{"id":8523,"date":"2020-06-12T04:23:49","date_gmt":"2020-06-11T19:23:49","guid":{"rendered":"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/?p=8523"},"modified":"2026-03-21T11:46:14","modified_gmt":"2026-03-21T02:46:14","slug":"python-analytics-client","status":"publish","type":"post","link":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/2020\/06\/12\/python-analytics-client\/","title":{"rendered":"Python\u3067Google Analytics\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u65b9\u6cd5\uff082\uff09 Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0"},"content":{"rendered":"<p>Python\u3067Google Analytics\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u524d\u56de\u306fGoogle Analytics Reporting API\u306e\u8a2d\u5b9a\u65b9\u6cd5\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3057\u305f\u3002<\/p>\n<div class=\"linkcard\"><div class=\"lkc-external-wrap\"><a class=\"lkc-link no_icon\" href=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/2020\/06\/07\/python-analytics-api\/\" data-lkc-id=\"213\" target=\"_blank\" rel=\"external noopener\"><div class=\"lkc-card\"><div class=\"lkc-info\"><div class=\"lkc-favicon\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.google.com\/s2\/favicons?domain=pineplanter.moo.jp\" alt=\"\" width=\"16\" height=\"16\" \/><\/div><div class=\"lkc-domain\">\u975eIT\u4f01\u696d\u306b\u52e4\u3081\u308b\u4e2d\u5e74\u30b5\u30e9\u30ea\u30fc\u30de\u30f3\u306eIT\u65e5\u8a18<\/div><\/div><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img decoding=\"async\" class=\"lkc-thumbnail-img\" src=\"http:\/\/s.wordpress.com\/mshots\/v1\/http%3A%2F%2Fpineplanter.moo.jp%2Fnon-it-salaryman%2F2020%2F06%2F07%2Fpython-analytics-api%2F?w=100\" width=\"100px\" height=\"108px\" alt=\"\" \/><\/figure><div class=\"lkc-title\">Python\u3067Google Analytics\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u65b9\u6cd5\uff08\uff11\uff09 Google Analytics API\u306e\u8a2d\u5b9a<\/div><div class=\"lkc-excerpt\">Google Analytics\u30da\u30fc\u30b8\u3092\u308f\u3056\u308f\u3056\u898b\u306b\u884c\u304f\u306e\u306f\u9762\u5012\u304f\u3055\u3044\u306e\u3067\u3001Python\u3042\u305f\u308a\u3067\u30b5\u30af\u30c3\u3068\u30c7\u30fc\u30bf\u3092\u5f15\u3063\u5f35\u3063\u3066\u3053\u308c\u306a\u3044\u304b\u306a\u3063\u3066\u601d\u3063\u3066\u3044\u305f\u3089\u3084\u3063\u3071\u308a\u305d\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u6700\u5f8c\u307e\u3067\u66f8\u304f\u3068\u7d50\u69cb\u9577\u3044\u306e\u3067\u3001\u4eca\u56de\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u524d\u306eGoogle Analytics API\u306e\u8a2d\u5b9a\u307e\u3067\u3092\u8aac\u660e\u3057\u307e\u3059\u3002Google Analytics Reporting API \u3092\u6709\u52b9\u306b\u3059\u308b\u307e\u305a\u3001\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u884c\u304d\u307e\u3059\u3002https:\/\/console.developers.google.com\/flows\/enableapi?apiid=analyticsreporting.googleapis.com&amp;credential=client_key\u4ee5\u4e0b\u306e\u753b\u9762\u306b\u306a\u308b\u306e\u3067\u3001\u300c\u540c\u610f\u3057\u3066\u7d9a\u884c\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n<p>\u4eca\u56de\u306fPython\u5074\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h2>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<p>\u307e\u305a\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3061\u8fbc\u3093\u3067Google Analytics\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"brush: bash; title: ; notranslate\" title=\"\">\r\n$ pip install --upgrade google-api-python-client\r\n$ pip install --upgrade oauth2client\r\n\r\n<\/pre>\n<p>&nbsp;<\/p>\n<h2>\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8a66\u3059<\/h2>\n<p>\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u306b\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u63b2\u8f09\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u307e\u305a\u306f\u5358\u7d14\u306b\u305d\u308c\u3092\u30b3\u30d4\u30da\u3057\u3066\u5b9f\u884c\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><a href=\"https:\/\/developers.google.com\/analytics\/devguides\/reporting\/core\/v4\/quickstart\/service-py\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/developers.google.com\/analytics\/devguides\/reporting\/core\/v4\/quickstart\/installed-py?hl=ja<\/a><\/p>\n<p>\u8d64\u67a0\u3067\u56f2\u3063\u305f\u3068\u3053\u308d\u304c\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3059\u3002<\/p>\n<p><a href=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/analy05a.