\u306a\u305c\u308f\u3056\u308f\u3056Python\u3092\u4f7f\u3046\u306e\u304b<\/h2>\n\u3053\u3053\u3067\u306a\u305c\u308f\u3056\u308f\u3056Python\u3092\u4f7f\u3046\u306e\u304b\u7591\u554f\u306b\u601d\u3063\u305f\u65b9\u3082\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u305d\u308c\u306fGoogle\u30c9\u30e9\u30a4\u30d6\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3051\u306a\u304b\u3063\u305f\u304b\u3089\u3067\u3059\u3002\u305d\u3057\u3066\u4ed6\u306e\u30a2\u30d7\u30ea\u3067\u3082\u8868\u793a\u4e0d\u53ef\u80fd\u3067\u3057\u305f\u3002\r\n\r\n\u3082\u3057\u666e\u901a\u306bGoogle\u30c9\u30e9\u30a4\u30d6\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3051\u308b\u306a\u3089\u3070\u308f\u3056\u308f\u3056Python\u3092\u7d4c\u7531\u3059\u308b\u5fc5\u8981\u306f\u3042\u307e\u308a\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u3002\uff08\u306a\u306b\u304bPython\u3067\u52a0\u5de5\u306a\u308a\u3057\u305f\u3044\u306a\u3089\u5225\u3067\u3059\u304c\uff09\r\n\r\nGoogle\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u76f4\u63a5\u958b\u3051\u305f\u5834\u5408\u306fBigQuery\u306e\u300c\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u300d\u2192\u300c\u305d\u306e\u4ed6\u306e\u30bd\u30fc\u30b9\u300d\u2192\u300cGoogle\u30c9\u30e9\u30a4\u30d6\u300d\u3092\u9078\u629e\u3057\u3001URL\u3092\u633f\u5165\u3057\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\r\n\r\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/01\/Untitled-8.png\")
\r\n\r\n\u307e\u305f\u3001\u4ed6\u306e\u30a2\u30d7\u30ea\u3067\u958b\u3051\u305f\u5834\u5408\u306b\u306f\u30ed\u30fc\u30ab\u30eb\u30d5\u30a1\u30a4\u30eb\u306b\u4fdd\u5b58\u3057\u3066\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306a\u3069BigQuery\u4e0a\u3067\u3084\u308a\u65b9\u306f\u3042\u308b\u3067\u3057\u3087\u3046\u3002\r\n\r\n\u57fa\u672c\u7684\u306b\u3053\u3061\u3089\u306e\u65b9\u6cd5\u306e\u65b9\u304c\u500b\u4eba\u7684\u306b\u306f\u6642\u9593\u52b9\u7387\u304c\u3044\u3044\u3068\u601d\u3044\u307e\u3059\u3002\r\n\r\n\u3057\u304b\u3057\u3001\u3059\u3079\u3066\u306e\u30a2\u30d7\u30ea\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3051\u306a\u3044\u5834\u5408\u306b\u306fURL\u3092\u53d6\u5f97\u3067\u304d\u306a\u3044\u305f\u3081\u3053\u306e\u3088\u3046\u306a\u65b9\u6cd5\u3067\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u307e\u305b\u3093\u3002\r\n\r\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/01\/Untitled-9.png\")
\r\n\r\n\u306a\u306e\u3067Python\u3092\u4f7f\u3063\u3066BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081<\/span>\u3057\u307e\u3059\u3002\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_1_\u30c7\u30fc\u30bf\u3092\u958b\u3044\u3066\u307f\u308b<\/h2>\n\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f\u4f8b\u3068\u3057\u3066\u30b5\u30a4\u30ba\u306e\u5927\u304d\u3044sample.csv\u3068\u3044\u3046csv\u30d5\u30a1\u30a4\u30eb\u3067\u8aac\u660e\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002sample.csv\u306fGoogle\u30c9\u30e9\u30a4\u30d6\u306eMyDrive\u306b\u3042\u308a\u307e\u3059\u3002\r\n\r\n\u3067\u306f\u3001\u3055\u3063\u305d\u304f\u30b5\u30a4\u30ba\u306e\u5927\u304d\u3044sample.csv\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3044\u3066\u307f\u3088\u3046\u3068\u304a\u3082\u3044\u307e\u3059\u3002\r\n\r\nGoogle\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3053\u3046\u3068\u3059\u308b\u3068\u5199\u771f\u306e\u3088\u3046\u306a\u30a8\u30e9\u30fc\u304c\u3067\u307e\u3059\u3002\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3059\u304e\u308b\u305f\u3081\u307b\u304b\u306e\u30a2\u30d7\u30ea\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u3068\u66f8\u3044\u3066\u3044\u307e\u3059\u306d\u3002\r\n\r\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/01\/Untitled-10.png\")
\r\n\r\n\u305d\u306e\u6307\u793a\u901a\u308a\u307b\u304b\u306e\u30a2\u30d7\u30ea\u3067\u958b\u3053\u3046\u3068\u3057\u305f\u3082\u306e\u306eGoogle\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u6c38\u9060\u306b\u5199\u771f\u306e\u3088\u3046\u306b\u30b0\u30eb\u30b0\u30eb\u56de\u308b\u3001Excel\u3082\u30a8\u30e9\u30fc\u304c\u8d77\u3053\u308b\u306a\u3069\u3057\u3066\u79c1\u304c\u77e5\u308a\u3046\u308b\u4ed6\u306e\u30a2\u30d7\u30ea\u306f\u5168\u6ec5\u3067\u3057\u305f\u3002\r\n\r\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/01\/Untitled-11.png\")
\r\n\r\n\u3061\u306a\u307f\u306bsample.csv\u306e\u30d5\u30a1\u30a4\u30eb\u5bb9\u91cf\u306f1.1GB\u3067\u3057\u305f\u3002\u3053\u308c\u306f\u5927\u304d\u3044\u3067\u3059\u306d\u3002\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_2_Python\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u5185\u30c7\u30fc\u30bf\u3092\u53d6\u5f97<\/h2>\nsample.csv\u30d5\u30a1\u30a4\u30eb\u304c\u901a\u5e38\u306e\u3088\u3046\u306bBigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u3067\u306fPython\u3067Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3057\u3087\u3046\u3002\u4eca\u56de\u306fGoogleColaboratory\u3092\u4f7f\u3044\u307e\u3059\u3002\r\n\r\n\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067Google\u30c9\u30e9\u30a4\u30d6\u3068\u63a5\u7d9a\u3055\u308c\u3001\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3068\u304d\u306b\u30ab\u30e9\u30e0\u3092BigQuery\u7528\u306b\u82f1\u8a9e\u8868\u8a18\u306a\u3069\u306b\u3057\u3066\u76f4\u3057\u3066\u304a\u304f\u3068\u3044\u3044\u3067\u3057\u3087\u3046\u3002\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nfrom google.colab import drive\r\nimport pandas as pd\r\nimport pandas_gbq\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u3078\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\r\ndrive.mount('\/content\/drive')\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/sample.csv',encoding='cp932')\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092Bigquery\u7528\u306b\u76f4\u3059\r\ndf.columns = [\"X1\", \"X2\", \"X3\", \"X4\", \"X5\", \"X6\", \"X7\", \"X8\", \"X9\", \"X10\", \"X11\", \u30fb\u30fb\u30fb]<\/code><\/pre>\r\n<\/div>\r\n\u3053\u308c\u3092\u5b9f\u884c\u3057\u305f\u3068\u304d\u306bGoogle\u30c9\u30e9\u30a4\u30d6\u306e\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u3092\u6c42\u3081\u3089\u308c\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u307e\u307eGoogle\u30c9\u30e9\u30a4\u30d6\u306b\u63a5\u7d9a\u3092\u62bc\u3057\u307e\u3057\u3087\u3046\u3002\r\n\r\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/01\/Untitled-12.png\")
