n\u2014 \u5404 \u5909\u6570<\/strong> \u304c\u5217\u3092\u5f62\u6210\u3057\u307e\u3059\u3002
\n\u2014 \u5404 \u89b3\u6e2c<\/strong> \u5024\u304c\u884c\u3092\u5f62\u6210\u3057\u307e\u3059\u3002
\n\u2014 \u89b3\u6e2c<\/strong> \u306e\u7a2e\u985e\u3054\u3068\u306b\u8868\u304c\u5f62\u6210\u3055\u308c\u307e\u3059\u3002\n<\/p><\/blockquote>\n

\n— Headley Wickham
\nTidy Data Journal of Statistical Software August 2014 Volume 59 Issue 10<\/cite>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n

\u7dcf\u52d8\u5b9a\u5143\u5e33\u306e\u610f\u5473\u69cb\u9020<\/h2>\n
\n
\n

Table 5 \u306f\u3001\u7dcf\u52d8\u5b9a\u5143\u5e33\u306e\u610f\u5473\u69cb\u9020\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u968e\u5c64\u30c7\u30fc\u30bf\u69cb\u9020\u306f\u3001\u5909\u6570\u304c\u30c7\u30b8\u30bf\u30eb\u53f0\u5e33\u3067\u3069\u306e\u3088\u3046\u306b\u7de8\u6210\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002
\n\u3053\u308c\u3092 1 \u3064\u306eTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u3067\u8868\u3059\u3053\u3068\u304c\u76ee\u6a19\u3067\u3059\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
Table 5. Semantic structure of \u7dcf\u52d8\u5b9a\u5143\u5e33<\/caption>\n
ID<\/th>\nH<\/th>\n\u9805\u76ee<\/th>\n\u7e70\u8fd4<\/th>\n\u30c7\u30fc\u30bf\u578b<\/th>\n<\/tr>\n<\/thead>\n
\n

A25<\/p>\n<\/td>\n

\n

0<\/p>\n<\/td>\n

\n

\u7dcf\u52d8\u5b9a\u5143\u5e33<\/p>\n<\/td>\n

\n

0..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A25-01<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u4ed5\u8a33ID<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u8b58\u5225\u5b50<\/p>\n<\/td>\n<\/tr>\n

\n

A25-02<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u4ed5\u8a33\u756a\u53f7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A25-09<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•Header Description<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

A25-10 (A25-A26)<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u7dcf\u52d8\u5b9a\u5143\u5e33\u660e\u7d30\u884c<\/p>\n<\/td>\n

\n

1..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A26-03 (A26-A09)<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u52d8\u5b9a\u79d1\u76ee<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A26-A09-01<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u52d8\u5b9a\u79d1\u76ee\u756a\u53f7<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u8b58\u5225\u5b50<\/p>\n<\/td>\n<\/tr>\n

\n

A26-A09-02<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u52d8\u5b9a\u79d1\u76ee\u540d<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

A26-A09-05<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u52d8\u5b9a\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-A09-06<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u88dc\u52a9\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A25-A26-06<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u65e5\u4ed8<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u65e5\u4ed8<\/p>\n<\/td>\n<\/tr>\n

\n

A25-A26-08<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u4ed5\u8a33\u30bf\u30a4\u30d7\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A25-A26-07<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u660e\u7d30\u884c\u756a\u53f7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A25-A26-10<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u660e\u7d30\u884c\u6458\u8981<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

A25-A26-11<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u6e90\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A25-A26-12<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u66f8\u985e\u756a\u53f7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A25-A26-14<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u66f8\u985e\u65e5\u4ed8<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u65e5\u4ed8<\/p>\n<\/td>\n<\/tr>\n

\n

A25-A26-27<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u8cb8\u501f\u533a\u5206<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-18 (A26-A89)<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u591a\u901a\u8ca8\u91d1\u984d<\/p>\n<\/td>\n

\n

1..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A26-A89-01<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u91d1\u984d<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u91d1\u984d<\/p>\n<\/td>\n<\/tr>\n

\n

A26-A89-02<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u901a\u8ca8<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-41 (A26-A01)<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

••\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8<\/p>\n<\/td>\n

\n

1..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A26-A01-03<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u53c2\u7167\u30ec\u30d9\u30eb<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-A01-01<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-A01-02<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

A26-A01-04<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

•••\u7d44\u7e54\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

Key H: \u968e\u5c64\u30ec\u30d9\u30eb<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n

\n

\u7b2c3\u6b63\u898f\u578b\u306e\u8868<\/h2>\n
\n
\n

\u4e0a\u8a18\u306e\u610f\u5473\u69cb\u9020\u3092\u8868\u73fe\u3059\u308b\u305f\u3081\u306e\u5f93\u6765\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u591a\u304f\u306e Codd \u306e\u7b2c 3 \u6b63\u898f\u5f62\u306e\u8868\u3092\u5b9a\u7fa9\u3057\u3001\u3053\u308c\u3089\u306e\u8868\u3092\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u63a5\u7d9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002
\nTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u306f\u3001\u591a\u6570\u306e\u63a5\u7d9a\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u306a\u304f\u3001\u5358\u4e00\u306e\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002<\/p>\n<\/div>\n

