{"id":10802,"date":"2026-09-14T13:57:14","date_gmt":"2026-09-14T04:57:14","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/warehouse-shipment-forecast-staffing\/"},"modified":"2026-09-14T13:57:14","modified_gmt":"2026-09-14T04:57:14","slug":"warehouse-shipment-forecast-staffing","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/warehouse-shipment-forecast-staffing\/","title":{"rendered":"\u7fcc\u9031\u306e\u51fa\u8377\u91cf\u3092\u4e88\u6e2c\u3057\u3066\u7269\u6d41\u30bb\u30f3\u30bf\u30fc\u306e\u65e5\u5225\u306e\u5fc5\u8981\u4eba\u54e1\u3092\u6c7a\u3081\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>WMS\u306e\u51fa\u8377\u5b9f\u7e3e\u3068\u3001\u8377\u4e3b\u304b\u3089\u5c4a\u304f\u8ca9\u4fc3\u306e\u9023\u7d61\u3001\u795d\u65e5\u306e\u4e26\u3073\u3092\u5165\u529b\u306b\u3001\u7fcc\u9031\u306e\u65e5\u5225\u306e\u51fa\u8377\u4ef6\u6570\u3092\u6642\u7cfb\u5217\u4e88\u6e2c\u3067\u898b\u8fbc\u307f\u3001\u5de5\u7a0b\u3054\u3068\u306b\u5fc5\u8981\u306a\u4eba\u6570\u3092\u4e0a\u632f\u308c\u30fb\u4e0b\u632f\u308c\u306e\u5e45\u3064\u304d\u3067\u8a08\u7b97\u3057\u307e\u3059\u3002\u8a08\u753b\u62c5\u5f53\u306e\u4f5c\u696d\u306f\u3001\u5b9f\u7e3e\u3092\u96c6\u3081\u3066\u52d8\u3067\u4ef6\u6570\u3092\u7f6e\u304f\u3053\u3068\u304b\u3089\u3001\u51fa\u3066\u304d\u305f\u4eba\u6570\u306e\u5e45\u3092\u898b\u3066\u6d3e\u9063\u306e\u767a\u6ce8\u6570\u3092\u6c7a\u3081\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0048","platform_main":"Python","publish_date":"","last_updated":"2026-09-14","tech_verified_date":"2026-09-14","trigger":"| \u6642\u70b9 | \u51e6\u7406 |\n|:--|:--|\n| \u8ca9\u4fc3\u9023\u7d61\u306e\u53d7\u4fe1\u306e\u305f\u3073 | \u3010\u81ea\u52d5\u3011\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3001\u78ba\u8a8d\u5f85\u3061\u306b\u5165\u308c\u308b |\n| \u706b\u66dc 17:00 | \u7fcc\u9031\u5206\u306e\u8ca9\u4fc3\u60c5\u5831\u306e\u78ba\u8a8d\u3092\u7de0\u3081\u308b |\n| \u6c34\u66dc 7:00\uff08\u5b9a\u6642\uff09 | \u3010\u81ea\u52d5\u3011\u30e2\u30c7\u30eb\u306e\u4f5c\u308a\u76f4\u3057\u3001\u4e88\u6e2c\u3001\u4eba\u6570\u8a08\u7b97\u3001\u8aac\u660e\u6587 |\n| \u6c34\u66dc \u65e5\u4e2d\u301c\u6728\u66dc \u6b63\u5348 | \u3010\u4eba\u3011\u4eba\u6570\u3092\u6c7a\u3081\u3001\u6d3e\u9063\u4f1a\u793e\u3078\u767a\u6ce8\u3059\u308b |\n\n**\u6c34\u66dc\u306e\u51e6\u7406\u306f\u3001\u524d\u65e5\u307e\u3067\u306e\u5b9f\u7e3e\u304c\u53d6\u308a\u8fbc\u307e\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u59cb\u3081\u307e\u3059\u3002** \u9014\u4e2d\u306e\u65e5\u304c\u6b20\u3051\u308b\u3068\u3001\u524d\u5f8c\u306e\u5024\u304b\u3089\u88dc\u308f\u308c\u305f\u4ef6\u6570\u3067\u5b66\u7fd2\u3055\u308c\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u51fa\u8377\u6307\u793a\u306e\u53d7\u4fe1\u8a18\u9332 | \u53d7\u4fe1\u65e5\u6642\u3001\u62e0\u70b9\u3001\u8377\u4e3b\u30b3\u30fc\u30c9\u3001\u4ef6\u6570 | WMS |\n| \u4f5c\u696d\u5b9f\u7e3e | \u5de5\u7a0b\u3001\u8377\u4e3b\u30b3\u30fc\u30c9\u3001\u51e6\u7406\u4ef6\u6570\u3001\u4f5c\u696d\u6642\u9593 | WMS\u3001\u52e4\u6020\u30b7\u30b9\u30c6\u30e0 |\n| \u8ca9\u4fc3\u4e88\u5b9a | \u671f\u9593\u3001\u5bfe\u8c61\u3001\u65bd\u7b56\u306e\u7a2e\u985e\u3001\u898b\u8fbc\u307f\u898f\u6a21 | \u8377\u4e3b\u306e\u30e1\u30fc\u30eb\u3001\u5171\u6709\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n| \u7a3c\u50cd\u30ab\u30ec\u30f3\u30c0\u30fc\u3068\u795d\u65e5 | \u51fa\u8377\u4f11\u307f\u306e\u65e5\u3001\u68da\u5378\u65e5\u3001\u65e5\u672c\u306e\u795d\u65e5 | \u793e\u5185\u3001BigQuery ML \u306e\u795d\u65e5\u30c7\u30fc\u30bf |\n\n**\u5929\u6c17\u306f\u5165\u308c\u307e\u305b\u3093**\uff08\u7406\u7531\u306f\u524d\u51e6\u7406\uff09\u3002","data_source":"**\u5b9f\u7e3e\uff1a** WMS\u304b\u3089\u6bce\u6669CSV\u3067\u51fa\u3057\u3001Python \u304b\u3089 BigQuery \u306e\u8868\u3078\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002**\u8ca9\u4fc3\u4e88\u5b9a\uff1a** \u8377\u4e3b\u306b\u306f\u5c02\u7528\u306e\u5171\u6709\u30a2\u30c9\u30ec\u30b9\u3078\u9001\u3063\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u30e1\u30fc\u30eb\u306e\u53d6\u5f97\u65b9\u6cd5\u306f\u74b0\u5883\u306b\u3088\u3063\u3066\u9055\u3046\u305f\u3081\u500b\u5225\u306b\u6c7a\u3081\u307e\u3059\u3002\n\n**\u751f\u7523\u6027\uff1a** \u4f5c\u696d\u5b9f\u7e3e\u304b\u3089\u3001\u5de5\u7a0b\u5225\u30fb\u8377\u4e3b\u5225\u306e\u300c1\u4eba\u6642\u3042\u305f\u308a\u306e\u51e6\u7406\u4ef6\u6570\u300d\u3092**\u76f4\u8fd18\u9031\u306e\u4e2d\u592e\u5024**\u3067\u51fa\u3057\u3001\u6bce\u9031\u66f4\u65b0\u3057\u307e\u3059\u3002\u5e73\u5747\u3067\u306a\u304f\u4e2d\u592e\u5024\u306b\u3059\u308b\u306e\u306f\u3001\u969c\u5bb3\u306e\u65e5\u306a\u3069\u306e\u6975\u7aef\u306a\u5024\u3092\u907f\u3051\u308b\u305f\u3081\u3067\u3059\u3002\n\n**\u795d\u65e5\uff1a** `HOLIDAY_REGION = 'JP'` \u3067\u65e5\u672c\u306e\u795d\u65e5\u306e\u52b9\u679c\u3092\u6271\u3044\u307e\u3059\u3002\u542b\u307e\u308c\u308b\u65e5\u306f\u516c\u958b\u30c6\u30fc\u30d6\u30eb `bigquery-public-data.ml_datasets.holidays_and_events_for_forecasting` \u3067\u78ba\u8a8d\u3067\u304d\u3001\u8db3\u308a\u306a\u3044\u4f11\u307f\u306f `custom_holiday` \u3067\u8ffd\u52a0\u3067\u304d\u307e\u3059\uff08\u65e5\u6b21\u30c7\u30fc\u30bf\u306e\u5834\u5408\uff09\u3002","preprocessing":"1. **\u300c\u66a6\u65e5\u00d7\u62e0\u70b9\u00d7\u8377\u4e3b\u300d\u306e\u8868\u306b\u3059\u308b** \u2026 \u4e88\u6e2c\u3059\u308b\u6570\u5024\u306f\u3001\u7a3c\u50cd\u65e5\u306e\u51fa\u8377\u4ef6\u6570\u3067\u306f\u306a\u304f**\u66a6\u65e5\u3054\u3068\u306e\u53d7\u4fe1\u4ef6\u6570**\u306b\u3057\u307e\u3059\u3002\u571f\u65e5\u795d\u3082\u6ce8\u6587\u306f\u5c4a\u304f\u306e\u3067\u884c\u304c\u6b20\u3051\u307e\u305b\u3093\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u6b20\u3051\u305f\u65e5\u3092\u524d\u5f8c\u304b\u3089\u76f4\u7dda\u3067\u88dc\u3046\u305f\u3081\u3001**\u51fa\u8377\u4f11\u307f\u306e\u884c\u3092\u629c\u304f\u3068\u3001\u5b9f\u5728\u3057\u306a\u3044\u51fa\u8377\u304c\u3042\u3063\u305f\u65e5\u3068\u3057\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059**\n2. **\u8ca9\u4fc3\u306e\u5217\u3092\u4f5c\u308b** \u2026 \u4eba\u304c\u78ba\u8a8d\u3057\u305f\u4e88\u5b9a\u304b\u3089\u3001`promo_flag`\uff08\u65bd\u7b56\u304c\u3042\u308b\u65e5\u306f1\uff09\u3001`promo_scale`\uff08\u8a18\u8f09\u3055\u308c\u305f\u500d\u7387\u304b\u30891\u3092\u5f15\u3044\u305f\u5024\uff09\u3001`preorder_ship`\uff08\u4e88\u7d04\u5546\u54c1\u306e\u4e00\u6589\u51fa\u8377\u65e5\uff09\u3092\u4f5c\u308a\u307e\u3059\n3. **\u7a7a\u6b04\u30920\u3067\u57cb\u3081\u308b** \u2026 \u7279\u5fb4\u91cf\u306e\u7a7a\u6b04\u306f**\u5217\u5168\u4f53\u306e\u5e73\u5747**\u3067\u57cb\u3081\u3089\u308c\u3001\u307b\u304b\u306e\u8377\u4e3b\u306e\u5024\u304c\u6df7\u3056\u308a\u307e\u3059\u3002\u65bd\u7b56\u306e\u306a\u3044\u65e5\u306f\u5fc5\u305a0\u306b\u3057\u307e\u3059\n4. **\u4e88\u6e2c\u6642\u70b9\u3067\u5024\u304c\u5206\u304b\u3089\u306a\u3044\u8981\u56e0\u306f\u5165\u308c\u306a\u3044** \u2026 \u3053\u306e\u30e2\u30c7\u30eb\u306f\u4e88\u6e2c\u3059\u308b\u65e5\u306e\u7279\u5fb4\u91cf\u306e\u5024\u3092\u6e21\u3057\u3066\u4e88\u6e2c\u3057\u307e\u3059\u300210\u65e5\u5f8c\u306e\u5929\u6c17\u306f\u5206\u304b\u3089\u306a\u3044\u306e\u3067\u3001\u4eba\u306e\u88dc\u6b63\u306b\u56de\u3057\u307e\u3059\n5. **\u671f\u9593\u3068\u5916\u308c\u5024\u3092\u6574\u3048\u308b** \u2026 \u76f4\u8fd12\u301c3\u5e74\u5206\u3067\u8db3\u308a\u308b\u3068\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u5b66\u7fd2\u306f\u76f4\u8fd13\u5e74\u307e\u3067\u306b\u3057\u3001\u68da\u5378\u65e5\u3084\u969c\u5bb3\u306e\u65e5\u306f\u751f\u7523\u6027\u306e\u8a08\u7b97\u304b\u3089\u5916\u3057\u307e\u3059","ai_processing":"| \u51e6\u7406 | \u5185\u5bb9 | \u4f7f\u3046\u3082\u306e |\n|:--|:--|:--|\n| \u8ca9\u4fc3\u9023\u7d61\u306e\u9805\u76ee\u5316 | \u671f\u9593\u30fb\u5bfe\u8c61\u30fb\u65bd\u7b56\u306e\u7a2e\u985e\u30fb\u898b\u8fbc\u307f\u898f\u6a21\u3092\u53d6\u308a\u51fa\u3059 | \u751f\u6210AI |\n| \u53d7\u4fe1\u4ef6\u6570\u306e\u4e88\u6e2c | \u66a6\u65e5\u00d7\u62e0\u70b9\u00d7\u8377\u4e3b\u306e\u4ef6\u6570\u3068\u3001\u4e88\u6e2c\u533a\u9593\u3092\u51fa\u3059 | ARIMA_PLUS_XREG |\n| \u4e88\u6e2c\u306e\u5185\u8a33 | \u66dc\u65e5\u30fb\u795d\u65e5\u30fb\u8ca9\u4fc3\u30fb\u50be\u5411\u306e\u5bc4\u4e0e\u3092\u51fa\u3059 | ML.EXPLAIN_FORECAST |\n| \u63db\u7b97\u3068\u4eba\u6570\u8a08\u7b97 | \u53d7\u4fe1\u4ef6\u6570\u3092\u51fa\u8377\u65e5\u306b\u5272\u308a\u4ed8\u3051\u3001\u5de5\u7a0b\u5225\u306e\u4eba\u6570\u30923\u901a\u308a\u51fa\u3059 | \u30d7\u30ed\u30b0\u30e9\u30e0 |\n| \u5dee\u306e\u8aac\u660e\u6587 | \u524d\u9031\u30fb\u524d\u5e74\u540c\u9031\u3068\u306e\u5dee\u3092\u3001\u5185\u8a33\u306e\u6570\u5024\u304b\u3089\u6587\u7ae0\u306b\u3059\u308b | \u751f\u6210AI |\n\n**\u51fa\u8377\u4ef6\u6570\u3092\u751f\u6210AI\u306b\u4e88\u6e2c\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6642\u7cfb\u5217\u30e2\u30c7\u30eb\u306f\u4e88\u6e2c\u5024\u3068\u4e88\u6e2c\u533a\u9593\u3092\u8fd4\u3057\u3001\u5185\u8a33\u3082\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u751f\u6210AI\u306b\u4ef6\u6570\u3092\u805e\u304f\u3068\u3001\u6839\u62e0\u3092\u78ba\u304b\u3081\u3089\u308c\u306a\u3044\u6570\u5024\u304c\u8a08\u753b\u306b\u5165\u308a\u307e\u3059\u3002\n\nML.FORECAST \u306e\u4e88\u6e2c\u5024\u306f\u4e88\u6e2c\u533a\u9593\u306e\u4e0a\u9650\u3068\u4e0b\u9650\u306e\u5e73\u5747\u3067\u3001\u533a\u9593\u306e\u5e83\u3055\u306f `confidence_level`\uff08\u65e2\u5b9a0.95\uff09\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002**\u4eba\u54e1\u8a08\u753b\u3067\u306f0.8\u304b\u3089\u59cb\u3081\u3001\u7b2c8\u7ae0\u3067\u5b9f\u7e3e\u304c\u533a\u9593\u306e\u5916\u306b\u51fa\u305f\u5272\u5408\u3092\u898b\u3066\u8abf\u6574\u3057\u307e\u3059\u3002** ML.EXPLAIN_FORECAST \u306f\u3001\u4e88\u6e2c\u3092\u50be\u5411\u30fb\u9031\u306e\u5b63\u7bc0\u6027\u30fb\u795d\u65e5\u306e\u52b9\u679c\u30fb\u7279\u5fb4\u91cf\u3054\u3068\u306e\u5bc4\u4e0e\uff08\u91cd\u307f\u00d7\u5024\uff09\u306b\u5206\u3051\u3066\u8fd4\u3057\u307e\u3059\u3002**\u8aac\u660e\u6587\u306e\u6750\u6599\u306f\u3053\u306e\u6570\u5024\u3067\u3059\u3002**\n\n\u63db\u7b97\u3068\u4eba\u6570\u306f\u6b21\u306e\u5f0f\u3067\u8a08\u7b97\u3057\u307e\u3059\u3002\u751f\u7523\u6027\u306f\u8377\u4e3b\u3054\u3068\u306b\u9055\u3046\u305f\u3081\u3001\u8377\u4e3b\u5225\u306b\u4eba\u6642\u3092\u51fa\u3057\u3066\u304b\u3089\u5408\u8a08\u3057\u307e\u3059\u3002\n\n```\n\u7a3c\u50cd\u65e5D\u306e\u51fa\u8377\u4ef6\u6570 \uff1d \u524d\u306e\u7a3c\u50cd\u65e5\u306e\u7de0\u3081\u5f8c\u306e\u53d7\u4fe1 \uff0b \u9593\u306e\u51fa\u8377\u4f11\u307f\u306e\u65e5\u306e\u53d7\u4fe1 \uff0b D\u65e5\u306e\u7de0\u3081\u307e\u3067\u306e\u53d7\u4fe1\n  \uff08\u7de0\u3081\u524d\u5f8c\u306e\u5272\u5408\u306f\u3001\u8377\u4e3b\u5225\u30fb\u66dc\u65e5\u5225\u306e\u76f4\u8fd18\u9031\u306e\u5b9f\u7e3e\u304b\u3089\u51fa\u3059\uff09\n\u5fc5\u8981\u4eba\u6642\uff08\u5de5\u7a0b\u3054\u3068\uff09\uff1d \u4e88\u6e2c\u51fa\u8377\u4ef6\u6570 \u00f7 1\u4eba\u6642\u3042\u305f\u308a\u306e\u51e6\u7406\u4ef6\u6570\n\u5fc5\u8981\u4eba\u6570\uff08\u5de5\u7a0b\u3054\u3068\uff09\uff1d \u5fc5\u8981\u4eba\u6642 \u00f7 1\u4eba\u3042\u305f\u308a\u306e\u5b9f\u50cd\u6642\u9593\uff08\u5207\u308a\u4e0a\u3052\uff09\n```\n\n\u8a08\u7b97\u4f8b\u3067\u3059\uff08\u5b9f\u50cd7.5\u6642\u9593\uff09\u3002\u4e88\u6e2c\u50249,600\u4ef6\u306a\u3089\u3001\u30d4\u30c3\u30ad\u30f3\u30b0\uff08150\u4ef6\uff0f\u4eba\u6642\uff09\u306f64.0\u4eba\u6642\u30679\u4eba\u3001\u68b1\u5305\uff08110\u4ef6\uff0f\u4eba\u6642\uff09\u306f87.3\u4eba\u6642\u306712\u4eba\u3001\u51fa\u8377\uff08400\u4ef6\uff0f\u4eba\u6642\uff09\u306f24.0\u4eba\u6642\u30674\u4eba\u3001\u5408\u308f\u305b\u306625\u4eba\u3067\u3059\u3002\u4e0a\u965011,200\u4ef6\u3067\u306f28\u4eba\u3001\u4e0b\u96508,300\u4ef6\u3067\u306f22\u4eba\u3067\u3059\u3002**\u3053\u306e3\u901a\u308a\u3092\u4eba\u306b\u6e21\u3057\u307e\u3059\u3002**","prompt_example":"```\n\u8377\u4e3b\u304b\u3089\u5c4a\u3044\u305f\u8ca9\u4fc3\u30fb\u30bb\u30fc\u30eb\u306e\u9023\u7d61\u304b\u3089\u3001\u51fa\u8377\u306e\u4e88\u6e2c\u306b\u4f7f\u3046\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u672c\u6587\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u671f\u9593\u3001\u5bfe\u8c61\u3001\u898b\u8fbc\u307f\u898f\u6a21\u306e\u3046\u3061\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306f null \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u4f8b\u5e74\u4e26\u307f\u300d\u300c\u5927\u578b\u300d\u306a\u3069\u306e\u8868\u73fe\u304b\u3089\u6570\u5024\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u898f\u6a21\u306b\u6570\u5024\uff08\u300c\u901a\u5e38\u306e2\u500d\u300d\u306a\u3069\uff09\u304c\u3042\u308b\u5834\u5408\u3060\u3051\u3001scale_value \u306b\u500d\u7387\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5e74\u306e\u306a\u3044\u65e5\u4ed8\u306f\u53d7\u4fe1\u65e5\u3088\u308a\u5f8c\u3067\u6700\u3082\u8fd1\u3044\u65e5\u3068\u3057\u3001year_inferred \u3092 true \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u65bd\u7b56\u304c\u8907\u6570\u3042\u308c\u3070\u5206\u3051\u3001\u6839\u62e0\u306e\u539f\u6587\u3092 source_quote \u306b\u5f15\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8377\u4e3b\u30b3\u30fc\u30c9\u3011{shipper_id}\u3000\u3010\u53d7\u4fe1\u65e5\u3011{received_date}\u3000\u3010\u672c\u6587\u3011{mail_body}\n```\n\n**\u300c\u8868\u73fe\u304b\u3089\u6570\u5024\u3092\u63a8\u6e2c\u3057\u306a\u3044\u300d\u306e1\u884c\u304c\u91cd\u8981\u3067\u3059\u3002** \u300c\u5927\u578b\u30bb\u30fc\u30eb\u300d\u306b\u751f\u6210AI\u304c\u300c2\u500d\u7a0b\u5ea6\u300d\u3068\u88dc\u3046\u3068\u3001\u305d\u306e\u500d\u7387\u304c\u305d\u306e\u307e\u307e\u4e88\u6e2c\u306b\u5165\u308a\u307e\u3059\u3002\u8aac\u660e\u6587\u306e\u6307\u793a\u3067\u306f\u3001\u300c\u4e0e\u3048\u3089\u308c\u305f\u6570\u5024\u3060\u3051\u3092\u4f7f\u3046\u300d\u300c\u7406\u7531\u306f\u5185\u8a33\u306b\u6570\u5024\u304c\u3042\u308b\u9805\u76ee\u304b\u3089\u3060\u3051\u66f8\u304d\u3001\u5929\u5019\u306a\u3069\u5185\u8a33\u306b\u306a\u3044\u7406\u7531\u3092\u66f8\u304b\u306a\u3044\u300d\u300c\u4eba\u6570\u306e\u5897\u6e1b\u306e\u5224\u65ad\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u5b88\u3089\u305b\u307e\u3059\u3002","output_data":"```json\n{\"shipper_id\": \"S03\",\n \"campaigns\": [\n   {\"type\": \"sale | coupon | free_shipping | preorder_ship | other\",\n    \"start_date\": \"2026-09-24\", \"end_date\": \"2026-09-27\",\n    \"year_inferred\": false, \"target\": \"\u79cb\u7269\u30a2\u30a6\u30bf\u30fc\u5168\u54c1\",\n    \"scale_value\": 2.0, \"source_quote\": \"\"}\n ]}\n```\n\nGemini API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u306f\u3001\u9078\u629e\u80a2\uff08`enum`\uff09\u3001\u65e5\u4ed8\u306e\u5f62\u5f0f\u3001null \u3092\u8a31\u3059\u578b\u3001\u6570\u5024\u306e\u6700\u5c0f\u30fb\u6700\u5927\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002**\u305f\u3060\u3057\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u3001\u5024\u306e\u59a5\u5f53\u6027\u306f\u30a2\u30d7\u30ea\u5074\u3067\u691c\u8a3c\u3059\u308b\u3088\u3046\u6c42\u3081\u3066\u3044\u307e\u3059\u3002** \u958b\u59cb\u65e5\u304c\u7d42\u4e86\u65e5\u3088\u308a\u5f8c\u3068\u3044\u3063\u305f\u5024\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5f3e\u3044\u3066\u4eba\u3078\u56de\u3057\u307e\u3059\u3002","integration_systems":"Python \u304b\u3089 BigQuery \u3078SQL\u3092\u9001\u308a\uff08`client.query_and_wait()`\uff09\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u76f4\u3057\u3066\u4e88\u6e2c\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\n\n```sql\nCREATE OR REPLACE MODEL `wh.orders_xreg`\nOPTIONS (MODEL_TYPE = 'ARIMA_PLUS_XREG', TIME_SERIES_TIMESTAMP_COL = 'order_date',\n  TIME_SERIES_DATA_COL = 'orders', TIME_SERIES_ID_COL = ['site_id', 'shipper_id'],\n  DATA_FREQUENCY = 'DAILY', HOLIDAY_REGION = 'JP', HORIZON = 14) AS\nSELECT order_date, site_id, shipper_id, orders, promo_flag, promo_scale, preorder_ship\nFROM `wh.daily_orders` WHERE order_date >= DATE '2023-09-09';\n\nSELECT * FROM ML.FORECAST(MODEL `wh.orders_xreg`,\n  STRUCT(14 AS horizon, 0.8 AS confidence_level),\n  (SELECT * FROM `wh.future_promo`));  -- \u4e88\u6e2c\u3059\u308b\u65e5\u306e\u8ca9\u4fc3\u306e\u5217\u3092\u6e21\u3059\n```\n\n**\u4e88\u6e2c\u306f CREATE MODEL \u306e\u5b9f\u884c\u6642\u306b\u884c\u308f\u308c\u3001ML.FORECAST \u306f\u7d50\u679c\u3092\u53d6\u308a\u51fa\u3059\u3060\u3051\u3067\u3059\u3002** \u4eba\u54e1\u8a08\u753b\u8868\u306b\u306f\u3001\u65e5\u4ed8\u30fb\u62e0\u70b9\u30fb\u5de5\u7a0b\u3054\u3068\u306b\u4e88\u6e2c\u4ef6\u6570\u30683\u901a\u308a\u306e\u4eba\u6570\u3001\u8aac\u660e\u6587\u3001\u6ce8\u610f\uff08\u672a\u78ba\u8a8d\u306e\u8ca9\u4fc3\u306a\u3069\uff09\u3092\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\u6d3e\u9063\u767a\u6ce8\u6570\u306e\u6b04\u306f\u7a7a\u6b04\u306b\u3057\u3001\u8a08\u753b\u62c5\u5f53\u304c\u8a18\u5165\u3057\u307e\u3059\u3002**","human_review":"**\u4eba\u304c\u884c\u3046\u306e\u306f3\u3064\u3067\u3059\u3002\u904b\u7528\u304c\u5b89\u5b9a\u3057\u3066\u3082\u5909\u3048\u307e\u305b\u3093\u3002**\n\n1. **\u8ca9\u4fc3\u60c5\u5831\u306e\u78ba\u8a8d** \u2026 \u539f\u6587\u3068\u898b\u6bd4\u3079\u3001\u898f\u6a21\u304c null \u306e\u65bd\u7b56\u306f\u8377\u4e3b\u306b\u554f\u3044\u5408\u308f\u305b\u307e\u3059\u3002\u78ba\u8a8d\u524d\u306e\u60c5\u5831\u306f\u4e88\u6e2c\u306b\u4f7f\u3044\u307e\u305b\u3093\n2. **\u4eba\u6570\u306e\u6c7a\u5b9a** \u2026 3\u901a\u308a\u306e\u4eba\u6570\u306b\u3001\u5929\u5019\u3084\u793e\u54e1\u306e\u5fdc\u63f4\u306e\u4f59\u529b\u3092\u52a0\u5473\u3057\u3066\u6c7a\u3081\u307e\u3059\n3. **\u6d3e\u9063\u767a\u6ce8\u6570\u306e\u78ba\u5b9a** \u2026 \u767a\u6ce8\u306f\u5951\u7d04\u3068\u8cbb\u7528\u304c\u4f34\u3044\u3001\u6765\u3066\u3082\u3089\u3046\u4eba\u306e\u4e88\u5b9a\u306b\u3082\u95a2\u308f\u308a\u307e\u3059\u3002**\u81ea\u52d5\u3067\u78ba\u5b9a\u3055\u305b\u305f\u308a\u3001\u6d3e\u9063\u4f1a\u793e\u3078\u81ea\u52d5\u3067\u9001\u3063\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n\n\u5e45\u306e\u4f7f\u3044\u65b9\u306f\u5148\u306b\u6c7a\u3081\u307e\u3059\u3002\u4f8b\uff1a\u300c\u6d3e\u9063\u306f\u4e88\u6e2c\u5024\u3067\u767a\u6ce8\u3057\u3001\u4e0a\u9650\u3068\u306e\u5dee\u306f\u793e\u54e1\u306e\u5fdc\u63f4\u3067\u5438\u53ce\u3059\u308b\u3002\u5927\u578b\u30bb\u30fc\u30eb\u306e\u521d\u65e5\u3060\u3051\u306f\u4e0a\u9650\u3067\u767a\u6ce8\u3059\u308b\u300d\u3002**\u30eb\u30fc\u30eb\u3092\u6c7a\u3081\u305a\u306b\u5e45\u3060\u3051\u6e21\u3059\u3068\u3001\u62c5\u5f53\u8005\u3054\u3068\u306b\u5224\u65ad\u304c\u5272\u308c\u3001\u5c5e\u4eba\u5316\u304c\u623b\u308a\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u524d\u65e5\u307e\u3067\u306e\u5b9f\u7e3e\u306e\u53d6\u308a\u8fbc\u307f\u304c\u5931\u6557\u3057\u305f | \u5b66\u7fd2\u3092\u6b62\u3081\u3066\u901a\u77e5\u3059\u308b |\n| \u8ca9\u4fc3\u306e\u898f\u6a21\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3001\u7de0\u3081\u307e\u3067\u306b\u78ba\u8a8d\u3067\u304d\u306a\u3044 | null \u306e\u307e\u307e\u4eba\u3078\u56de\u3057\u3001\u4e88\u6e2c\u306b\u5165\u308c\u305a\u306b\u6ce8\u610f\u6b04\u3078\u51fa\u3059 |\n| \u65b0\u3057\u3044\u8377\u4e3b\u3067\u5b9f\u7e3e\u304c1\u5e74\u672a\u6e80 | \u795d\u65e5\u306e\u52b9\u679c\u3092\u5b66\u7fd2\u3067\u304d\u306a\u3044\u3002\u8377\u4e3b\u306e\u898b\u8fbc\u307f\u4ef6\u6570\u3092\u4eba\u304c\u5165\u529b\u3059\u308b |\n| \u53f0\u98a8\u30fb\u5927\u96ea\u306e\u4e88\u5831\u3001\u904e\u53bb\u306b\u4f8b\u306e\u306a\u3044\u65bd\u7b56 | \u8a08\u753b\u62c5\u5f53\u304c\u88dc\u6b63\u3057\u3001\u7406\u7531\u3092\u8a18\u9332\u3059\u308b |\n| \u5b9f\u7e3e\u304c\u4e88\u6e2c\u533a\u9593\u306e\u5916\u306b\u51fa\u308b\u65e5\u304c\u7d9a\u304f | \u4fe1\u983c\u6c34\u6e96\u3001\u5b66\u7fd2\u671f\u9593\u3001\u8ca9\u4fc3\u306e\u5217\u3092\u898b\u76f4\u3059 |","log_storage":"- \u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u76f4\u3057\u305f\u65e5\u6642\u3068\u5b66\u7fd2\u671f\u9593\u3001\u4e88\u6e2c\u5024\u30fb\u4e0a\u9650\u30fb\u4e0b\u9650\n- \u53d6\u308a\u51fa\u3057\u305f\u8ca9\u4fc3\u60c5\u5831\u3068\u3001\u4eba\u304c\u76f4\u3057\u305f\u5185\u5bb9\n- \u6c7a\u3081\u305f\u4eba\u6570\u3001\u88dc\u6b63\u306e\u7406\u7531\u3001\u6d3e\u9063\u306e\u767a\u6ce8\u6570\n- **\u5b9f\u7e3e\u306e\u51fa\u8377\u4ef6\u6570\u3068\u3001\u5b9f\u7e3e\u304b\u3089\u9006\u7b97\u3057\u305f\u5fc5\u8981\u4eba\u6570\uff08\u5b9f\u7e3e\u4ef6\u6570 \u00f7 \u751f\u7523\u6027\uff09**\n\n**\u6700\u5f8c\u306e\u9805\u76ee\u304c\u3053\u306e\u69cb\u6210\u306e\u4e2d\u5fc3\u3067\u3059\u3002** \u767a\u6ce8\u3057\u305f\u4eba\u6570\u3068\u306e\u5dee\u3092\u65e5\u5225\u306b\u6b8b\u3059\u3068\u3001\u4eba\u304c\u4f59\u3063\u305f\u65e5\u30fb\u8db3\u308a\u306a\u304b\u3063\u305f\u65e5\u304c\u6570\u5b57\u3067\u5206\u304b\u308a\u307e\u3059\u3002","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":2,"assumption_frequency":44,"assumption_workdays":22,"volume_month":44,"before_minutes_per_case":55,"after_minutes_per_case":20,"hourly_cost":3000,"before_hours_month":40.2999999999999971578290569595992565155029296875,"after_hours_month":14.699999999999999289457264239899814128875732421875,"saved_hours_month":25.699999999999999289457264239899814128875732421875,"reduction_rate":64,"saved_hours_year":308,"annual_cost_effect":924000,"summary":"WMS\u306e\u51fa\u8377\u5b9f\u7e3e\u3068\u3001\u8377\u4e3b\u304b\u3089\u5c4a\u304f\u8ca9\u4fc3\u306e\u9023\u7d61\u3001\u795d\u65e5\u306e\u4e26\u3073\u3092\u5165\u529b\u306b\u3001\u7fcc\u9031\u306e\u65e5\u5225\u306e\u51fa\u8377\u4ef6\u6570\u3092\u6642\u7cfb\u5217\u4e88\u6e2c\u3067\u898b\u8fbc\u307f\u3001\u5de5\u7a0b\u3054\u3068\u306b\u5fc5\u8981\u306a\u4eba\u6570\u3092\u4e0a\u632f\u308c\u30fb\u4e0b\u632f\u308c\u306e\u5e45\u3064\u304d\u3067\u8a08\u7b97\u3057\u307e\u3059\u3002\u8a08\u753b\u62c5\u5f53\u306e\u4f5c\u696d\u306f\u3001\u5b9f\u7e3e\u3092\u96c6\u3081\u3066\u52d8\u3067\u4ef6\u6570\u3092\u7f6e\u304f\u3053\u3068\u304b\u3089\u3001\u51fa\u3066\u304d\u305f\u4eba\u6570\u306e\u5e45\u3092\u898b\u3066\u6d3e\u9063\u306e\u767a\u6ce8\u6570\u3092\u6c7a\u3081\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002","before_flow":"1. \u6c34\u66dc\u306e\u5348\u5f8c\u3001WMS\u304b\u3089\u524d\u9031\u3068\u524d\u5e74\u540c\u9031\u306e\u51fa\u8377\u5b9f\u7e3e\u3092\u8377\u4e3b\u5225\u30fb\u65e5\u5225\u306bCSV\u3067\u51fa\u3059\n2. Excel\u306e\u96c6\u8a08\u8868\u306b\u8cbc\u308a\u3001\u66dc\u65e5\u3092\u305d\u308d\u3048\u3066\u4e26\u3079\u308b\n3. \u8377\u4e3b\u304b\u3089\u5c4a\u3044\u305f\u8ca9\u4fc3\u306e\u30e1\u30fc\u30eb\u3068\u5171\u6709\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u8aad\u307f\u3001\u7fcc\u9031\u306b\u304b\u304b\u308b\u65bd\u7b56\u3092\u62fe\u3046\n4. \u795d\u65e5\u30fb\u9023\u4f11\u306e\u4f4d\u7f6e\u3068\u3001\u9031\u9593\u306e\u5929\u6c17\u4e88\u5831\u3092\u898b\u308b\n5. \u524d\u5e74\u6bd4\u3084\u7d4c\u9a13\u4e0a\u306e\u500d\u7387\u3092\u639b\u3051\u3066\u3001\u65e5\u5225\u30fb\u8377\u4e3b\u5225\u306e\u898b\u8fbc\u307f\u4ef6\u6570\u3092\u6c7a\u3081\u308b\n6. \u898b\u8fbc\u307f\u4ef6\u6570\u3092\u5de5\u7a0b\u3054\u3068\u306e\u6a19\u6e96\u751f\u7523\u6027\u3067\u5272\u308a\u3001\u5fc5\u8981\u4eba\u6642\u3068\u4eba\u6570\u3092\u51fa\u3059\n7. \u56fa\u5b9a\u30b7\u30d5\u30c8\u3067\u8db3\u308a\u306a\u3044\u4eba\u6570\u3092\u6d3e\u9063\u306e\u767a\u6ce8\u6570\u3068\u3057\u3066\u6c7a\u3081\u3001\u6728\u66dc\u6b63\u5348\u307e\u3067\u306b\u767a\u6ce8\u3059\u308b\n\n\u554f\u984c\u306f4\u3064\u3042\u308a\u307e\u3059\u3002\n\n**\uff08a\uff09\u898b\u8fbc\u307f\u304c\u62c5\u5f53\u8005\u306e\u7d4c\u9a13\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002** \u300c\u9023\u4f11\u660e\u3051\u306f1.4\u500d\u300d\u3068\u3044\u3063\u305f\u500d\u7387\u304c\u982d\u306e\u4e2d\u306b\u3042\u308a\u3001\u62c5\u5f53\u8005\u304c\u4f11\u3080\u3068\u6c7a\u3081\u3089\u308c\u307e\u305b\u3093\u3002\n\n**\uff08b\uff09\u8ca9\u4fc3\u306e\u9023\u7d61\u304c\u305d\u308d\u3063\u3066\u3044\u306a\u3044\u3002** \u672c\u6587\u3001\u6dfb\u4ed8\u306e\u8868\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3068\u8377\u4e3b\u3054\u3068\u306b\u5f62\u304c\u9055\u3044\u3001\u898f\u6a21\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3082\u591a\u304f\u3042\u308a\u307e\u3059\u3002**\u62fe\u3044\u6f0f\u308c\u305f\u65bd\u7b56\u306e\u65e5\u306b\u4eba\u304c\u8db3\u308a\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u751f\u7523\u6027\u306e\u6570\u5b57\u304c\u53e4\u3044\u3002** \u300c1\u4eba\u6642\u3042\u305f\u308a\u4f55\u4ef6\u300d\u306f\u5e741\u56de\u898b\u76f4\u3059\u6a19\u6e96\u5024\u3067\u3001\u5546\u54c1\u69cb\u6210\u306e\u5909\u5316\u304c\u53cd\u6620\u3055\u308c\u307e\u305b\u3093\u3002\n\n**\uff08d\uff09\u898b\u8fbc\u307f\u3068\u5b9f\u7e3e\u3092\u7a81\u304d\u5408\u308f\u305b\u3066\u3044\u306a\u3044\u3002** \u4eba\u304c\u4f59\u3063\u305f\u65e5\u30fb\u8db3\u308a\u306a\u304b\u3063\u305f\u65e5\u306e\u