{"id":2775,"date":"2021-12-15T20:05:53","date_gmt":"2021-12-15T11:05:53","guid":{"rendered":"https:\/\/gri.jp\/media\/?p=2775"},"modified":"2021-12-15T22:06:12","modified_gmt":"2021-12-15T13:06:12","slug":"matillion%e3%81%aepython%e3%82%b3%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%8d%e3%83%b3%e3%83%88%e3%81%a7%e6%8b%a1%e5%bc%b5%e6%80%a7%e3%81%ae%e9%ab%98%e3%81%84%e3%82%af%e3%82%a8%e3%83%aa%e3%82%92%e6%9f%94","status":"publish","type":"post","link":"https:\/\/gri.jp\/media\/entry\/2775","title":{"rendered":"Matillion\u306epython\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u30af\u30a8\u30ea\u3092\u67d4\u8edf\u306b\u767a\u884c\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p>\u3053\u3061\u3089\u306e\u8a18\u4e8b\u306e\u5f8c\u7d9a\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>https:\/\/gri.jp\/media\/entry\/2751<\/p>\n<p>\u3068\u306f\u3044\u3048\u3001\u5225\u306b\u8aad\u3093\u3067\u306a\u3044\u3068\u5206\u304b\u3089\u306a\u3044\u3001\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u53c2\u7167\u3044\u305f\u3060\u3051\u305f\u3089\u3068\u3044\u3063\u305f\u611f\u3058\u3067\u3059\u3002\u305d\u3082\u305d\u3082\u306e\u3084\u308a\u305f\u3044\u3053\u3068\u306f\u672c\u8a18\u4e8b\u3001\u305d\u306e\u524d\u6e96\u5099\u3068\u3057\u3066\u524d\u56de\u306e\u8a18\u4e8b\u304c\u3042\u308b\u3001\u3068\u3044\u3063\u305f\u4f4d\u7f6e\u4ed8\u3051\u3092\u30a4\u30e1\u30fc\u30b8\u3057\u3066\u3044\u305f\u3060\u3051\u308c\u3070\u3002<\/p>\n<p>\u76ee\u6b21\u3068\u3057\u3066\u306f\u3053\u3093\u306a\u611f\u3058\u3067\u3059\u3001\u3055\u3063\u3055\u3068\u3084\u308a\u304b\u305f\u3092\u77e5\u308a\u305f\u3044\u65b9\u306f\u4e00\u756a\u4e0b\u306e\u300c\u3069\u3046\u3084\u3063\u3066\u3084\u308b\u304b\u300d\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u305d\u308c\u3067\u306f\u53c2\u308a\u307e\u3057\u3087\u3046<\/p>\n<div id=\"rtoc-mokuji-wrapper\" class=\"rtoc-mokuji-content frame1 animation-fade rtoc_open noto-sans\" data-id=\"2775\">\n<div id=\"rtoc-mokuji-title\" class=\"rtoc_left\"><button class=\"rtoc_open_close rtoc_open\"><\/button><span>\u76ee\u6b21<\/span><\/div>\n<ul class=\"rtoc-mokuji mokuji_none level-1\">\n<li class=\"rtoc-item\"><a href=\"#rtoc-1\"><strong>\u4f55\u3092\uff08\u306a\u305c\uff09\u3084\u308a\u305f\u3044\u304b<\/strong><\/a><\/li>\n<li class=\"rtoc-item\"><a href=\"#rtoc-2\"><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7528\u610f<\/strong><\/a><\/li>\n<li class=\"rtoc-item\"><a href=\"#rtoc-3\"><strong>\u3069\u3046\u3084\u3063\u3066\u3084\u308b\u304b<\/strong><\/a><\/li>\n<\/ul>\n<\/div>\n<p>&nbsp;<\/p>\n<h2 id=\"rtoc-1\" ><strong>\u4f55\u3092\uff08\u306a\u305c\uff09\u3084\u308a\u305f\u3044\u304b<\/strong><\/h2>\n<p>\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3\u3054\u3068\u306e\u5168\u30e1\u30b8\u30e3\u30fc\u306e\u5e73\u5747\u3092\u51fa\u3057\u305f\u3044\u3068\u3044\u3046\u3053\u3068\u3001\u3042\u308b\u3068\u601d\u3044\u307e\u3059\uff08\u4f1d\u308f\u308c\uff09\u3002\u4f8b\u3048\u3070EC\u30b5\u30a4\u30c8\u3067\u3044\u3046\u3068\u3001\u6027\u5225\u3084\u5e74\u4ee3\u5c64\u3068\u3044\u3063\u305f\u30e6\u30fc\u30b6\u30fc\u5c5e\u6027\u3054\u3068\u306e\u3001\u8cfc\u8cb7\u6570\u30fb\u8cfc\u8cb7\u91d1\u984d\u30fbetc.