\n

\u6b21\u306b\u793a\u3059\u8868 6\u3001\u8868 7\u3001\u8868 8\u3001\u8868 9\u3001\u304a\u3088\u3073\u8868 10 \u306f\u3001\u7b2c3\u6b63\u898f\u578b\u306e\u8868\u3067\u3059\u3002\u3053\u308c\u3092 1 \u3064\u306eTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u3068\u3057\u3066\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n
Table 6. \u7dcf\u52d8\u5b9a\u5143\u5e33<\/caption>\n
ID<\/th>\nH<\/th>\n\u9805\u76ee<\/th>\n\u7e70\u8fd4<\/th>\n\u30c7\u30fc\u30bf\u578b<\/th>\n<\/tr>\n<\/thead>\n
\n

A25<\/p>\n<\/td>\n

\n

0<\/p>\n<\/td>\n

\n

\u7dcf\u52d8\u5b9a\u5143\u5e33<\/p>\n<\/td>\n

\n

0..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A25-01<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u4ed5\u8a33ID<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u8b58\u5225\u5b50<\/p>\n<\/td>\n<\/tr>\n

\n

A25-02<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u4ed5\u8a33\u756a\u53f7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A25-09<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u6458\u8981<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

A25-10 (A25-A26)<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u7dcf\u52d8\u5b9a\u5143\u5e33\u660e\u7d30\u884c<\/p>\n<\/td>\n

\n

1..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

Key H: \u968e\u5c64\u30ec\u30d9\u30eb<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
Table 7. \u7dcf\u52d8\u5b9a\u5143\u5e33 Line<\/caption>\n
ID<\/th>\nH<\/th>\n\u9805\u76ee<\/th>\n\u7e70\u8fd4<\/th>\n\u30c7\u30fc\u30bf\u578b<\/th>\n<\/tr>\n<\/thead>\n
\n

A26<\/p>\n<\/td>\n

\n

0<\/p>\n<\/td>\n

\n

\u7dcf\u52d8\u5b9a\u5143\u5e33\u660e\u7d30\u884c<\/p>\n<\/td>\n

\n

0..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A26-03 (A26-A09)<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u52d8\u5b9a\u79d1\u76ee<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A26-06<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u65e5\u4ed8<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u65e5\u4ed8<\/p>\n<\/td>\n<\/tr>\n

\n

A26-08<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u4ed5\u8a33\u30bf\u30a4\u30d7\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-07<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u660e\u7d30\u884c\u756a\u53f7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-10<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u660e\u7d30\u884c\u6458\u8981<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

A26-11<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u6e90\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-12<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u66f8\u985e\u756a\u53f7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-14<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u66f8\u985e\u65e5\u4ed8<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u65e5\u4ed8<\/p>\n<\/td>\n<\/tr>\n

\n

A26-27<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u8cb8\u501f\u533a\u5206<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A26-18 (A26-A89)<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u591a\u901a\u8ca8\u91d1\u984d<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A26-41 (A26-A01)<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8<\/p>\n<\/td>\n

\n

1..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

Key H: \u968e\u5c64\u30ec\u30d9\u30eb<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n
Table 8. \u52d8\u5b9a\u79d1\u76ee<\/caption>\n
ID<\/th>\nH<\/th>\n\u9805\u76ee<\/th>\n\u7e70\u8fd4<\/th>\n\u30c7\u30fc\u30bf\u578b<\/th>\n<\/tr>\n<\/thead>\n
\n

A09<\/p>\n<\/td>\n

\n

0<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee<\/p>\n<\/td>\n

\n

0..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A09-01<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u52d8\u5b9a\u79d1\u76ee\u756a\u53f7<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u8b58\u5225\u5b50<\/p>\n<\/td>\n<\/tr>\n

\n

A09-02<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u52d8\u5b9a\u79d1\u76ee\u540d<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

A09-05<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u52d8\u5b9a\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A09-06<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u88dc\u52a9\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

Key H: \u968e\u5c64\u30ec\u30d9\u30eb<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n
Table 9. \u591a\u901a\u8ca8\u91d1\u984d<\/caption>\n
ID<\/th>\nH<\/th>\n\u9805\u76ee<\/th>\n\u7e70\u8fd4<\/th>\n\u30c7\u30fc\u30bf\u578b<\/th>\n<\/tr>\n<\/thead>\n
\n

A89<\/p>\n<\/td>\n

\n

0<\/p>\n<\/td>\n

\n

\u591a\u901a\u8ca8\u91d1\u984d<\/p>\n<\/td>\n

\n

0..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A89-01<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u91d1\u984d<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u91d1\u984d<\/p>\n<\/td>\n<\/tr>\n

\n

A89-02<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u901a\u8ca8<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