\r\n\r\nencoding\u306b\u306futf-8\u306a\u3069\u9069\u5207\u306a\u6587\u5b57\u30b3\u30fc\u30c9\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_3_Python\u3068BigQuery\u3092\u63a5\u7d9a_Google\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c<\/h2>\n\u6b21\u306bBigQuery\u3068Python\u3092\u63a5\u7d9a<\/strong>\u3057\u307e\u3059\u3002\u65b9\u6cd5\u306f\u4e3b\u306b\u4e8c\u3064\u3042\u308a\u307e\u3059\u3002\r\n\r\n\uff1cBigquery\u3068Python\u306e\u63a5\u7d9a\u65b9\u6cd5\uff1e\r\n\r\n\u2460GoogleAccount\u3067\u8a8d\u8a3c\u3059\u308b\u65b9\u6cd5<\/strong>\r\n\r\n\u2461\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u3092\u4f7f\u3063\u3066\u8a8d\u8a3c\u3059\u308b\u65b9\u6cd5<\/strong>\r\n\r\n\u4e00\u3064\u76ee\u306eGoogleAccount\u3067\u8a8d\u8a3c\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\r\n\r\n#\u30b0\u30fc\u30b0\u30eb\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\u3067googlecolab\u3068BQ\u3092\u7e4b\u3050(\u30af\u30a8\u30ea\u5b9f\u884c\uff06\u30c7\u30fc\u30bf\u3092BQ\u3078)\r\nfrom google.colab import auth\r\nfrom google.cloud import bigquery\r\n\r\n#\u8a8d\u8a3c\r\nauth.authenticate_user()<\/code><\/pre>\r\n<\/div>\r\n\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001Google Colab\u3068BigQuery\u3092\u63a5\u7d9a\u3057\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3067\u3059\u3002\r\n\r\n\u307e\u305a\u3001Google Colab\u304b\u3089auth\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\r\n\r\n\u6b21\u306b\u3001Google Cloud\u306ebigquery\u30e9\u30a4\u30d6\u30e9\u30ea\u304b\u3089bigquery\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u3001auth.authenticate_user()\u3092\u547c\u3073\u51fa\u3057\u3066\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3055\u308c\u305f\u72b6\u614b\u3067BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\r\n\r\n\u3053\u306e\u5f8c\u306b\u3001BigQuery\u3092\u4f7f\u3063\u3066\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\r\n\r\n\u5b9f\u884c\u3059\u308c\u3070Colaboratory\u304cGoogle\u30a2\u30ab\u30a6\u30f3\u30c8\u3078\u30a2\u30af\u30bb\u30b9\u3057\u3001Google Cloud\u3078\u30c7\u30fc\u30bf\u306e\u53c2\u7167\u3084\u7de8\u96c6\u3092\u884c\u3046\u3053\u3068\u306e\u8a31\u53ef\u3092\u6c42\u3081\u3089\u308c\u307e\u3059\u3002![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/01\/Untitled-13.png\")
![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2023\/01\/\u753b\u50cf1.jpg\")
\r\n\r\n\u8a31\u53ef\u306b\u3057\u3066\u6b21\u306b\u9032\u307f\u307e\u3057\u3087\u3046\u3002\r\n\r\n<\/code>\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_3_Python\u3068BigQuery\u3092\u63a5\u7d9a_\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c<\/h2>\n\u4e8c\u3064\u76ee\u306e\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u3067\u8a8d\u8a3c\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\r\n\r\n\u524d\u6e96\u5099\u3068\u3057\u3066\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u30d5\u30a1\u30a4\u30eb\u3092Googlecolaboratory\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/strong>\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002\r\n\r\n\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306fGCP\u306e\u300cIAM\u3068\u7ba1\u7406\u300d\u2192\u300c\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u300d\u2192\u300c\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u300d\u3092\u884c\u3044\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3092\u3059\u308c\u3070\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002\r\n\r\n#\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\r\nimport pandas_gbq as pdg\r\nfrom google.oauth2 import service_account\r\n\r\n#\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u5165\u529b\r\nproject_id = \"projectID\"\r\ntable_id = \"dataset.table\"\r\ndata_id = project_id + \".\" + table_id\r\n\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5165\u529b\r\nservice_account_key_path='Key_path'\r\n\r\n#-------python\u3068BigQuery\u3092\u3064\u306a\u3050\u305f\u3081\u306e\u8a8d\u8a3c----------\r\n#credentials = ... # From google-auth or pydata-google-auth library.\r\ncredentials = service_account.Credentials.from_service_account_file(\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\uff08json\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u6307\u5b9a)\r\nservice_account_key_path,\r\n)\r\n\r\n# Update the in-memory credentials cache (added in pandas-gbq 0.7.0).\r\npdg.context.credentials = credentials\r\npdg.context.project = project_id<\/code><\/pre>\r\n<\/div>\r\n\u3053\u306e\u30b3\u30fc\u30c9\u306fGoogle Cloud Platform\u306eBigQuery\u306b\u63a5\u7d9a\u3057\u3001\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3067\u3059\u3002\r\n\r\n\u307e\u305a\u3001\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002pandas-gbq\u306f\u3001Python\u3068BigQuery\u306e\u9593\u3067\u30c7\u30fc\u30bf\u3092\u3084\u308a\u3068\u308a\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001Google Cloud Platform\u3067\u52d5\u4f5c\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001google-auth\u30e9\u30a4\u30d6\u30e9\u30ea\u304b\u3089service_account\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u6b21\u306b\u3001\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u5165\u529b\u3057\u3001data_id\u306b\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u305d\u3057\u3066\u3001\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5165\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30ad\u30fc\u306f\u3001BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u8a8d\u8a3c\u60c5\u5831\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u6700\u5f8c\u306b\u3001credentials\u306b\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u304b\u3089\u8a8d\u8a3c\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001pdg.context.credentials\u3068pdg.context.project\u306b\u305d\u308c\u305e\u308c\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001pandas-gbq\u3092\u4f7f\u3063\u3066BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_3_Python\u304b\u3089BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/h2>\n\u6700\u5f8c\u306bGoogle\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u3092Bigquery\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\r\n\r\n\u2460Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u5834\u5408\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nfrom google.colab import drive\r\nimport pandas as pd\r\nimport pandas_gbq as pdg\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u3078\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\r\ndrive.mount('\/content\/drive')\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/sample.csv',encoding='cp932')\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092Bigquery\u7528\u306b\u76f4\u3059\r\ndf.columns = [\"X1\", \"X2\", \"X3\", \"X4\", \"X5\", \"X6\", \"X7\", \"X8\", \"X9\", \"X10\", \"X11\", \"X12\", \"X14\", \"X15\", \"X16\", \"X17\", \"X18\", \"X19\", \"X20\", \"X21\", \"X22\", \"X23\", \"DSales_Cumulative_Attribute_1_person\", \"DSales_Cumulative_Attribute_2\", \"DSales_cumulative_attribute_2_people\", \"DSales_Cumulative_Attribute_3\", \"DSales_Cumulative_Attributes_3_people\", \"DSales_Cumulative_Attribute_4\", \"DSales_Cumulative_Attribute_4_people\", \"DSales_Cumulative_Purchase_CD\", \"DSales_Cumulative_Purchase_destination_name\", \"DSales_Cumulative_Payment_CD\", \"DSales_Cumulative_Payment_destination_name\", \"DSales_Cumulative_Special_CD\", \"DSales_Cumulative_Time_zone_classification\", \"DSales_Cumulative_Event_classification\", \"DSales_Cumulative_Event_classification_name\", \"DSales_Cumulative_Visit\", \"DSales_Cumulative_Number_of_customers\", \"DSales_Cumulative_Competition_opponent\", \"DSales_Cumulative_Competition_opponent_name\", \"DSales_Cumulative_Weather\", \"DSales_Cumulative_Weather_name\", \"DSales_Cumulative_Temperature\", \"DSales_Cumulative_Number_of_sales\", \"DSales_Cumulative_Sales_including_tax\", \"DSales_Cumulative_During_sales\", \"DSales_Cumulative_Sales_amount\", \"DSales_Cumulative_Actual_sales_amount\", \"DSales_Cumulative_Sales\", \"DSales_Cumulative_Sales_including_tax_lower_price\", \"DSales_Cumulative_Sales_evaluation_lower_price\", \"DSales_Cumulative_fc_division\"]\r\n\r\n#\u30b0\u30fc\u30b0\u30eb\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\u3067googlecolab\u3068BQ\u3092\u7e4b\u3050\r\nfrom google.colab import auth\r\nfrom google.cloud import bigquery\r\n\r\n#\u8a8d\u8a3c\r\nauth.authenticate_user()\r\n\r\nproject_id = \"projectID\"\r\ntable_id = \"dataset.table\"\r\n\r\n#\u7d50\u5408\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\r\ndf.to_gbq(destination_table=table_id,project_id=project_id,if_exists='replace')<\/code><\/pre>\r\n<\/div>\r\npandas_gbq\u306eto_gpq\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\r\n\r\n\u30fbdestination_table:\u30d1\u30e9\u30e1\u30fc\u30bf\uff1a\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306eID\u3092\u6307\u5b9a\u3002\r\n\r\n\u30fbproject_id:\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\uff1aBigQuery\u3067\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306eID\u3092\u6307\u5b9a\u3002\r\n\r\n\u30fbif_exists\u30d1\u30e9\u30e1\u30fc\u30bf\uff1a\u30c6\u30fc\u30d6\u30eb\u304c\u3059\u3067\u306b\u5b58\u5728\u3059\u308b\u5834\u5408\u306b\u3069\u306e\u3088\u3046\u306b\u51e6\u7406\u3059\u308b\u304b\u3092\u6307\u5b9a\u3002\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u3000\u3000\u3000\u3000\u3000 replace\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u65e2\u5b58\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\r\n\r\n\u2461\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u5834\u5408\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nfrom google.colab import drive\r\nimport pandas as pd\r\nimport pandas_gbq as pdg\r\nfrom google.oauth2 import service_account\r\nfrom google.cloud import bigquery\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u3078\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\r\ndrive.mount('\/content\/drive')\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/sample.csv',encoding='cp932')\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092Bigquery\u7528\u306b\u76f4\u3059\r\ndf.columns = [\"X1\", \"X2\", \"X3\", \"X4\", \"X5\", \"X6\", \"X7\", \"X8\", \"X9\", \"X10\", \"X11\", \"X12\", \"X14\", \"X15\", \"X16\", \"X17\", \"X18\", \"X19\", \"X20\", \"X21\", \"X22\", \"X23\",\u30fb\u30fb\u30fb]\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\r\ndef GoogleDrivedata_to_bigquery(df):\r\n#\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u5165\u529b\r\nproject_id = \"projectID\"\r\ntable_id = \"dataset.table\"\r\ndata_id = project_id + \".\" + table_id\r\n\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5165\u529b\r\nservice_account_key_path='Key_path'\r\n\r\n#-------python\u3068BigQuery\u3092\u3064\u306a\u3050\u305f\u3081\u306e\u8a8d\u8a3c----------\r\n#credentials = ... # From google-auth or pydata-google-auth library.\r\ncredentials = service_account.Credentials.from_service_account_file(\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\uff08json\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u6307\u5b9a)\r\nservice_account_key_path,\r\n)\r\n\r\n# Update the in-memory credentials cache (added in pandas-gbq 0.7.0).\r\npdg.context.credentials = credentials\r\npdg.context.project = project_id\r\n\r\n#\u7d50\u5408\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\r\ndf.to_gbq(destination_table=table_id,project_id=project_id,if_exists='replace')\r\n\r\n#\u95a2\u6570\u3092\u5b9f\u884c\r\nGoogleDrivedata_to_bigquery(df)\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092\u6307\u5b9a\u3057\u305f\u3044\u5834\u5408\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3082\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n\r\n#BigQuery\u306e\u30b9\u30ad\u30fc\u30de\u3092\u6307\u5b9a\u3059\u308b\r\ncolumn_types = [{'name': 'col1', 'type': 'STRING'},...]<\/code><\/pre>\r\n<\/div>\r\n\u3053\u308c\u3067Bigquery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\n\n\u307e\u3068\u3081<\/h2>\n\u307e\u3068\u3081\u308b\u3068\u6ce8\u610f\u70b9\u3068\u3057\u3066\u3001\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\r\n\r\n\u30fbGoogle Drive\u306bCSV\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3057\u3066\u304a\u304f\u3002\r\n\r\n\u30fbBigQuery\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u53d6\u5f97\u3057\u3066\u304a\u304f\u3002\r\n\r\n\u30fbBigQuery\u306e\u64cd\u4f5c\u306b\u5fc5\u8981\u306a\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u3092\u53d6\u5f97\u3057\u3066\u304a\u304f\u3002\r\n\r\n\u624b\u9806\u304c\u591a\u3044\u306a\u3068\u611f\u3058\u305f\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001Bigquery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u308c\u3070\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3044\u30d5\u30a1\u30a4\u30eb\u3067\u3082\u30c7\u30fc\u30bf\u6d3b\u7528\u304c\u3067\u304d\u307e\u3059\u3002 \u79c1\u81ea\u8eab\u304b\u306a\u308a\u30c7\u30fc\u30bf\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u65b9\u6cd5\u306b\u624b\u9593\u53d6\u3063\u305f\u306e\u3067\u3001\u306a\u306b\u304b\u30d2\u30f3\u30c8\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002","protected":false},"excerpt":{"rendered":"