\u306e\u5e73\u5747\u3092\u8a08\u7b97\u3057\u305f\u3044\u3068\u3044\u3063\u305f\u3088\u3046\u306a\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3060\u3051\u3067\u3042\u308c\u3070\u300c\u5225\u306b\u666e\u901a\u306b\u3084\u308c\u3088\u300d\u3068\u3044\u3063\u305f\u611f\u3058\u306a\u3093\u3067\u3059\u304c\u3001Matillion\u306e\u30d5\u30ed\u30fc\u306b\u7d44\u307f\u8fbc\u3080\u969b\u306b\u306f\u82e5\u5e72\u8003\u3048\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u3069\u3046\u3044\u3063\u305f\u30b1\u30fc\u30b9\u304b\u3068\u3044\u3046\u3068\u3001\u4f8b\u3048\u3070\u3001\u9577\u3081\u306e\u30d5\u30ed\u30fc\u306e\u6700\u521d\u306e\u65b9\u3067\u3053\u306e\u30e1\u30b8\u30e3\u30fc\u306e\u5e73\u5747\u3092\u8a08\u7b97\u3001\u3055\u3089\u306b\u305d\u306e\u8a08\u7b97\u5f8c\u306e\u30ab\u30e9\u30e0\u3092\u5f8c\u306e\u30d5\u30ed\u30fc\u3067\u660e\u793a\u7684\u306b\u64cd\u4f5c\u3057\u3066\u3044\u308b\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u3059\u3002<br \/>\n\u3053\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u3001\u300cWeb\u30b5\u30a4\u30c8\u3067\u306e\u884c\u52d5\u60c5\u5831\u3082\u8ffd\u52a0\u3057\u3088\u300d\u3068\u306a\u3063\u305f\u5834\u5408\u3001\u5f8c\u7d9a\u30d5\u30ed\u30fc\u306e\u3069\u3053\u3092\u66f8\u304d\u63db\u3048\u3066\u3044\u3044\u306e\u304b\u3071\u3063\u3068\u898b\u3067\u308f\u304b\u3089\u305a\u3001\u4e00\u3064\u4e00\u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3066\u3044\u304f\u4f5c\u696d\u304c\u767a\u751f\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u3053\u3068\u3092\u3057\u3066\u3044\u308b\u3068\u3001\u6642\u9593\u3082\u304b\u304b\u308b\u4e0a\u306b\u30df\u30b9\u3082\u8d77\u3053\u308a\u3084\u3059\u3044\u3002\u8ffd\u52a0\u3057\u305f\u30e1\u30b8\u30e3\u30fc\u306e\u5e73\u5747\u91cf\u304c\u6700\u7d42\u51fa\u529b\u5148\u30c6\u30fc\u30d6\u30eb\u306b\u51fa\u529b\u3055\u308c\u3066\u306a\u3044\u3058\u3083\u3093\u3001\u3068\u3044\u3063\u305f\u3053\u3068\u304c\u3056\u3089\u306b\u8d77\u3053\u308a\u5f97\u307e\u3059\u3002\u3001\u3001\u3001\u975e\u5e38\u306b\u3064\u3089\u3044\u3067\u3059\uff08\u4f53\u9a13\u8ac7\uff09<\/p>\n<p>\u4e0a\u3067\u8ff0\u3079\u305f\u306e\u306f\u4e00\u4f8b\u3067\u306f\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u4e00\u822c\u7684\u306b\u3053\u306e\u3088\u3046\u306a\u8ffd\u52a0\u30fb\u5909\u66f4\u306b\u5bfe\u3057\u3066\u3001\u4fee\u6b63\u70b9\u304c\u308f\u304b\u308a\u3084\u3059\u3044\u304b\u3064\u6700\u5c0f\u3067\u6e08\u3080\u3001\u3044\u308f\u3086\u308b\u62e1\u5f35\u6027\u304c\u9ad8\u3044\u3053\u3068\u306f\u3042\u3089\u3086\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u8d85\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u305d\u3046\u3067\u306a\u3044\u3068\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6027\u80fd\u304c\u5287\u7684\u306b\u4e0b\u304c\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30a2\u30c9\u30db\u30c3\u30af\u306a\u5206\u6790\u3092\u3057\u3066\u3044\u308b\u6642\u3067\u3055\u3048\u3082\u3001\u3044\u3061\u3044\u3061\u4fee\u6b63\u304c\u9b3c\u306e\u3088\u3046\u306b\u767a\u751f\u3057\u3066\u30df\u30b9\u3082\u591a\u3044\u3057\u5168\u7136\u9032\u307e\u306a\u3044\u3068\u3044\u3063\u305f\u3053\u3068\u304c\u307e\u307e\u3042\u308a\u307e\u3059\u3002\u3001\u3001\u3001\u975e\u5e38\u306b\u3064\u3089\u3044\u3067\u3059\uff08\u4f53\u9a13\u8ac7\uff12\uff09<\/p>\n<p>\u305d\u3053\u3067\u4eca\u56de\u306