Key H: \u968e\u5c64\u30ec\u30d9\u30eb<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n
Table 10. \u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8<\/caption>\n
ID<\/th>\nH<\/th>\n\u9805\u76ee<\/th>\n\u7e70\u8fd4<\/th>\n\u30c7\u30fc\u30bf\u578b<\/th>\n<\/tr>\n<\/thead>\n
\n

A01<\/p>\n<\/td>\n

\n

0<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8<\/p>\n<\/td>\n

\n

0..n<\/p>\n<\/td>\n

\n

\u96c6\u7d04<\/strong><\/p>\n<\/td>\n<\/tr>\n

\n

A01-03<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u53c2\u7167\u30ec\u30d9\u30eb<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A01-01<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u30b3\u30fc\u30c9<\/p>\n<\/td>\n<\/tr>\n

\n

A01-02<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

1..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

A01-04<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

•\u7d44\u7e54\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

0..1<\/p>\n<\/td>\n

\n

\u6587\u5b57<\/p>\n<\/td>\n<\/tr>\n

\n

Key H: \u968e\u5c64\u30ec\u30d9\u30eb<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\n
\u4e71\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u554f\u984c\u306e\u6574\u7406\u306f\u3001Wickham[_1]<\/a> \u3067\u6b21\u306e\u3088\u3046\u306b\u8a18\u8ff0\u3057\u3066\u3044\u307e\u3059\u3002<\/div>\n

\n\u2014 \u5217\u30d8\u30c3\u30c0\u30fc\u306f\u3000\u5024<\/strong> \u3067\u3042\u308a\u3001\u5909\u6570\u540d\u3067\u306f\u306a\u3044\u3002
\n\u2014 \u8907\u6570\u306e \u5909\u6570<\/strong> \u304c 1 \u3064\u306e\u5217\u306b\u683c\u7d0d\u3055\u308c\u308b\u3002
\n\u2014 \u5909\u6570<\/strong> \u306f\u884c\u3068\u5217\u306e\u4e21\u65b9\u306b\u683c\u7d0d\u3055\u308c\u308b\u3002
\n\u2014 \u8907\u6570\u306e\u7a2e\u985e\u306e \u89b3\u6e2c<\/strong> \u304c\u540c\u3058\u8868\u306b\u683c\u7d0d\u3055\u308c\u308b\u3002
\n\u2014 1 \u3064\u306e \u89b3\u6e2c<\/strong> \u304c\u8907\u6570\u306e\u8868\u306b\u683c\u7d0d\u3055\u308c\u308b\u3002\n<\/p><\/blockquote>\n

\n— Headley Wickham
\nTidy Data Journal of Statistical Software August 2014 Volume 59 Issue 10<\/cite>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n

Tidy data<\/h2>\n
\n
\n

\u8868\u306b\u542b\u307e\u308c\u308b \u5909\u6570<\/strong> \u3068\u3057\u3066 \u96c6\u7d04<\/strong> \u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u307e\u3059\u3002
\n\u3053\u308c\u3089\u306e \u96c6\u7d04<\/strong> \u304c\u3001\u8907\u6570\u7e70\u308a\u8fd4\u3059\u3068\u6307\u5b9a\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u89b3\u6e2c<\/strong> \u3092\u5831\u544a\u3059\u308b\u305f\u3081\u306e \u5909\u6570<\/strong> \u304c\u5fc5\u8981\u3067\u3059\u3002\u7dcf\u52d8\u5b9a\u5143\u5e33\u306b\u306f\u3001\u8907\u6570\u306e\u3000\u96c6\u7d04<\/strong>\u3001\u3064\u307e\u308a\u3001\u7dcf\u52d8\u5b9a\u5143\u5e33\u3001\u7dcf\u52d8\u5b9a\u5143\u5e33\u660e\u7d30\u3001\u8907\u6570\u901a\u8ca8\u91d1\u984d\u3001\u304a\u3088\u3073\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u4f8b\u3067\u306f\u3001\u7dcf\u52d8\u5b9a\u5143\u5e33\u304c\u5358\u4e00\u306e\u901a\u8ca8\u3067\u8a18\u9332\u3055\u308c\u3066\u3044\u3066\u73fe\u5730\u901a\u8ca8\u306f\u5831\u544a\u901a\u8ca8\u3067\u3082\u3042\u308b\u306e\u3067\u3001\u591a\u901a\u8ca8\u91d1\u984d\u306e \u5909\u6570<\/strong> \u306f\u4e0d\u8981\u3067\u3059\u3002
\n\u3057\u305f\u304c\u3063\u3066\u3001\u6b21\u306e 3 \u3064\u306e \u5909\u6570<\/strong> \u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002
\n\u2014 d_A25 \u7dcf\u52d8\u5b9a\u5143\u5e33
\n\u2014 d_A26 \u7dcf\u52d8\u5b9a\u5143\u5e33\u660e\u7d30\u884c
\n\u2014 d_A01 \u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8<\/p>\n<\/div>\n