Python\u3067Google\u30c9\u30e9\u30a4\u30d6\u306e\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u7c21\u5358\u306bBigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u65b9\u6cd5\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002 \u306f\u3058\u3081\u306b \u4eca\u56de\u306fGoogle\u30c9\u30e9\u30a4\u30d6\u304b\u3089Python\u3092\u4f7f\u3063\u3066BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3059\u308b\u65b9\u6cd5 […]<\/p>\n","protected":false},"author":83,"featured_media":3123,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1246],"tags":[108,439,331,438],"class_list":["post-3348","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-infrastructure","tag-bigquery","tag-google","tag-python","tag-438"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/83"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=3348"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3348\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/3123"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=3348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=3348"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=3348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\r\n\r\n\u305d\u306e\u6307\u793a\u901a\u308a\u307b\u304b\u306e\u30a2\u30d7\u30ea\u3067\u958b\u3053\u3046\u3068\u3057\u305f\u3082\u306e\u306eGoogle\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u6c38\u9060\u306b\u5199\u771f\u306e\u3088\u3046\u306b\u30b0\u30eb\u30b0\u30eb\u56de\u308b\u3001Excel\u3082\u30a8\u30e9\u30fc\u304c\u8d77\u3053\u308b\u306a\u3069\u3057\u3066\u79c1\u304c\u77e5\u308a\u3046\u308b\u4ed6\u306e\u30a2\u30d7\u30ea\u306f\u5168\u6ec5\u3067\u3057\u305f\u3002\r\n\r\n\r\n\r\n\u3061\u306a\u307f\u306bsample.csv\u306e\u30d5\u30a1\u30a4\u30eb\u5bb9\u91cf\u306f1.1GB\u3067\u3057\u305f\u3002\u3053\u308c\u306f\u5927\u304d\u3044\u3067\u3059\u306d\u3002\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_2_Python\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u5185\u30c7\u30fc\u30bf\u3092\u53d6\u5f97<\/h2>\nsample.csv\u30d5\u30a1\u30a4\u30eb\u304c\u901a\u5e38\u306e\u3088\u3046\u306bBigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u3067\u306fPython\u3067Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3057\u3087\u3046\u3002\u4eca\u56de\u306fGoogleColaboratory\u3092\u4f7f\u3044\u307e\u3059\u3002\r\n\r\n\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067Google\u30c9\u30e9\u30a4\u30d6\u3068\u63a5\u7d9a\u3055\u308c\u3001\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3068\u304d\u306b\u30ab\u30e9\u30e0\u3092BigQuery\u7528\u306b\u82f1\u8a9e\u8868\u8a18\u306a\u3069\u306b\u3057\u3066\u76f4\u3057\u3066\u304a\u304f\u3068\u3044\u3044\u3067\u3057\u3087\u3046\u3002\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nfrom google.colab import drive\r\nimport pandas as pd\r\nimport pandas_gbq\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u3078\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\r\ndrive.mount('\/content\/drive')\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/sample.csv',encoding='cp932')\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092Bigquery\u7528\u306b\u76f4\u3059\r\ndf.columns = [\"X1\", \"X2\", \"X3\", \"X4\", \"X5\", \"X6\", \"X7\", \"X8\", \"X9\", \"X10\", \"X11\", \u30fb\u30fb\u30fb]<\/code><\/pre>\r\n<\/div>\r\n\u3053\u308c\u3092\u5b9f\u884c\u3057\u305f\u3068\u304d\u306bGoogle\u30c9\u30e9\u30a4\u30d6\u306e\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u3092\u6c42\u3081\u3089\u308c\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u307e\u307eGoogle\u30c9\u30e9\u30a4\u30d6\u306b\u63a5\u7d9a\u3092\u62bc\u3057\u307e\u3057\u3087\u3046\u3002\r\n\r\n\r\n\r\nencoding\u306b\u306futf-8\u306a\u3069\u9069\u5207\u306a\u6587\u5b57\u30b3\u30fc\u30c9\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_3_Python\u3068BigQuery\u3092\u63a5\u7d9a_Google\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c<\/h2>\n\u6b21\u306bBigQuery\u3068Python\u3092\u63a5\u7d9a<\/strong>\u3057\u307e\u3059\u3002\u65b9\u6cd5\u306f\u4e3b\u306b\u4e8c\u3064\u3042\u308a\u307e\u3059\u3002\r\n\r\n\uff1cBigquery\u3068Python\u306e\u63a5\u7d9a\u65b9\u6cd5\uff1e\r\n\r\n\u2460GoogleAccount\u3067\u8a8d\u8a3c\u3059\u308b\u65b9\u6cd5<\/strong>\r\n\r\n\u2461\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u3092\u4f7f\u3063\u3066\u8a8d\u8a3c\u3059\u308b\u65b9\u6cd5<\/strong>\r\n\r\n\u4e00\u3064\u76ee\u306eGoogleAccount\u3067\u8a8d\u8a3c\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\r\n\r\n#\u30b0\u30fc\u30b0\u30eb\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\u3067googlecolab\u3068BQ\u3092\u7e4b\u3050(\u30af\u30a8\u30ea\u5b9f\u884c\uff06\u30c7\u30fc\u30bf\u3092BQ\u3078)\r\nfrom google.colab import auth\r\nfrom google.cloud import bigquery\r\n\r\n#\u8a8d\u8a3c\r\nauth.authenticate_user()<\/code><\/pre>\r\n<\/div>\r\n\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001Google Colab\u3068BigQuery\u3092\u63a5\u7d9a\u3057\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3067\u3059\u3002\r\n\r\n\u307e\u305a\u3001Google Colab\u304b\u3089auth\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\r\n\r\n\u6b21\u306b\u3001Google Cloud\u306ebigquery\u30e9\u30a4\u30d6\u30e9\u30ea\u304b\u3089bigquery\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u3001auth.authenticate_user()\u3092\u547c\u3073\u51fa\u3057\u3066\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3055\u308c\u305f\u72b6\u614b\u3067BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\r\n\r\n\u3053\u306e\u5f8c\u306b\u3001BigQuery\u3092\u4f7f\u3063\u3066\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\r\n\r\n\u5b9f\u884c\u3059\u308c\u3070Colaboratory\u304cGoogle\u30a2\u30ab\u30a6\u30f3\u30c8\u3078\u30a2\u30af\u30bb\u30b9\u3057\u3001Google Cloud\u3078\u30c7\u30fc\u30bf\u306e\u53c2\u7167\u3084\u7de8\u96c6\u3092\u884c\u3046\u3053\u3068\u306e\u8a31\u53ef\u3092\u6c42\u3081\u3089\u308c\u307e\u3059\u3002 \r\n\r\n\u8a31\u53ef\u306b\u3057\u3066\u6b21\u306b\u9032\u307f\u307e\u3057\u3087\u3046\u3002\r\n\r\n<\/code>\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_3_Python\u3068BigQuery\u3092\u63a5\u7d9a_\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c<\/h2>\n\u4e8c\u3064\u76ee\u306e\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u3067\u8a8d\u8a3c\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\r\n\r\n\u524d\u6e96\u5099\u3068\u3057\u3066\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u30d5\u30a1\u30a4\u30eb\u3092Googlecolaboratory\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/strong>\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002\r\n\r\n\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306fGCP\u306e\u300cIAM\u3068\u7ba1\u7406\u300d\u2192\u300c\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u300d\u2192\u300c\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u300d\u3092\u884c\u3044\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3092\u3059\u308c\u3070\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002\r\n\r\n#\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\r\nimport pandas_gbq as pdg\r\nfrom google.oauth2 import service_account\r\n\r\n#\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u5165\u529b\r\nproject_id = \"projectID\"\r\ntable_id = \"dataset.table\"\r\ndata_id = project_id + \".