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-8526\" src=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/analy05a-500x292.png\" alt=\"\" width=\"500\" height=\"292\" srcset=\"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/analy05a-500x292.png 500w, https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/analy05a-600x351.png 600w, https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/analy05a.png 1110w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong>KEY_FILE_LOCATION <\/strong>\u3068 <strong>VIEW_ID<\/strong>\u3092\u66f8\u304d\u63db\u3048\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u524d\u56de\u306e\u8a18\u4e8b\u3067\u8aac\u660e\u3057\u305f\u3082\u306e\u3067\u3042\u3089\u304b\u3058\u3081\u63a7\u3048\u3066\u3044\u305f\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/rect839.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-8530\" src=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/rect839-500x290.png\" alt=\"\" width=\"500\" height=\"290\" srcset=\"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/rect839-500x290.png 500w, https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/rect839.png 564w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/a><\/p>\n<p>\u65e9\u901f\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u56fd\u5225\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u73fe\u308c\u308c\u3070\u6210\u529f\u3067\u3059\u3002<\/p>\n<p><a href=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/Screenshot-at-2020-06-11-07-37-01.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-8531\" src=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/Screenshot-at-2020-06-11-07-37-01-500x355.png\" alt=\"\" width=\"500\" height=\"355\" srcset=\"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/Screenshot-at-2020-06-11-07-37-01-500x355.png 500w, https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/Screenshot-at-2020-06-11-07-37-01-600x426.png 600w, https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/Screenshot-at-2020-06-11-07-37-01.png 659w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/a><\/p>\n<h2>\u307b\u3057\u3044\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u4fee\u6b63\u3059\u308b<\/h2>\n<p>\u3069\u3093\u306a\u30c7\u30fc\u30bf\u304c\u307b\u3057\u3044\u304b\u306b\u3088\u308a\u307e\u3059\u304c\u3001\u30da\u30fc\u30b8\u3054\u3068\u306ePV\u3092\u53d6\u5f97\u3059\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044\u3093\u3058\u3083\u306a\u3044\u304b\u3068\u3002\u6307\u5b9a\u3057\u305f\u671f\u9593\u306e\u8a18\u4e8b\u3054\u3068\u306ePV\u3092\u51fa\u529b\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306e\u7b87\u6240\u3092\u66f8\u304d\u63db\u3048\u308c\u3070OK\u3067\u3059\u3002\u4e0b\u306e\u6bb5\u306e\u8d64\u67a0\u3092\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u3057\u3066\u4e0a\u6bb5\u306e\u30b3\u30fc\u30c9\u306b\u66f8\u304d\u63db\u3048\u3066\u3044\u307e\u3059\u3002\u203b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u5168\u6587\u306f\u4e00\u756a\u4e0b\u306b\u63b2\u8f09\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly01.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-8534\" src=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly01-500x248.png\" alt=\"\" width=\"500\" height=\"248\" srcset=\"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly01-500x248.png 500w, https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly01-600x298.png 600w, https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly01.png 957w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/a><\/p>\n<p>\u4ee5\u4e0b\u306e\u901a\u308a\u30da\u30fc\u30b8\u3054\u3068\u306ePV\u304c\u73fe\u308c\u308c\u3070\u6210\u529f\u3067\u3059\u3002<\/p>\n<p><a href=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly02.