\n

\u6b21\u306e\u8868\u306f\u3001\u3053\u308c\u3089\u306e3\u3064\u306e \u5909\u6570<\/strong> \u3068\u9805\u76ee\u306b\u5bfe\u5fdc\u3059\u308b \u5909\u6570<\/strong> \u3092\u5217\u30d8\u30c3\u30c0\u30fc\u3068 \u89b3\u6e2c<\/strong> \u5024\u306e\u5217\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002 3\u4ef6\u306e\u660e\u7d30\u884c\u306b\u5bfe\u5fdc\u3057\u3066 d_A26 \u5217\u306b 1, 2, 3\u304c\u6307\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
Table 11. \u7dcf\u52d8\u5b9a\u5143\u5e33\u306e\u307b\u307cTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)<\/caption>\n
d_A25<\/th>\nd_A26<\/th>\nd_A01<\/th>\nID<\/th>\n\u9805\u76ee<\/th>\n\u5024<\/th>\n<\/tr>\n<\/thead>\n
\n

943-8-477<\/p>\n<\/td>\n

<\/td>\n<\/td>\n\n

A25-01<\/p>\n<\/td>\n

\n

\u4ed5\u8a33ID<\/p>\n<\/td>\n

\n

943-8-477<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

<\/td>\n<\/td>\n\n

A25-A26-08<\/p>\n<\/td>\n

\n

\u4ed5\u8a33\u30bf\u30a4\u30d7\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

entries<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

<\/td>\n<\/td>\n\n

A25-A26-07<\/p>\n<\/td>\n

\n

\u4ed5\u8a33\u660e\u7d30\u884c\u756a\u53f7<\/p>\n<\/td>\n

\n

8-477<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

<\/td>\n<\/td>\n\n

A25-A26-14<\/p>\n<\/td>\n

\n

\u66f8\u985e\u65e5\u4ed8<\/p>\n<\/td>\n

\n

2009-04-03<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

<\/td>\n<\/td>\n\n

A25-A26-12<\/p>\n<\/td>\n

\n

\u66f8\u985e\u756a\u53f7<\/p>\n<\/td>\n

\n

manual<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

<\/td>\n<\/td>\n\n

A25-A26-11<\/p>\n<\/td>\n

\n

\u6e90\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

gj<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

<\/td>\n<\/td>\n\n

A25-09<\/p>\n<\/td>\n

\n

\u6458\u8981<\/p>\n<\/td>\n

\n

General<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

<\/td>\n<\/td>\n\n

A25-02<\/p>\n<\/td>\n

\n

\u4ed5\u8a33\u756a\u53f7<\/p>\n<\/td>\n

\n

134<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-01<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee\u756a\u53f7<\/p>\n<\/td>\n

\n

754<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-02<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee\u540d<\/p>\n<\/td>\n

\n

\u4e8b\u52d9\u7528\u6d88\u8017\u54c1\u8cbb<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-05<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

account<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n\n

A25-A26-27<\/p>\n<\/td>\n

\n

\u8cb8\u501f\u533a\u5206<\/p>\n<\/td>\n

\n

debit<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n\n

A26-A89-01<\/p>\n<\/td>\n

\n

\u91d1\u984d<\/p>\n<\/td>\n

\n

14858<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n\n

A26-A89-02<\/p>\n<\/td>\n

\n

\u901a\u8ca8<\/p>\n<\/td>\n

\n

ISO4217:JPY<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n\n

A25-A26-06<\/p>\n<\/td>\n

\n

\u65e5\u4ed8<\/p>\n<\/td>\n

\n

2009-04-03<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-06<\/p>\n<\/td>\n

\n

\u88dc\u52a9\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

proposed<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n\n

A25-A26-10<\/p>\n<\/td>\n

\n

\u660e\u7d30\u884c\u6458\u8981<\/p>\n<\/td>\n

\n

\u7528\u7d19<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-03<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u53c2\u7167\u30ec\u30d9\u30eb<\/p>\n<\/td>\n

\n

account sub<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-01<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

10<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-02<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

\u672d\u5e4c<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-04<\/p>\n<\/td>\n

\n

\u7d44\u7e54\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

\u90e8\u9580<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-01<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee\u756a\u53f7<\/p>\n<\/td>\n

\n

191<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-02<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee\u540d<\/p>\n<\/td>\n

\n

\u4eee\u6255\u6d88\u8cbb\u7a0e\u7b49<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-05<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

account<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

<\/td>\n\n

A25-A26-27<\/p>\n<\/td>\n

\n

\u8cb8\u501f\u533a\u5206<\/p>\n<\/td>\n

\n

debit<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

<\/td>\n\n

A26-A89-01<\/p>\n<\/td>\n

\n

\u91d1\u984d<\/p>\n<\/td>\n

\n

742<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

<\/td>\n\n

A26-A89-02<\/p>\n<\/td>\n

\n

\u901a\u8ca8<\/p>\n<\/td>\n

\n

ISO4217:JPY<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

<\/td>\n\n

A25-A26-06<\/p>\n<\/td>\n

\n

\u65e5\u4ed8<\/p>\n<\/td>\n

\n

2009-04-03<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-06<\/p>\n<\/td>\n