\" + table_id\r\n\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5165\u529b\r\nservice_account_key_path='Key_path'\r\n\r\n#-------python\u3068BigQuery\u3092\u3064\u306a\u3050\u305f\u3081\u306e\u8a8d\u8a3c----------\r\n#credentials = ... # From google-auth or pydata-google-auth library.\r\ncredentials = service_account.Credentials.from_service_account_file(\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\uff08json\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u6307\u5b9a)\r\nservice_account_key_path,\r\n)\r\n\r\n# Update the in-memory credentials cache (added in pandas-gbq 0.7.0).\r\npdg.context.credentials = credentials\r\npdg.context.project = project_id<\/code><\/pre>\r\n<\/div>\r\n\u3053\u306e\u30b3\u30fc\u30c9\u306fGoogle Cloud Platform\u306eBigQuery\u306b\u63a5\u7d9a\u3057\u3001\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3067\u3059\u3002\r\n\r\n\u307e\u305a\u3001\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002pandas-gbq\u306f\u3001Python\u3068BigQuery\u306e\u9593\u3067\u30c7\u30fc\u30bf\u3092\u3084\u308a\u3068\u308a\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001Google Cloud Platform\u3067\u52d5\u4f5c\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001google-auth\u30e9\u30a4\u30d6\u30e9\u30ea\u304b\u3089service_account\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u6b21\u306b\u3001\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u5165\u529b\u3057\u3001data_id\u306b\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u305d\u3057\u3066\u3001\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5165\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30ad\u30fc\u306f\u3001BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u8a8d\u8a3c\u60c5\u5831\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u6700\u5f8c\u306b\u3001credentials\u306b\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u304b\u3089\u8a8d\u8a3c\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001pdg.context.credentials\u3068pdg.context.project\u306b\u305d\u308c\u305e\u308c\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001pandas-gbq\u3092\u4f7f\u3063\u3066BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_3_Python\u304b\u3089BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/h2>\n\u6700\u5f8c\u306bGoogle\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u3092Bigquery\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\r\n\r\n\u2460Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u5834\u5408\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nfrom google.colab import drive\r\nimport pandas as pd\r\nimport pandas_gbq as pdg\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u3078\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\r\ndrive.mount('\/content\/drive')\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/sample.csv',encoding='cp932')\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092Bigquery\u7528\u306b\u76f4\u3059\r\ndf.columns = [\"X1\", \"X2\", \"X3\", \"X4\", \"X5\", \"X6\", \"X7\", \"X8\", \"X9\", \"X10\", \"X11\", \"X12\", \"X14\", \"X15\", \"X16\", \"X17\", \"X18\", \"X19\", \"X20\", \"X21\", \"X22\", \"X23\", \"DSales_Cumulative_Attribute_1_person\", \"DSales_Cumulative_Attribute_2\", \"DSales_cumulative_attribute_2_people\", \"DSales_Cumulative_Attribute_3\", \"DSales_Cumulative_Attributes_3_people\", \"DSales_Cumulative_Attribute_4\", \"DSales_Cumulative_Attribute_4_people\", \"DSales_Cumulative_Purchase_CD\", \"DSales_Cumulative_Purchase_destination_name\", \"DSales_Cumulative_Payment_CD\", \"DSales_Cumulative_Payment_destination_name\", \"DSales_Cumulative_Special_CD\", \"DSales_Cumulative_Time_zone_classification\", \"DSales_Cumulative_Event_classification\", \"DSales_Cumulative_Event_classification_name\", \"DSales_Cumulative_Visit\", \"DSales_Cumulative_Number_of_customers\", \"DSales_Cumulative_Competition_opponent\", \"DSales_Cumulative_Competition_opponent_name\", \"DSales_Cumulative_Weather\", \"DSales_Cumulative_Weather_name\", \"DSales_Cumulative_Temperature\", \"DSales_Cumulative_Number_of_sales\", \"DSales_Cumulative_Sales_including_tax\", \"DSales_Cumulative_During_sales\", \"DSales_Cumulative_Sales_amount\", \"DSales_Cumulative_Actual_sales_amount\", \"DSales_Cumulative_Sales\", \"DSales_Cumulative_Sales_including_tax_lower_price\", \"DSales_Cumulative_Sales_evaluation_lower_price\", \"DSales_Cumulative_fc_division\"]\r\n\r\n#\u30b0\u30fc\u30b0\u30eb\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\u3067googlecolab\u3068BQ\u3092\u7e4b\u3050\r\nfrom google.colab import auth\r\nfrom google.cloud import bigquery\r\n\r\n#\u8a8d\u8a3c\r\nauth.authenticate_user()\r\n\r\nproject_id = \"projectID\"\r\ntable_id = \"dataset.table\"\r\n\r\n#\u7d50\u5408\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\r\ndf.to_gbq(destination_table=table_id,project_id=project_id,if_exists='replace')<\/code><\/pre>\r\n<\/div>\r\npandas_gbq\u306eto_gpq\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\r\n\r\n\u30fbdestination_table:\u30d1\u30e9\u30e1\u30fc\u30bf\uff1a\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306eID\u3092\u6307\u5b9a\u3002\r\n\r\n\u30fbproject_id:\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\uff1aBigQuery\u3067\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306eID\u3092\u6307\u5b9a\u3002\r\n\r\n\u30fbif_exists\u30d1\u30e9\u30e1\u30fc\u30bf\uff1a\u30c6\u30fc\u30d6\u30eb\u304c\u3059\u3067\u306b\u5b58\u5728\u3059\u308b\u5834\u5408\u306b\u3069\u306e\u3088\u3046\u306b\u51e6\u7406\u3059\u308b\u304b\u3092\u6307\u5b9a\u3002\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u3000\u3000\u3000\u3000\u3000 replace\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u65e2\u5b58\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\r\n\r\n\u2461\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u5834\u5408\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nfrom google.colab import drive\r\nimport pandas as pd\r\nimport pandas_gbq as pdg\r\nfrom google.oauth2 import service_account\r\nfrom google.cloud import bigquery\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u3078\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\r\ndrive.mount('\/content\/drive')\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/sample.csv',encoding='cp932')\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092Bigquery\u7528\u306b\u76f4\u3059\r\ndf.columns = [\"X1\", \"X2\", \"X3\", \"X4\", \"X5\", \"X6\", \"X7\", \"X8\", \"X9\", \"X10\", \"X11\", \"X12\", \"X14\", \"X15\", \"X16\", \"X17\", \"X18\", \"X19\", \"X20\", \"X21\", \"X22\", \"X23\",\u30fb\u30fb\u30fb]\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\r\ndef GoogleDrivedata_to_bigquery(df):\r\n#\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u5165\u529b\r\nproject_id = \"projectID\"\r\ntable_id = \"dataset.table\"\r\ndata_id = project_id + \".