f\u3001\u305d\u306e\u62e1\u5f35\u6027\u3092\u9ad8\u3081\u308b\u4e00\u3064\u306e\u3084\u308a\u65b9\u3068\u3057\u3066\u3001\u4e0a\u8a18\u306e\u3088\u3046\u306a\u300c\u7279\u5b9a\u30c6\u30fc\u30d6\u30eb\u306e\u5168\u30e1\u30b8\u30e3\u30fc\u306e\u5e73\u5747\u3092\u51fa\u3057\u305f\u3044\u300d\u3068\u3044\u3063\u305f\u3068\u304d\u306b\u3001Matillion\u4e0a\u306epython\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304b\u3089\u30af\u30a8\u30ea\u3092\u767a\u884c\u3059\u308b\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"rtoc-2\" ><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7528\u610f<\/strong><\/h2>\n<p>\u307e\u305a\u306f\u4e0a\u8ff0\u306e\u30b1\u30fc\u30b9\u3092\u518d\u73fe\u3059\u308b\u305f\u3081\u306e\u7c21\u5358\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br \/>\n\u5143\u30c7\u30fc\u30bf\u3068\u3057\u3066<a href=\"https:\/\/support.google.com\/analytics\/answer\/7586738\" target=\"_blank\" rel=\"noopener\">BigQuery\u7528\u306eGoogleAnalytics\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>\u3092\u5229\u7528\u3057\u3001<a href=\"https:\/\/support.google.com\/analytics\/answer\/4419694\" target=\"_blank\" rel=\"noopener\">\u3053\u3061\u3089\u306e\u30d8\u30eb\u30d7\u30da\u30fc\u30b8<\/a>\u3092\u53c2\u8003\u306b\u3057\u3064\u3064\u3001\u65e5\u6b21\u3067\u30bb\u30c3\u30b7\u30e7\u30f3\u30fbPV\u30fb\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306e\u5408\u8a08\u6570\u3092\u8a08\u7b97\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br \/>\n\u5f8c\u307b\u3069\u4f7f\u3046\u305f\u3081\u3001\u6708\u3092\u8868\u3059\u30ab\u30e9\u30e0\uff08year_month\uff09\u3092\u8ffd\u52a0\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<br \/>\n\u51fa\u6765\u4e0a\u304c\u3063\u305f\u30af\u30a8\u30ea\u306f\u3053\u3061\u3089\u2193<\/p>\n<pre>SELECT \r\n\u00a0 date, \r\n\u00a0 LEFT(date, 6) AS year_month, \r\n\u00a0 SUM(totals.visits) AS visits, \r\n\u00a0 SUM(totals.pageviews) AS pageviews, \r\n\u00a0 SUM(totals.transactions) AS transactions, \r\n\u00a0 --SUM(totals.transactionRevenue)\/1000000 AS revenue \r\nFROM `bigquery-public-data.google_analytics_sample.ga_sessions_*` \r\nWHERE _TABLE_SUFFIX BETWEEN '20160801' AND '20170731' \r\nGROUP BY date ORDER BY date ASC<\/pre>\n<p>\u7d50\u679c\u306f\u3053\u3093\u306a\u611f\u3058\u2193<\/p>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-2784\" src=\"https:\/\/gri.jp\/media\/wp\/wp-content\/uploads\/2021\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2021-12-05-10.26.30-300x220.png\" alt=\"\" width=\"300\" height=\"220\" \/>\n<p>visits\u304c\u30bb\u30c3\u30b7\u30e7\u30f3\u6570\u3001pageviews\u304cPV\u6570\u3001transactions\u304c\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u6570\u3092\u8868\u3057\u307e\u3059\u3002<br \/>\n\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u3001\u6708\u3054\u3068\u306e\u5168\u30e1\u30b8\u30e3\u30fc\u306e\u5e73\u5747\u91cf\u3092\u8a08\u7b97\u3059\u308b\u30af\u30a8\u30ea\u3092\u3001python\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304b\u3089\u5b9f\u884c\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"rtoc-3\" ><strong>\u3069\u3046\u3084\u3063\u3066\u3084\u308b\u304b<\/strong><\/h2>\n<p>\u624b\u3063\u53d6\u308a\u65e9\u304f\u3001\u307e\u305a\u306f\u5b9f\u969b\u306e\u30b3\u30fc\u30c9\u3092\u304a\u898b\u305b\u3044\u305f\u3057\u307e\u3057\u3087\u3046<br \/>\npython\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u30bb\u30c3\u30c8\u3057\u3066\u2193<\/p>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-2785\" src=\"https:\/\/gri.jp\/media\/wp\/wp-content\/uploads\/2021\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2021-12-05-11.02.57-300x142.png\" alt=\"\" width=\"300\" height=\"142\" \/>\n<p>\u4e2d\u8eab\u306f\u3053\u3093\u306a\u611f\u3058\u2193<\/p>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-2786\" src=\"https:\/\/gri.jp\/media\/wp\/wp-content\/uploads\/2021\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2021-12-05-11.06.32-300x214.png\" alt=\"\" width=\"300\" height=\"214\" \/>\n<p>\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u2193<\/p>\n<pre class=\"language-python\"><code>import google.cloud.storage\r\nfrom google.cloud import bigquery\r\n\r\nclient = bigquery.Client()\r\ntable_info = client.get_table(f'{MY_PROJECT}.{MY_DATASET_ID}.{INPUT_TABLE}')\r\n\r\n# 1. \u96c6\u8a08\u5bfe\u8c61\u3068\u306a\u308b\u6570\u5024\u578b\u306e\u30ab\u30e9\u30e0\u306e\u307f\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\r\nlist_columns=[]\r\nfor schema in table_info.schema:\r\n    if schema._properties['type'] == 'INTEGER' or schema._properties['type'] == 'FLOAT':\r\n        list_columns.append(schema._properties['name'])\r\n\r\n# 2. \u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3057\u305f\u30ab\u30e9\u30e0\u306b\u3064\u3044\u3066\u5e73\u5747\u3092\u8a08\u7b97\u3059\u308b\u30af\u30a8\u30ea\u6587\u3092\u4f5c\u6210\r\navg_queries=[]\r\nfor column in list_columns:\r\n    avg_queries.append(f'AVG(IFNULL({column}, 0)) AS avg_{column}')\r\n\r\n# 3. \u5e74\u6708\uff08year_month\uff09\u3054\u3068\u306b\u30e1\u30b8\u30e3\u30fc\u306e\u5e73\u5747\u3092\u8a08\u7b97\u3057\u3066\u3001\u5225\u30c6\u30fc\u30d6\u30eb\u306b\u683c\u7d0d\u3059\u308b\u30af\u30a8\u30ea\u306e\u767a\u884c\r\nquery = '''\r\nCREATE OR REPLACE TABLE `{project}.{dataset_id}.{output_table}` AS (\r\n  SELECT \r\n    year_month,\r\n    {avg_query}\r\n  FROM `{project}.{dataset_id}.{input_table}`\r\n  GROUP BY year_month ORDER BY year_month ASC\r\n)'''.format(\r\n  project = MY_PROJECT,\r\n  dataset_id=MY_DATASET_ID, \r\n  input_table=INPUT_TABLE,\r\n  output_table=OUTPUT_TABLE,\r\n  avg_query=',\\n'.join(avg_queries)\r\n)\r\n\r\n# 4. \u30af\u30a8\u30ea\u306e\u5b9f\u884c\r\nquery_job = client.query(query)\r\nquery_job.result()<\/code><\/pre>\n<p>\u3084\u3063\u3066\u3044\u308b\u3053\u3068\u306f\u5358\u7d14\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6d41\u308c\u3067\u3059\u3002<\/p>\n<p>\uff08\uff11\uff09<a href=\"https:\/\/gri.jp\/media\/entry\/2751\">\u3053\u3061\u3089\u306e\u8a18\u4e8b<\/a>\u3067\u3084\u3063\u305f\u3088\u3046\u306b\u3001\u307e\u305a\u306f\u30c6\u30fc\u30d6\u30eb\u304b\u3089\u6570\u5024\u578b\u306e\u30ab\u30e9\u30e0\u3060\u3051\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7<br \/>\n\uff08\uff12\uff09\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3057\u305f\u30ab\u30e9\u30e0\u306b\u5bfe\u3057\u3066\u30eb\u30fc\u30d7\u3092\u56de\u3057\u3001\u5e73\u5747\u3092\u8a08\u7b97\u3059\u308b\u30af\u30a8\u30ea\u6587\u3092\u4f5c\u6210\u3001\u305d\u308c\u3092avg_queries\u306b\u9806\u6b21\u8ffd\u52a0\u3057\u3066\u3044\u304f<br \/>\n\uff08\uff13\uff09\u5e74\u6708\uff08year_month\uff09\u3054\u3068\u306b\u30e1\u30b8\u30e3\u30fc\u306e\u5e73\u5747\u3092\u8a08\u7b97\u3057\u3066\u3001\u5225\u30c6\u30fc\u30d6\u30eb\u306b\u683c\u7d0d\u3059\u308b\u30af\u30a8\u30ea\u3092\u767a\u884c\u3002\u305d\u306e\u4e2d\u3067\uff08\uff12\uff09\u3067\u7528\u610f\u3057\u305favg_queries\u3092avg_query=&#8217;,\\n&#8217;.join(avg_queries)\u306e\u3088\u3046\u306b\u30d0\u30e9\u3057\u3066\u5165\u308c\u308b<br \/>\n\uff08\uff14\uff09\u30af\u30a8\u30ea\u3092\u5b9f\u884c<\/p>\n<p>\u7d50\u679c\u306f\u3053\u306e\u3088\u3046\u306a\u611f\u3058\u306b\u306a\u308a\u307e\u3059\uff081\u30f6\u6708\u5f53\u305f\u308a\u306e\u5e73\u5747\u3007\u3007\u304c\u6c42\u307e\u3063\u3066\u307e\u3059\uff09\u2193<\/p>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-2790\" src=\"https:\/\/gri.jp\/media\/wp\/wp-content\/uploads\/2021\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2021-12-05-11.20.31-300x227.png\" alt=\"\" width=\"300\" height=\"227\" \/>\n<p>\u62e1\u5f35\u6027\u3068\u3044\u3046\u89b3\u70b9\u3092\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3068\u3001\u4f8b\u3048\u3070\u3067\u3059\u304c\u3001\u300c\u53ce\u76ca\u3082\u898b\u305f\u3044\u306a\u3042\u300d\u3068\u306a\u3063\u305f\u3068\u304d\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br \/>\n\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099\u3067\u304a\u898b\u305b\u3057\u305f\u30af\u30a8\u30ea\u306e\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u3092\u5916\u3057\u3001\u53ce\u76ca\uff08revenue\uff09\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u7528\u610f\u3057\u305f\u30c6\u30fc\u30d6\u30eb\u306b\u5bfe\u3057\u3066\u3001\u5148\u7a0b\u306epython\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u518d\u5ea6\u5b9f\u884c\u3059\u308b\u3068\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u2193<\/p>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-2791\" src=\"https:\/\/gri.jp\/media\/wp\/wp-content\/uploads\/2021\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2021-12-05-11.29.35-300x181.png\" alt=\"\" width=\"300\" height=\"181\" \/>\n<p>\u3061\u3083\u3093\u3068\u53ce\u76ca\u306e\u5e73\u5747\u3082\u8ffd\u52a0\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u306d\u301c<\/p>\n<p>\u4eca\u56de\u306f\u4e00\u4f8b\u3068\u3057\u3066\u300c\u5168\u30e1\u30b8\u30e3\u30fc\u306e\u5e73\u5747\u3092\u51fa\u3059\u300d\u3084\u308a\u304b\u305f\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3057\u307e\u3057\u305f\u3002<br \/>\n\u3053\u306e\u4f8b\u306b\u9650\u3089\u305a\u3001python\u4e0a\u3067\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u304d\u308b\u4ee5\u4e0a\u3001\u300c\u30eb\u30fc\u30d7\u3092\u56de\u3057\u3066\u69d8\u3005\u306a\u95be\u5024\u306b\u5bfe\u3057\u3066\u30d5\u30e9\u30b0\u4ed8\u3051\u3092\u884c\u3046\u300d\u3060\u3063\u305f\u308a\u300c\u30ab\u30e9\u30e0\u540d\u304c\u3007\u3007\u304b\u3089\u59cb\u307e\u308b\u5217\u3060\u3051\u3053\u306e\u51e6\u7406\u3092\u65bd\u3059\u300d\u306a\u3069\u304b\u306a\u308a\u67d4\u8edf\u306b\u30af\u30a8\u30ea\u3092\u767a\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u306f\u3063\u304d\u308a\u8a00\u3063\u3066\u98db\u3079\u307e\u3059\u3002<br \/>\n\u3042\u3068\u306f\u7686\u69d8\u306e\u3084\u308a\u305f\u3044\u3088\u3046\u306b\u66f8\u304d\u63db\u3048\u3066\u3044\u305f\u3060\u3051\u305f\u3089\u3001\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u30d5\u30ed\u30fc\u304c\u51fa\u6765\u4e0a\u304c\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u305c\u3072\u304a\u8a66\u3057\u3092\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u3061\u3089\u306e\u8a18\u4e8b\u306e\u5f8c\u7d9a\u306b\u306a\u308a\u307e\u3059\u3002 https:\/\/gri.jp\/media\/entry\/2751 \u3068\u306f\u3044\u3048\u3001\u5225\u306b\u8aad\u3093\u3067\u306a\u3044\u3068\u5206\u304b\u3089\u306a\u3044\u3001\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u53c2\u7167\u3044\u305f\u3060\u3051\u305f\u3089\u3068\u3044\u3063\u305f\u611f\u3058\u3067\u3059\u3002\u305d\u3082\u305d\u3082\u306e\u3084\u308a\u305f\u3044\u3053<\/p>\n","protected":false},"author":20,"featured_media":2178,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[131,138],"tags":[],"class_list":["post-2775","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-matillion","category-tips"],"acf":[],"meta_field":{"_edit_lock":["1644808395:20"],"_edit_last":["20"],"hidden_toppage":["0"],"_hidden_toppage":["field_61933136630d2"],"note_url":[""],"_note_url":["field_61243c8278b90"],"_oembed_46e9e9aca725f3a780dcf4343dec304b":["{{unknown}}"],"_oembed_5c13e48733c64c42cd193adf3093e4e5":["{{unknown}}"],"_oembed_0fe34964eaf201d5587250d693bddab2":["{{unknown}}"],"_oembed_543e2ca8b59ace63fb5e92afafaec965":["{{unknown}}"],"_oembed_f088609ee8d62c2d485fdb898e1f0cd8":["{{unknown}}"],"_oembed_043213d4dd717c6a5fc82f786534b173":["{{unknown}}"],"_oembed_604799fa84c5d3a9e0a915fc29992659":["{{unknown}}"],"_oembed_30241d380ee895af6ac07e14b8ffcd6e":["{{unknown}}"],"_oembed_f51f49690ce5fba3cbc237cdfcf1541e":["{{unknown}}"],"_oembed_e3c88ce990ef28f1d3ae119a563d6b26":["{{unknown}}"],"_oembed_a50ea93d4e0f29b783237930f37287e7":["{{unknown}}"],"_oembed_f0140a2b33dc1de747ffa68152b9407c":["{{unknown}}"],"_thumbnail_id":["2178"],"_oembed_6905df1db6154f1253e9403d642b9afa":["{{unknown}}"],"_oembed_7f424de583053293b764bacbd593b6a1":["{{unknown}}"],"_oembed_2d7fd2bd4178c0d120b770919733f73b":["{{unknown}}"],"_wp_old_date":["2021-12-13"],"_pv_count":["a:24:{i:15;i:42;i:17;i:55;i:16;i:51;i:18;i:33;i:12;i:32;i:23;i:28;i:0;i:20;i:13;i:38;i:14;i:67;i:4;i:68;i:22;i:13;i:19;i:25;i:20;i:30;i:21;i:33;i:7;i:32;i:5;i:46;i:1;i:47;i:10;i:24;i:2;i:165;i:6;i:26;i:11;i:45;i:9;i:30;i:3;i:78;i:8;i:18;}"],"pv_count":["1046"],"_oembed_8858a99c553745ddc6637d9e7be0dd62":["{{unknown}}"],"_oembed_116f5874f40a63ee1fe012f8ce7d3eb5":["{{unknown}}"]},"_links":{"self":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts\/2775","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/comments?post=2775"}],"version-history":[{"count":38,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts\/2775\/revisions"}],"predecessor-version":[{"id":3465,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts\/2775\/revisions\/3465"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/media\/2178"}],"wp:attachment":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/media?parent=2775"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/categories?post=2775"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/tags?post=2775"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}