\n

\u88dc\u52a9\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

tax<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-03<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u53c2\u7167\u30ec\u30d9\u30eb<\/p>\n<\/td>\n

\n

account sub<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-01<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

10<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-02<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

\u672d\u5e4c<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-04<\/p>\n<\/td>\n

\n

\u7d44\u7e54\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

\u90e8\u9580<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-01<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee\u756a\u53f7<\/p>\n<\/td>\n

\n

111<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-02<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee\u540d<\/p>\n<\/td>\n

\n

\u73fe\u91d1 Cash<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-05<\/p>\n<\/td>\n

\n

\u52d8\u5b9a\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

account<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n\n

A25-A26-27<\/p>\n<\/td>\n

\n

\u8cb8\u501f\u533a\u5206<\/p>\n<\/td>\n

\n

credit<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n\n

A26-A89-01<\/p>\n<\/td>\n

\n

\u91d1\u984d<\/p>\n<\/td>\n

\n

15600<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n\n

A26-A89-02<\/p>\n<\/td>\n

\n

\u901a\u8ca8<\/p>\n<\/td>\n

\n

ISO4217:JPY<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n\n

A25-A26-06<\/p>\n<\/td>\n

\n

\u65e5\u4ed8<\/p>\n<\/td>\n

\n

2009-04-03<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n\n

A26-A09-06<\/p>\n<\/td>\n

\n

\u88dc\u52a9\u79d1\u76ee\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

proposed<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n\n

A25-A26-10<\/p>\n<\/td>\n

\n

\u660e\u7d30\u884c\u6458\u8981<\/p>\n<\/td>\n

\n

\u7528\u7d19<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-03<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u53c2\u7167\u30ec\u30d9\u30eb<\/p>\n<\/td>\n

\n

account sub<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-01<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30b3\u30fc\u30c9<\/p>\n<\/td>\n

\n

0<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-02<\/p>\n<\/td>\n

\n

\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

\u5171\u901a\u90e8\u9580<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

A26-A01-04<\/p>\n<\/td>\n

\n

\u7d44\u7e54\u30bf\u30a4\u30d7<\/p>\n<\/td>\n

\n

\u90e8\u9580<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\n

\u8868 11 \u306f\u307b\u3068\u3093\u3069\u6574\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u89b3\u6e2c<\/strong> \u5024\u306b\u306f\u7570\u306a\u308b\u30c7\u30fc\u30bf\u578b\u306e\u5024\u304c\u6df7\u5728\u3057\u3066\u3044\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u578b\u304c\u7570\u306a\u308b\u5217\uff08\u8981\u7d20\uff09\u306e \u89b3\u6e2c<\/strong> \u5024\u3067\u3059\u3002 Tidy \u30c7\u30fc\u30bf\u306f\u3001\u5909\u6570<\/strong> \u306e\u5217\u6570\u3092\u5236\u9650\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u5404\u8981\u7d20\u306e\u5909\u6570\u306b\u5bfe\u5fdc\u3059\u308b\u8ffd\u52a0\u306e\u5217\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308bTable 12\u304c Tidy data<\/strong> (\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u3067\u3059\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n\n
Table 12. \u7dcf\u52d8\u5b9a\u5143\u5e33\u306eTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)<\/caption>\n
d_A25
\n\u7dcf\u52d8\u5b9a\u5143\u5e33<\/th>\n		d_A26
\n\u7dcf\u52d8\u5b9a\u5143\u5e33\u660e\u7d30\u884c<\/th>\n		d_A01
\n\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8<\/th>\n		A25-01
\n\u4ed5\u8a33ID<\/th>\n		A25-A26-08
\n\u30bf\u30a4\u30d7\u30b3\u30fc\u30c9<\/th>\n		A25-A26-07
\n\u4ed5\u8a33\u660e\u7d30\u884c\u756a\u53f7<\/th>\n		A25-A26-14
\n\u65e5\u4ed8<\/th>\n		A25-A26-12
\n\u5165\u529b\u5143<\/th>\n		A25-A26-11
\n\u60c5\u5831\u6e90\u30b3\u30fc\u30c9<\/th>\n		A25-09
\n\u6458\u8981<\/th>\n		A25-02
\n\u4ed5\u8a33\u756a\u53f7<\/th>\n		A26-A09-01
\n\u52d8\u5b9a\u79d1\u76ee\u756a\u53f7<\/th>\n		A26-A09-02
\n\u52d8\u5b9a\u79d1\u76ee\u540d<\/th>\n		A26-A09-05
\n\u52d8\u5b9a\u79d1\u76ee\u30bf\u30a4\u30d7<\/th>\n		A25-A26-27
\n\u8cb8\u501f\u533a\u5206<\/th>\n		A26-A89-01
\n\u91d1\u984d<\/th>\n		A26-A89-02
\n\u901a\u8ca8<\/th>\n		A25-A26-06
\n\u65e5\u4ed8<\/th>\n		A26-A09-06
\n\u88dc\u52a9\u79d1\u76ee\u30bf\u30a4\u30d7<\/th>\n		A25-A26-10
\n\u660e\u7d30\u884c\u6458\u8981<\/th>\n		A26-A01-03
\n\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u53c2\u7167\u30ec\u30d9\u30eb<\/th>\n		A26-A01-01
\n\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30b3\u30fc\u30c9<\/th>\n		A26-A01-02
\n\u30d3\u30b8\u30cd\u30b9\u30bb\u30b0\u30e1\u30f3\u30c8\u30bf\u30a4\u30d7<\/th>\n		A26-A01-04
\n\u7d44\u7e54\u30bf\u30a4\u30d7<\/th>\n<\/tr>\n<\/thead>\n
\n