\" + table_id\r\n\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5165\u529b\r\nservice_account_key_path='Key_path'\r\n\r\n#-------python\u3068BigQuery\u3092\u3064\u306a\u3050\u305f\u3081\u306e\u8a8d\u8a3c----------\r\n#credentials = ... # From google-auth or pydata-google-auth library.\r\ncredentials = service_account.Credentials.from_service_account_file(\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\uff08json\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u6307\u5b9a)\r\nservice_account_key_path,\r\n)\r\n\r\n# Update the in-memory credentials cache (added in pandas-gbq 0.7.0).\r\npdg.context.credentials = credentials\r\npdg.context.project = project_id\r\n\r\n#\u7d50\u5408\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\r\ndf.to_gbq(destination_table=table_id,project_id=project_id,if_exists='replace')\r\n\r\n#\u95a2\u6570\u3092\u5b9f\u884c\r\nGoogleDrivedata_to_bigquery(df)\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092\u6307\u5b9a\u3057\u305f\u3044\u5834\u5408\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3082\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n\r\n#BigQuery\u306e\u30b9\u30ad\u30fc\u30de\u3092\u6307\u5b9a\u3059\u308b\r\ncolumn_types = [{'name': 'col1', 'type': 'STRING'},...]<\/code><\/pre>\r\n<\/div>\r\n\u3053\u308c\u3067Bigquery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\n\n\u307e\u3068\u3081<\/h2>\n\u307e\u3068\u3081\u308b\u3068\u6ce8\u610f\u70b9\u3068\u3057\u3066\u3001\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\r\n\r\n\u30fbGoogle Drive\u306bCSV\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3057\u3066\u304a\u304f\u3002\r\n\r\n\u30fbBigQuery\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u53d6\u5f97\u3057\u3066\u304a\u304f\u3002\r\n\r\n\u30fbBigQuery\u306e\u64cd\u4f5c\u306b\u5fc5\u8981\u306a\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u3092\u53d6\u5f97\u3057\u3066\u304a\u304f\u3002\r\n\r\n\u624b\u9806\u304c\u591a\u3044\u306a\u3068\u611f\u3058\u305f\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001Bigquery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u308c\u3070\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3044\u30d5\u30a1\u30a4\u30eb\u3067\u3082\u30c7\u30fc\u30bf\u6d3b\u7528\u304c\u3067\u304d\u307e\u3059\u3002 \u79c1\u81ea\u8eab\u304b\u306a\u308a\u30c7\u30fc\u30bf\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u65b9\u6cd5\u306b\u624b\u9593\u53d6\u3063\u305f\u306e\u3067\u3001\u306a\u306b\u304b\u30d2\u30f3\u30c8\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002","protected":false},"excerpt":{"rendered":"
Python\u3067Google\u30c9\u30e9\u30a4\u30d6\u306e\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u7c21\u5358\u306bBigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u65b9\u6cd5\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002 \u306f\u3058\u3081\u306b \u4eca\u56de\u306fGoogle\u30c9\u30e9\u30a4\u30d6\u304b\u3089Python\u3092\u4f7f\u3063\u3066BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3059\u308b\u65b9\u6cd5 […]<\/p>\n","protected":false},"author":83,"featured_media":3123,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1246],"tags":[108,439,331,438],"class_list":["post-3348","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-infrastructure","tag-bigquery","tag-google","tag-python","tag-438"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/83"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=3348"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3348\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/3123"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=3348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=3348"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=3348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nfrom google.colab import drive\r\nimport pandas as pd\r\nimport pandas_gbq\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u3078\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\r\ndrive.mount('\/content\/drive')\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/sample.csv',encoding='cp932')\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092Bigquery\u7528\u306b\u76f4\u3059\r\ndf.columns = [\"X1\", \"X2\", \"X3\", \"X4\", \"X5\", \"X6\", \"X7\", \"X8\", \"X9\", \"X10\", \"X11\", \u30fb\u30fb\u30fb]<\/code><\/pre>\r\n<\/div>\r\n\u3053\u308c\u3092\u5b9f\u884c\u3057\u305f\u3068\u304d\u306bGoogle\u30c9\u30e9\u30a4\u30d6\u306e\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u3092\u6c42\u3081\u3089\u308c\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u307e\u307eGoogle\u30c9\u30e9\u30a4\u30d6\u306b\u63a5\u7d9a\u3092\u62bc\u3057\u307e\u3057\u3087\u3046\u3002\r\n\r\n\r\n\r\nencoding\u306b\u306futf-8\u306a\u3069\u9069\u5207\u306a\u6587\u5b57\u30b3\u30fc\u30c9\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_3_Python\u3068BigQuery\u3092\u63a5\u7d9a_Google\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c<\/h2>\n\u6b21\u306bBigQuery\u3068Python\u3092\u63a5\u7d9a<\/strong>\u3057\u307e\u3059\u3002\u65b9\u6cd5\u306f\u4e3b\u306b\u4e8c\u3064\u3042\u308a\u307e\u3059\u3002\r\n\r\n\uff1cBigquery\u3068Python\u306e\u63a5\u7d9a\u65b9\u6cd5\uff1e\r\n\r\n\u2460GoogleAccount\u3067\u8a8d\u8a3c\u3059\u308b\u65b9\u6cd5<\/strong>\r\n\r\n\u2461\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u3092\u4f7f\u3063\u3066\u8a8d\u8a3c\u3059\u308b\u65b9\u6cd5<\/strong>\r\n\r\n\u4e00\u3064\u76ee\u306eGoogleAccount\u3067\u8a8d\u8a3c\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\r\n\r\n#\u30b0\u30fc\u30b0\u30eb\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\u3067googlecolab\u3068BQ\u3092\u7e4b\u3050(\u30af\u30a8\u30ea\u5b9f\u884c\uff06\u30c7\u30fc\u30bf\u3092BQ\u3078)\r\nfrom google.colab import auth\r\nfrom google.cloud import bigquery\r\n\r\n#\u8a8d\u8a3c\r\nauth.authenticate_user()<\/code><\/pre>\r\n<\/div>\r\n\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001Google Colab\u3068BigQuery\u3092\u63a5\u7d9a\u3057\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3067\u3059\u3002\r\n\r\n\u307e\u305a\u3001Google