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-8535\" src=\"http:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly02-500x341.png\" alt=\"\" width=\"500\" height=\"341\" srcset=\"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly02-500x341.png 500w, https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly02-600x409.png 600w, https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-content\/uploads\/2020\/06\/pyanly02.png 687w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p>\u4ee5\u4e0b\u304c\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u5168\u6587\u3067\u3059\u3002pageSize\u3084dateRanges\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u53d6\u5f97\u30c7\u30fc\u30bf\u6570\u3084\u53d6\u5f97\u671f\u9593\u3092\u5909\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"brush: python; title: ; notranslate\" title=\"\">\r\nfrom apiclient.discovery import build\r\nfrom oauth2client.service_account import ServiceAccountCredentials\r\n\r\nSCOPES = &#x5B;&#039;https:\/\/www.googleapis.com\/auth\/analytics.readonly&#039;]\r\nKEY_FILE_LOCATION = &#039;bamboo-reason-XXXX-XXXX.json&#039;\r\nVIEW_ID = &#039;XXXXXXXXXXXX&#039;\r\n\r\ndef initialize_analyticsreporting():\r\n  credentials = ServiceAccountCredentials.from_json_keyfile_name(\r\n  KEY_FILE_LOCATION, SCOPES)\r\n\r\n  # Build the service object.\r\n  analytics = build(&#039;analyticsreporting&#039;, &#039;v4&#039;, credentials=credentials)\r\n\r\n  return analytics\r\n\r\ndef get_report(analytics):\r\n  return analytics.reports().batchGet(\r\n    body={\r\n      &#039;reportRequests&#039;: &#x5B;\r\n      {\r\n        &#039;viewId&#039;: VIEW_ID,\r\n        &#039;pageSize&#039;: 100,\r\n        &#039;dateRanges&#039;: &#x5B;{&#039;startDate&#039;: &#039;2019-11-01&#039;, &#039;endDate&#039;: &#039;today&#039;}],\r\n        &#039;metrics&#039;: &#x5B;{&#039;expression&#039;: &#039;ga:pageviews&#039;}],\r\n        &#039;dimensions&#039;: &#x5B;{&#039;name&#039;: &#039;ga:pagePath&#039;}, {&#039;name&#039;: &#039;ga:pageTitle&#039;}],\r\n        &#039;orderBys&#039;: &#x5B;{&#039;fieldName&#039;: &#039;ga:pageviews&#039;, &#039;sortOrder&#039;: &#039;DESCENDING&#039;}]\r\n      }]\r\n    }\r\n  ).execute()\r\n\r\ndef print_response(response):\r\n  for report in response.get(&#039;reports&#039;, &#x5B;]):\r\n    columnHeader = report.get(&#039;columnHeader&#039;, {})\r\n    dimensionHeaders = columnHeader.get(&#039;dimensions&#039;, &#x5B;])\r\n    metricHeaders = columnHeader.get(&#039;metricHeader&#039;, {}).get(&#039;metricHeaderEntries&#039;, &#x5B;])\r\n\r\n    for row in report.get(&#039;data&#039;, {}).get(&#039;rows&#039;, &#x5B;]):\r\n      dimensions = row.get(&#039;dimensions&#039;, &#x5B;])\r\n      dateRangeValues = row.get(&#039;metrics&#039;, &#x5B;])\r\n\r\n      for header, dimension in zip(dimensionHeaders, dimensions):\r\n        print(header + &quot;:&quot; + dimension)\r\n\r\n      for i, values in enumerate(dateRangeValues):\r\n        print(&#039;Date range: &#039; + str(i))\r\n        for metricHeader, value in zip(metricHeaders, values.get(&#039;values&#039;)):\r\n          print(metricHeader.get(&#039;name&#039;) + &#039;: &#039; + value)\r\n\r\ndef main():\r\n  analytics = initialize_analyticsreporting()\r\n  response = get_report(analytics)\r\n  print_response(response)\r\n\r\nif __name__ == &#039;__main__&#039;:\r\n  main()\r\n \r\n<\/pre>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python\u3067Google Analytics\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":8516,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[37],"tags":[],"class_list":["post-8523","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/posts\/8523","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/comments?post=8523"}],"version-history":[{"count":10,"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/posts\/8523\/revisions"}],"predecessor-version":[{"id":13139,"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/posts\/8523\/revisions\/13139"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/media\/8516"}],"wp:attachment":[{"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/media?parent=8523"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/categories?post=8523"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pineplanter.moo.jp\/non-it-salaryman\/wp-json\/wp\/v2\/tags?post=8523"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}