943-8-477<\/p>\n<\/td>\n

<\/td>\n<\/td>\n\n

943-8-477<\/p>\n<\/td>\n

\n

entries<\/p>\n<\/td>\n

\n

8-477<\/p>\n<\/td>\n

\n

2009-04-03<\/p>\n<\/td>\n

\n

manual<\/p>\n<\/td>\n

\n

gj<\/p>\n<\/td>\n

\n

General<\/p>\n<\/td>\n

\n

134<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n\n

754<\/p>\n<\/td>\n

\n

\u4e8b\u52d9\u7528\u6d88\u8017\u54c1\u8cbb<\/p>\n<\/td>\n

\n

account<\/p>\n<\/td>\n

\n

debit<\/p>\n<\/td>\n

\n

14858<\/p>\n<\/td>\n

\n

JPY<\/p>\n<\/td>\n

\n

2009-04-03<\/p>\n<\/td>\n

\n

proposed<\/p>\n<\/td>\n

\n

\u7528\u7d19<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
\n

943-8-477<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n\n

account sub<\/p>\n<\/td>\n

\n

10<\/p>\n<\/td>\n

\n

\u672d\u5e4c<\/p>\n<\/td>\n

\n

\u90e8\u9580<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n\n

191<\/p>\n<\/td>\n

\n

\u4eee\u6255\u6d88\u8cbb\u7a0e\u7b49<\/p>\n<\/td>\n

\n

account<\/p>\n<\/td>\n

\n

debit<\/p>\n<\/td>\n

\n

742<\/p>\n<\/td>\n

\n

JPY<\/p>\n<\/td>\n

\n

2009-04-03<\/p>\n<\/td>\n

\n

tax<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
\n

943-8-477<\/p>\n<\/td>\n

\n

2<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n\n

account sub<\/p>\n<\/td>\n

\n

10<\/p>\n<\/td>\n

\n

\u672d\u5e4c<\/p>\n<\/td>\n

\n

\u90e8\u9580<\/p>\n<\/td>\n<\/tr>\n

\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n\n

111<\/p>\n<\/td>\n

\n

\u73fe\u91d1<\/p>\n<\/td>\n

\n

account<\/p>\n<\/td>\n

\n

credit<\/p>\n<\/td>\n

\n

15600<\/p>\n<\/td>\n

\n

JPY<\/p>\n<\/td>\n

\n

2009-04-03<\/p>\n<\/td>\n

\n

proposed<\/p>\n<\/td>\n

\n

\u7528\u7d19<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
\n

943-8-477<\/p>\n<\/td>\n

\n

3<\/p>\n<\/td>\n

\n

1<\/p>\n<\/td>\n

<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n\n

account sub<\/p>\n<\/td>\n

\n

0<\/p>\n<\/td>\n

\n

\u5171\u901a\u90e8\u9580<\/p>\n<\/td>\n

\n

\u90e8\u9580<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n

\n

xBRL taxonomy and xBRL-CSV<\/h2>\n
\n
\n

xBRL taxonomy<\/h3>\n
\n
XBRL US[_3]<\/a> descrives requirements for data in 1.3.1 XBRL Provides a Platform to Give Data Meaning<\/div>\n