Colab\u304b\u3089auth\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\r\n\r\n\u6b21\u306b\u3001Google Cloud\u306ebigquery\u30e9\u30a4\u30d6\u30e9\u30ea\u304b\u3089bigquery\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u3001auth.authenticate_user()\u3092\u547c\u3073\u51fa\u3057\u3066\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3055\u308c\u305f\u72b6\u614b\u3067BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\r\n\r\n\u3053\u306e\u5f8c\u306b\u3001BigQuery\u3092\u4f7f\u3063\u3066\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\r\n\r\n\u5b9f\u884c\u3059\u308c\u3070Colaboratory\u304cGoogle\u30a2\u30ab\u30a6\u30f3\u30c8\u3078\u30a2\u30af\u30bb\u30b9\u3057\u3001Google Cloud\u3078\u30c7\u30fc\u30bf\u306e\u53c2\u7167\u3084\u7de8\u96c6\u3092\u884c\u3046\u3053\u3068\u306e\u8a31\u53ef\u3092\u6c42\u3081\u3089\u308c\u307e\u3059\u3002 \r\n\r\n\u8a31\u53ef\u306b\u3057\u3066\u6b21\u306b\u9032\u307f\u307e\u3057\u3087\u3046\u3002\r\n\r\n<\/code>\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_3_Python\u3068BigQuery\u3092\u63a5\u7d9a_\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c<\/h2>\n\u4e8c\u3064\u76ee\u306e\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u3067\u8a8d\u8a3c\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\r\n\r\n\u524d\u6e96\u5099\u3068\u3057\u3066\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u30d5\u30a1\u30a4\u30eb\u3092Googlecolaboratory\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/strong>\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002\r\n\r\n\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306fGCP\u306e\u300cIAM\u3068\u7ba1\u7406\u300d\u2192\u300c\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u300d\u2192\u300c\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u300d\u3092\u884c\u3044\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3092\u3059\u308c\u3070\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002\r\n\r\n#\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\r\nimport pandas_gbq as pdg\r\nfrom google.oauth2 import service_account\r\n\r\n#\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u5165\u529b\r\nproject_id = \"projectID\"\r\ntable_id = \"dataset.table\"\r\ndata_id = project_id + \".\" + table_id\r\n\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5165\u529b\r\nservice_account_key_path='Key_path'\r\n\r\n#-------python\u3068BigQuery\u3092\u3064\u306a\u3050\u305f\u3081\u306e\u8a8d\u8a3c----------\r\n#credentials = ... # From google-auth or pydata-google-auth library.\r\ncredentials = service_account.Credentials.from_service_account_file(\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\uff08json\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u6307\u5b9a)\r\nservice_account_key_path,\r\n)\r\n\r\n# Update the in-memory credentials cache (added in pandas-gbq 0.7.0).\r\npdg.context.credentials = credentials\r\npdg.context.project = project_id<\/code><\/pre>\r\n<\/div>\r\n\u3053\u306e\u30b3\u30fc\u30c9\u306fGoogle Cloud Platform\u306eBigQuery\u306b\u63a5\u7d9a\u3057\u3001\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3067\u3059\u3002\r\n\r\n\u307e\u305a\u3001\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002pandas-gbq\u306f\u3001Python\u3068BigQuery\u306e\u9593\u3067\u30c7\u30fc\u30bf\u3092\u3084\u308a\u3068\u308a\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001Google Cloud Platform\u3067\u52d5\u4f5c\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001google-auth\u30e9\u30a4\u30d6\u30e9\u30ea\u304b\u3089service_account\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u6b21\u306b\u3001\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u5165\u529b\u3057\u3001data_id\u306b\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u305d\u3057\u3066\u3001\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5165\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30ad\u30fc\u306f\u3001BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u8a8d\u8a3c\u60c5\u5831\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u6700\u5f8c\u306b\u3001credentials\u306b\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u304b\u3089\u8a8d\u8a3c\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001pdg.context.credentials\u3068pdg.context.project\u306b\u305d\u308c\u305e\u308c\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001pandas-gbq\u3092\u4f7f\u3063\u3066BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002\n\nPython\u304b\u3089Google\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9_3_Python\u304b\u3089BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/h2>\n\u6700\u5f8c\u306bGoogle\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u3092Bigquery\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\r\n\r\n\u2460Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u5834\u5408\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nfrom google.colab import drive\r\nimport pandas as pd\r\nimport pandas_gbq as pdg\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u3078\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\r\ndrive.mount('\/content\/drive')\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/sample.csv',encoding='cp932')\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092Bigquery\u7528\u306b\u76f4\u3059\r\ndf.columns = [\"X1\", \"X2\", \"X3\", \"X4\", \"X5\", \"X6\", \"X7\", \"X8\", \"X9\", \"X10\", \"X11\", \"X12\", \"X14\", \"X15\", \"X16\", \"X17\", \"X18\", \"X19\", \"X20\", \"X21\", \"X22\", \"X23\", \"DSales_Cumulative_Attribute_1_person\", \"DSales_Cumulative_Attribute_2\", \"DSales_cumulative_attribute_2_people\", \"DSales_Cumulative_Attribute_3\", \"DSales_Cumulative_Attributes_3_people\", \"DSales_Cumulative_Attribute_4\", \"DSales_Cumulative_Attribute_4_people\", \"DSales_Cumulative_Purchase_CD\", \"DSales_Cumulative_Purchase_destination_name\", \"DSales_Cumulative_Payment_CD\", \"DSales_Cumulative_Payment_destination_name\", \"DSales_Cumulative_Special_CD\", \"DSales_Cumulative_Time_zone_classification\", \"DSales_Cumulative_Event_classification\", \"DSales_Cumulative_Event_classification_name\", \"DSales_Cumulative_Visit\", \"DSales_Cumulative_Number_of_customers\", \"DSales_Cumulative_Competition_opponent\", \"DSales_Cumulative_Competition_opponent_name\", \"DSales_Cumulative_Weather\", \"DSales_Cumulative_Weather_name\", \"DSales_Cumulative_Temperature\", \"DSales_Cumulative_Number_of_sales\", \"DSales_Cumulative_Sales_including_tax\", \"DSales_Cumulative_During_sales\", \"DSales_Cumulative_Sales_amount\", \"DSales_Cumulative_Actual_sales_amount\", \"DSales_Cumulative_Sales\", \"DSales_Cumulative_Sales_including_tax_lower_price\", \"DSales_Cumulative_Sales_evaluation_lower_price\", \"DSales_Cumulative_fc_division\"]\r\n\r\n#\u30b0\u30fc\u30b0\u30eb\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\u3067googlecolab\u3068BQ\u3092\u7e4b\u3050\r\nfrom google.colab import auth\r\nfrom google.cloud import bigquery\r\n\r\n#\u8a8d\u8a3c\r\nauth.authenticate_user()\r\n\r\nproject_id = \"projectID\"\r\ntable_id = \"dataset.table\"\r\n\r\n#\u7d50\u5408\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\r\ndf.to_gbq(destination_table=table_id,project_id=project_id,if_exists='replace')<\/code><\/pre>\r\n<\/div>\r\npandas_gbq\u306eto_gpq\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\r\n\r\n\u30fbdestination_table:\u30d1\u30e9\u30e1\u30fc\u30bf\uff1a\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306eID\u3092\u6307\u5b9a\u3002\r\n\r\n\u30fbproject_id:\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\uff1aBigQuery\u3067\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306eID\u3092\u6307\u5b9a\u3002\r\n\r\n\u30fbif_exists\u30d1\u30e9\u30e1\u30fc\u30bf\uff1a\u30c6\u30fc\u30d6\u30eb\u304c\u3059\u3067\u306b\u5b58\u5728\u3059\u308b\u5834\u5408\u306b\u3069\u306e\u3088\u3046\u306b\u51e6\u7406\u3059\u308b\u304b\u3092\u6307\u5b9a\u3002\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u3000\u3000\u3000\u3000\u3000 replace\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u65e2\u5b58\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\r\n\r\n\u2461\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u8a8d\u8a3c\u3059\u308b\u5834\u5408\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\nfrom google.colab import drive\r\nimport pandas as pd\r\nimport pandas_gbq as pdg\r\nfrom google.oauth2 import service_account\r\nfrom google.cloud import bigquery\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u3078\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a8d\u8a3c\r\ndrive.mount('\/content\/drive')\r\n\r\n#google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/sample.csv',encoding='cp932')\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092Bigquery\u7528\u306b\u76f4\u3059\r\ndf.columns = [\"X1\", \"X2\", \"X3\", \"X4\", \"X5\", \"X6\", \"X7\", \"X8\", \"X9\", \"X10\", \"X11\", \"X12\", \"X14\", \"X15\", \"X16\", \"X17\", \"X18\", \"X19\", \"X20\", \"X21\", \"X22\", \"X23\",\u30fb\u30fb\u30fb]\r\n\r\n#Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\r\ndef GoogleDrivedata_to_bigquery(df):\r\n#\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u5165\u529b\r\nproject_id = \"projectID\"\r\ntable_id = \"dataset.table\"\r\ndata_id = project_id + \".\" + table_id\r\n\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u5165\u529b\r\nservice_account_key_path='Key_path'\r\n\r\n#-------python\u3068BigQuery\u3092\u3064\u306a\u3050\u305f\u3081\u306e\u8a8d\u8a3c----------\r\n#credentials = ... # From google-auth or pydata-google-auth library.\r\ncredentials = service_account.Credentials.from_service_account_file(\r\n#\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\uff08json\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3092\u6307\u5b9a)\r\nservice_account_key_path,\r\n)\r\n\r\n# Update the in-memory credentials cache (added in pandas-gbq 0.7.0).\r\npdg.context.credentials = credentials\r\npdg.context.project = project_id\r\n\r\n#\u7d50\u5408\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\r\ndf.to_gbq(destination_table=table_id,project_id=project_id,if_exists='replace')\r\n\r\n#\u95a2\u6570\u3092\u5b9f\u884c\r\nGoogleDrivedata_to_bigquery(df)\r\n\r\n#\u30ab\u30e9\u30e0\u540d\u3092\u6307\u5b9a\u3057\u305f\u3044\u5834\u5408\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3082\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n\r\n#BigQuery\u306e\u30b9\u30ad\u30fc\u30de\u3092\u6307\u5b9a\u3059\u308b\r\ncolumn_types = [{'name': 'col1', 'type': 'STRING'},...]<\/code><\/pre>\r\n<\/div>\r\n\u3053\u308c\u3067Bigquery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\n\n\u307e\u3068\u3081<\/h2>\n\u307e\u3068\u3081\u308b\u3068\u6ce8\u610f\u70b9\u3068\u3057\u3066\u3001\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\r\n\r\n\u30fbGoogle Drive\u306bCSV\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3057\u3066\u304a\u304f\u3002\r\n\r\n\u30fbBigQuery\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8ID\u3068\u30c6\u30fc\u30d6\u30ebID\u3092\u53d6\u5f97\u3057\u3066\u304a\u304f\u3002\r\n\r\n\u30fbBigQuery\u306e\u64cd\u4f5c\u306b\u5fc5\u8981\u306a\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ad\u30fc\u3092\u53d6\u5f97\u3057\u3066\u304a\u304f\u3002\r\n\r\n\u624b\u9806\u304c\u591a\u3044\u306a\u3068\u611f\u3058\u305f\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001Google\u30c9\u30e9\u30a4\u30d6\u304b\u3089\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001Bigquery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u308c\u3070\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3044\u30d5\u30a1\u30a4\u30eb\u3067\u3082\u30c7\u30fc\u30bf\u6d3b\u7528\u304c\u3067\u304d\u307e\u3059\u3002 \u79c1\u81ea\u8eab\u304b\u306a\u308a\u30c7\u30fc\u30bf\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u65b9\u6cd5\u306b\u624b\u9593\u53d6\u3063\u305f\u306e\u3067\u3001\u306a\u306b\u304b\u30d2\u30f3\u30c8\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002","protected":false},"excerpt":{"rendered":"
Python\u3067Google\u30c9\u30e9\u30a4\u30d6\u306e\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u7c21\u5358\u306bBigQuery\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u65b9\u6cd5\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002 \u306f\u3058\u3081\u306b \u4eca\u56de\u306fGoogle\u30c9\u30e9\u30a4\u30d6\u304b\u3089Python\u3092\u4f7f\u3063\u3066BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3059\u308b\u65b9\u6cd5 […]<\/p>\n","protected":false},"author":83,"featured_media":3123,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1246],"tags":[108,439,331,438],"class_list":["post-3348","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-infrastructure","tag-bigquery","tag-google","tag-python","tag-438"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/83"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=3348"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3348\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/3123"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=3348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=3348"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=3348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}