\n\u56f3 1 \u306e\u5de6\u5074\u306b\u306f\u3001\u5358\u7d14\u306a\u6570\u5024\u30c7\u30fc\u30bf\u300c1234\u300d\u304c\u3042\u308b\u3002 \u305d\u306e\u30c7\u30fc\u30bf\u306f\u3001\u53d7\u4fe1\u8005\u304c\u305d\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u76ee\u7684\u3092\u65e2\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u5834\u5408\u306b\u306e\u307f\u3001\u53d7\u4fe1\u8005\u306b\u60c5\u5831\u3092\u4e2d\u7d99\u3067\u304d\u308b\u3002 \u3053\u3053\u3067\u306f\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u30d5\u30a1\u30af\u30c8\u3068\u547c\u3076\u3002 \u7cbe\u5ea6\u3001\u5831\u544a\u5358\u4f4d\uff08\u5c3a\u5ea6\uff09\u3001\u5358\u4f4d\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u540c\u69d8\u306e\u60c5\u5831\u306e\u5c64\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3067\u3001\u30d5\u30a1\u30af\u30c8\u306b\u610f\u5473\u3092\u8ffd\u52a0\u3067\u304d\u308b\u3002 \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u306f\u3001\u6642\u9593\u3084\u5834\u6240\u306a\u3069\u306e\u60c5\u5831\u3092\u542b\u3080\u5225\u306e\u5c64\u3092\u4ecb\u3057\u3066\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3002
\n\u4e8b\u5b9f\u306f\u6982\u5ff5\u60c5\u5831\u3068\u3057\u3066\u8b58\u5225\u3067\u304d\u308b\u3002 \u30c7\u30fc\u30bf\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u6a19\u6e96\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u8981\u7d20\u306b\u5fdc\u3058\u3066\u3001\u3053\u306e\u6982\u5ff5\u60c5\u5831\u306f\u975e\u5e38\u306b\u8a73\u7d30\u3067\u3042\u308a\u3001\u8c4a\u5bcc\u306a\u8ffd\u52a0\u306e\u610f\u5473\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u304c\u3042\u308b\u3002 \u524d\u8ff0\u306e\u3088\u3046\u306b\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u6a19\u6e96\u306f\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u89e3\u91c8\u3059\u308b\u305f\u3081\u306e\u6709\u7528\u3055\u308c\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u65b9\u6cd5\u3092\u63d0\u4f9b\u3059\u308b\u610f\u5473\u306e\u3042\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u5c64\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u3053\u306e\u65b9\u6cd5\u3067\u30c7\u30fc\u30bf\u3092\u8868\u3059\u5b9a\u7fa9\u6e08\u307f\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u63d0\u4f9b\u3059\u308b\u3002 XBRL \u306f\u305d\u306e\u3088\u3046\u306a\u6a19\u6e96\u306e 1 \u3064\u3067\u3042\u308b\u3002\n<\/p><\/blockquote>\n

\n— XBRL US
\nXBRL Taxonomy Development Handbook A Guide for XBRL Taxonomy<\/cite>\n<\/div>\n<\/div>\n
\n
\n\"thd\n<\/div>\n
Figure 1. Possible types of information that could accompany a simple numeric data point<\/div>\n<\/div>\n
\n
XBRL US[_3]<\/a> descrives data and semantic or contextual information of fact in 2.2.2 The Fact (An Intersection of Dimensions and Data)<\/div>\n

\nXBRL \u3067\u306f\u3001fact<\/strong> \u306f\u3001XBRL \u306e dimension<\/strong> \u3068 data point<\/strong> \u306e\u7d44\u307f\u5408\u308f\u305b\u4e00\u610f\u306b\u5b9a\u7fa9\u3055\u308c\u308b\u3002 \u56f3 2 \u306f\u3001fact<\/strong> \u306e\u57fa\u672c\u69cb\u9020\u3092\u793a\u3059\u3002 \u6570\u5b57\u3084\u540d\u524d\u3001\u77ed\u3044\u6587\u66f8\u306a\u3069\u306e\u4efb\u610f\u306e\u60c5\u5831\u306b\u306f\u305d\u308c\u81ea\u4f53\u306b\u610f\u5473\u60c5\u5831\u3084\u6587\u8108\u60c5\u5831\u306f\u306a\u3044\u3002 \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u306a\u60c5\u5831\u3092\u8ffd\u52a0\u3059\u308b XBRL dimension<\/strong> \u304c\u305d\u306e data point<\/strong> \u3068\u4ea4\u5dee\u3059\u308b\u3068\u3001XBRL fact<\/strong> \u306b\u306a\u308b\u3002
\n.A data point versus an XBRL fact
\nimage::https:\/\/xbrlus.github.io\/docs\/images\/thd_v10_007.jpg[]\n<\/p><\/blockquote>\n

\n— XBRL US
\nXBRL Taxonomy Development Handbook A Guide for XBRL Taxonomy<\/cite>\n<\/div>\n<\/div>\n
\n

Table 13 shows the relationship between Tidy data terms and xBRL terms.
\n.Relation among Tidy data and xBRL<\/p>\n<\/div>\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n
Tidy data<\/th>\nxBRL<\/th>\n<\/tr>\n<\/thead>\n
\n

value<\/p>\n<\/td>\n

\n

fact<\/p>\n<\/td>\n<\/tr>\n

\n

variable<\/p>\n<\/td>\n

\n

dimension<\/p>\n<\/td>\n<\/tr>\n

\n

observation<\/p>\n<\/td>\n

\n

data point<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\n
XBRL US[_3]<\/a> describes how to specify facts using dimensions<\/div>\n

\n\u6982\u5ff5\u306f\u3001\u56f3 3 \u306e\u8cbb\u76ee (\u98df\u8cbb\u3001\u5bb6\u8cc3\u3001\u5149\u71b1\u8cbb\u306a\u3069) \u306b\u306a\u308b\u3002 \u671f\u9593\u306f\u5217 (1 \u6708\u30012 \u6708\u306a\u3069) \u3067\u8868\u3055\u308c\u308b\u3002 \u3053\u3053\u3067\u3082\u3001\u6982\u5ff5\u306e\u6b21\u5143\u3068\u671f\u9593\u306e\u6b21\u5143\u304c\u4ea4\u5dee\u3059\u308b\u5404\u7b87\u6240\u304cfact(\u4e8b\u5b9f) (\u3053\u306e\u5834\u5408\u3001\u30bb\u30eb\u306e\u91d1\u984d) \u3067\u3042\u308a\u3001\u8cbb\u76ee\u6982\u5ff5\u3068\u671f\u9593\u306a\u3069\u306e\u4ed6\u306e\u6b21\u5143\u306b\u3088\u3063\u3066\u63d0\u4f9b\u3055\u308c\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u7d44\u307f\u5408\u308f\u305b\u3066 XBRL\u306e\u4e8b\u5b9f\u306e\u6b21\u5143\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u308b\u3002\n<\/p><\/blockquote>\n

\n— XBRL US
\nXBRL Taxonomy Development Handbook A Guide for XBRL Taxonomy<\/cite>\n<\/div>\n<\/div>\n
\n
\n\"thd\n<\/div>\n
Figure 2. Multiple concepts and XBRL dimensions intersecting to form multiple facts<\/div>\n<\/div>\n<\/div>\n
\n

xBRL-CSV<\/h3>\n
\n

xBRL-CSV[_2]<\/a>\u306f\u3053\u306e\u5f62\u5f0f\u306eTidy data(\u6574\u9813\u3055\u308c\u305f\u30c7\u30fc\u30bf)\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n

\n
\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf <\/a><\/div>\n

PCA\u4f1a\u8a08\uff19V.2\u306e\u4ed5\u8a33\u30c7\u30fc\u30bf\u3092XBRL-GL (XBRL 2.0a) \u306b\u5909\u63db\u3057\u3066\u51fa\u529b\u3057\u305f\u3082\u306e\u3067\u3001\u67b6\u7a7a\u306e\u4f01\u696d\u306e\uff11\u5e74\u9593\u306e\u8a18\u5e33\u30c7\u30fc\u30bf\uff082829\u4ef6 31MB\uff09
\n\u4f8b xbrlgl\/instances\/0001-20091231-145-2109-1-4679.xml<\/a>
\nXBRL-GL\u306e\u8a18\u4e8b\u30da\u30fc\u30b8\u306f\u3001 \u3053\u3061\u3089<\/a> \u3067\u3059\u3002<\/p>\n<\/div>\n

\n
Arelle saveLoadableOIM\u3067\u5909\u63db (Table 11)<\/div>\n

xBRL-CSV\u30c7\u30fc\u30bf adc-instances2-facts.csv<\/a> (18MB)
\nxBRL-CSV\u5b9a\u7fa9 adc-instances2-metadata.json<\/a> (1.1KB)<\/p>\n<\/div>\n

\n
Tidy Data\u5909\u63db (Table 12) -\u8a66\u4f5c-<\/div>\n

xBRL-CSV\u30c7\u30fc\u30bf adc-instances.csv<\/a> (2.4MB) 1\/12\u4ee5\u4e0a\u5bb9\u91cf\u524a\u6e1b<\/strong>
\nxBRL-CSV\u5b9a\u7fa9 adc-instances.json<\/a> (4.6KB)<\/p>\n<\/div>\n

\n
xBRL\u30bf\u30af\u30bd\u30ce\u30df\u306f\u4e0a\u8a18\u306e\u3044\u3065\u308c\u3082\u540c\u3058<\/div>\n

Schema core.xsd<\/a>
\nDefinition Linkbase core-def.xml<\/a>
\nPresentation Linkbase core-pre.xml<\/a>
\nLabel Linkbase core-label-en.xml<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n

\n

\u53c2\u8003\u8cc7\u6599<\/h2>\n
\n
\n

[1] <\/a> Tidy Data, Journal of Statistical Software, August 2014, Volume 59, Issue 10, Headley Wickham
\nhttps:\/\/www.jstatsoft.org\/article\/view\/v059i10<\/a>
\n[2] <\/a> xBRL-CSV: CSV representation of XBRL data 1.0, Recommendation 13 October 2021
\nhttps:\/\/www.xbrl.org\/Specification\/xbrl-csv\/REC-2021-10-13\/xbrl-csv-REC-2021-10-13.html<\/a>
\n[3] <\/a> XBRL Taxonomy Development Handbook A Guide for XBRL Taxonomy, Developers First Edition (July 2020), XBRL US
\nhttps:\/\/xbrlus.github.io\/docs\/tdh.html#a_Toc45794887<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n

\n
\nLast updated 2022-08-08 12:02:55 +0900\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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