539f\u56e0\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002","before_flow_steps":["\u6c34\u66dc\u306e\u5348\u5f8c\u3001WMS\u304b\u3089\u524d\u9031\u3068\u524d\u5e74\u540c\u9031\u306e\u51fa\u8377\u5b9f\u7e3e\u3092\u8377\u4e3b\u5225\u30fb\u65e5\u5225\u306bCSV\u3067\u51fa\u3059","Excel\u306e\u96c6\u8a08\u8868\u306b\u8cbc\u308a\u3001\u66dc\u65e5\u3092\u305d\u308d\u3048\u3066\u4e26\u3079\u308b","\u8377\u4e3b\u304b\u3089\u5c4a\u3044\u305f\u8ca9\u4fc3\u306e\u30e1\u30fc\u30eb\u3068\u5171\u6709\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u8aad\u307f\u3001\u7fcc\u9031\u306b\u304b\u304b\u308b\u65bd\u7b56\u3092\u62fe\u3046","\u795d\u65e5\u30fb\u9023\u4f11\u306e\u4f4d\u7f6e\u3068\u3001\u9031\u9593\u306e\u5929\u6c17\u4e88\u5831\u3092\u898b\u308b","\u524d\u5e74\u6bd4\u3084\u7d4c\u9a13\u4e0a\u306e\u500d\u7387\u3092\u639b\u3051\u3066\u3001\u65e5\u5225\u30fb\u8377\u4e3b\u5225\u306e\u898b\u8fbc\u307f\u4ef6\u6570\u3092\u6c7a\u3081\u308b","\u898b\u8fbc\u307f\u4ef6\u6570\u3092\u5de5\u7a0b\u3054\u3068\u306e\u6a19\u6e96\u751f\u7523\u6027\u3067\u5272\u308a\u3001\u5fc5\u8981\u4eba\u6642\u3068\u4eba\u6570\u3092\u51fa\u3059","\u56fa\u5b9a\u30b7\u30d5\u30c8\u3067\u8db3\u308a\u306a\u3044\u4eba\u6570\u3092\u6d3e\u9063\u306e\u767a\u6ce8\u6570\u3068\u3057\u3066\u6c7a\u3081\u3001\u6728\u66dc\u6b63\u5348\u307e\u3067\u306b\u767a\u6ce8\u3059\u308b"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u6bce\u6669\u3001WMS\u306e\u53d7\u4fe1\u8a18\u9332\u30fb\u51fa\u8377\u5b9f\u7e3e\u30fb\u4f5c\u696d\u5b9f\u7e3e\u3092 BigQuery \u306b\u53d6\u308a\u8fbc\u3080\n2. **\u3010\u81ea\u52d5\u3011** \u8ca9\u4fc3\u9023\u7d61\u304c\u5c4a\u304f\u305f\u3073\u306b\u3001\u751f\u6210AI\u304c\u671f\u9593\u30fb\u5bfe\u8c61\u30fb\u898b\u8fbc\u307f\u898f\u6a21\u3092\u53d6\u308a\u51fa\u3059\n3. **\u3010\u4eba\u3011** \u8a08\u753b\u62c5\u5f53\u304c\u539f\u6587\u3068\u898b\u6bd4\u3079\u3001\u898f\u6a21\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u65bd\u7b56\u306f\u8377\u4e3b\u306b\u554f\u3044\u5408\u308f\u305b\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u6c34\u66dc\u306e\u671d\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u76f4\u3057\u3001\u7fcc\u9031\u306e\u65e5\u5225\u30fb\u8377\u4e3b\u5225\u306e\u4ef6\u6570\u3068\u4e88\u6e2c\u533a\u9593\u3092\u51fa\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u7a3c\u50cd\u65e5\u306e\u51fa\u8377\u4ef6\u6570\u306b\u63db\u7b97\u3057\u3001\u5de5\u7a0b\u5225\u306e\u5fc5\u8981\u4eba\u6570\u30923\u901a\u308a\u3067\u8a08\u7b97\u3059\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u524d\u9031\u30fb\u524d\u5e74\u540c\u9031\u3068\u306e\u5dee\u3092\u8aac\u660e\u3059\u308b\u6587\u7ae0\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\n7. **\u3010\u4eba\u3011** \u8a08\u753b\u62c5\u5f53\u304c\u4eba\u6570\u3068\u8aac\u660e\u6587\u3092\u898b\u3066\u3001\u5929\u5019\u306a\u3069\u3092\u52a0\u5473\u3057\u3066\u4eba\u6570\u3092\u6c7a\u3081\u3001\u6d3e\u9063\u3092\u767a\u6ce8\u3059\u308b\n8. **\u3010\u81ea\u52d5\u3011** \u7fcc\u9031\u3001\u5b9f\u7e3e\u3068\u4e88\u6e2c\u3092\u7a81\u304d\u5408\u308f\u305b\u3001\u8aa4\u5dee\u7387\u3068\u4eba\u54e1\u306e\u904e\u4e0d\u8db3\u3092\u8a18\u9332\u3059\u308b\n\n\u81ea\u52d5\u5316\u3055\u308c\u308b\u306e\u306f\u300c\u96c6\u3081\u308b\u300d\u300c\u4e88\u6e2c\u3059\u308b\u300d\u300c\u8a08\u7b97\u3059\u308b\u300d\u300c\u8a18\u9332\u3059\u308b\u300d\u3067\u3059\u3002**\u4eba\u6570\u3068\u767a\u6ce8\u6570\u3092\u6c7a\u3081\u308b\u306e\u306f\u4eba\u3067\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u6bce\u6669\u3001WMS\u306e\u53d7\u4fe1\u8a18\u9332\u30fb\u51fa\u8377\u5b9f\u7e3e\u30fb\u4f5c\u696d\u5b9f\u7e3e\u3092 BigQuery \u306b\u53d6\u308a\u8fbc\u3080","**\u3010\u81ea\u52d5\u3011** \u8ca9\u4fc3\u9023\u7d61\u304c\u5c4a\u304f\u305f\u3073\u306b\u3001\u751f\u6210AI\u304c\u671f\u9593\u30fb\u5bfe\u8c61\u30fb\u898b\u8fbc\u307f\u898f\u6a21\u3092\u53d6\u308a\u51fa\u3059","**\u3010\u4eba\u3011** \u8a08\u753b\u62c5\u5f53\u304c\u539f\u6587\u3068\u898b\u6bd4\u3079\u3001\u898f\u6a21\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u65bd\u7b56\u306f\u8377\u4e3b\u306b\u554f\u3044\u5408\u308f\u305b\u308b","**\u3010\u81ea\u52d5\u3011** \u6c34\u66dc\u306e\u671d\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u76f4\u3057\u3001\u7fcc\u9031\u306e\u65e5\u5225\u30fb\u8377\u4e3b\u5225\u306e\u4ef6\u6570\u3068\u4e88\u6e2c\u533a\u9593\u3092\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u7a3c\u50cd\u65e5\u306e\u51fa\u8377\u4ef6\u6570\u306b\u63db\u7b97\u3057\u3001\u5de5\u7a0b\u5225\u306e\u5fc5\u8981\u4eba\u6570\u30923\u901a\u308a\u3067\u8a08\u7b97\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u524d\u9031\u30fb\u524d\u5e74\u540c\u9031\u3068\u306e\u5dee\u3092\u8aac\u660e\u3059\u308b\u6587\u7ae0\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u8a08\u753b\u62c5\u5f53\u304c\u4eba\u6570\u3068\u8aac\u660e\u6587\u3092\u898b\u3066\u3001\u5929\u5019\u306a\u3069\u3092\u52a0\u5473\u3057\u3066\u4eba\u6570\u3092\u6c7a\u3081\u3001\u6d3e\u9063\u3092\u767a\u6ce8\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u7fcc\u9031\u3001\u5b9f\u7e3e\u3068\u4e88\u6e2c\u3092\u7a81\u304d\u5408\u308f\u305b\u3001\u8aa4\u5dee\u7387\u3068\u4eba\u54e1\u306e\u904e\u4e0d\u8db3\u3092\u8a18\u9332\u3059\u308b"],"architecture":"```\nWMS\uff08\u53d7\u4fe1\u8a18\u9332\u30fb\u51fa\u8377\u5b9f\u7e3e\u30fb\u4f5c\u696d\u5b9f\u7e3e\uff09      \u8377\u4e3b\u306e\u8ca9\u4fc3\u9023\u7d61\uff08\u30e1\u30fc\u30eb\u7b49\uff09\n   \u2502 CSV\uff08\u6bce\u6669\uff09                             \u25bc\n   \u25bc                                    Gemini API \u2500\u2500 \u671f\u9593\u30fb\u5bfe\u8c61\u30fb\u898f\u6a21\u3092\u53d6\u308a\u51fa\u3059\nBigQuery\uff08\u66a6\u65e5\u00d7\u62e0\u70b9\u00d7\u8377\u4e3b\u306e\u53d7\u4fe1\u4ef6\u6570\uff09\u25c0\u2500\u2500 \u8ca9\u4fc3\u306e\u5217 \u2500\u2500\u3010\u4eba\u3011\u78ba\u8a8d\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u9031\u6c34\u66dc 7:00\uff08Python\uff09\nBigQuery ML\uff08ARIMA_PLUS_XREG\uff09\n   \u251c\u2500 ML.FORECAST \u2500\u2500\u2500\u2500\u2500\u2500\u2500 \u4e88\u6e2c\u5024\u3068\u4e88\u6e2c\u533a\u9593\n   \u2514\u2500 ML.EXPLAIN_FORECAST \u2500\u2500 \u66dc\u65e5\u30fb\u795d\u65e5\u30fb\u8ca9\u4fc3\u306e\u5bc4\u4e0e\n   \u25bc Python\uff1a\u7a3c\u50cd\u65e5\u306e\u4ef6\u6570\u3078\u63db\u7b97 \u2192 \u5de5\u7a0b\u5225\u306e\u5fc5\u8981\u4eba\u6570\uff08\u4e88\u6e2c\u5024\uff0f\u4e0a\u9650\uff0f\u4e0b\u9650\uff09\n   \u251c\u2500\u2500\u25b6 Gemini API \u2500\u2500 \u524d\u9031\u30fb\u524d\u5e74\u3068\u306e\u5dee\u306e\u8aac\u660e\u6587\n   \u25bc\n\u4eba\u54e1\u8a08\u753b\u8868 \u2500\u2500\u3010\u4eba\u3011\u4eba\u6570\u3068\u6d3e\u9063\u767a\u6ce8\u6570\u3092\u6c7a\u3081\u308b \u2192 \u7fcc\u9031\uff1a\u5b9f\u7e3e\u3068\u7a81\u304d\u5408\u308f\u305b\u3066\u8a18\u9332\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u51e6\u7406\u30a8\u30f3\u30b8\u30f3 | BigQuery ML\uff08ARIMA_PLUS_XREG\uff09\u3092 Python \u304b\u3089\u5b9f\u884c | Forecasting on Gemini Enterprise Agent Platform\uff08\u65e7 Vertex AI Forecasting\uff09 |\n| \u5b9f\u884c\u74b0\u5883 | Python\uff08\u63db\u7b97\u3068\u5fc5\u8981\u4eba\u6570\u306e\u8a08\u7b97\uff09 | \u2015 |\n| \u751f\u6210AI | Gemini API | Claude API\u3001OpenAI API |\n| \u4eba\u54e1\u8a08\u753b\u8868 | Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 | Excel |\n\n**BigQuery ML \u3092\u8ef8\u306b\u3059\u308b\u7406\u7531\u3002** \u5b9f\u7e3e\u3092\u7f6e\u3044\u305f\u5834\u6240\u3067\u3001\u5b66\u7fd2\u3068\u4e88\u6e2c\u3092SQL\u3067\u66f8\u3051\u307e\u3059\u3002ARIMA_PLUS_XREG \u306f ARIMA_PLUS \u306b\u7dda\u5f62\u306e\u5916\u90e8\u8981\u56e0\uff08\u8ca9\u4fc3\u306e\u6709\u7121\u306a\u3069\uff09\u3092\u52a0\u3048\u305f\u30e2\u30c7\u30eb\u3067\u3001\u6b20\u3051\u305f\u65e5\u306e\u88dc\u9593\u3001\u6025\u306a\u5c71\u3068\u8c37\u306e\u9664\u53bb\u3001\u6c34\u6e96\u306e\u6bb5\u5dee\u3001\u795d\u65e5\u306e\u52b9\u679c\u3001\u66dc\u65e5\u306a\u3069\u306e\u5b63\u7bc0\u6027\u3092\u6271\u3044\u3001`TIME_SERIES_ID_COL` \u3067\u62e0\u70b9\u00d7\u8377\u4e3b\u306e\u7cfb\u5217\u3092\u307e\u3068\u3081\u3066\u4e88\u6e2c\u3067\u304d\u307e\u3059\u3002**\u307e\u305a\u3053\u308c\u3067\u59cb\u3081\u3001\u7b2c8\u7ae0\u306e\u691c\u8a3c\u3067\u8aa4\u5dee\u304c\u4e0b\u304c\u3089\u306a\u3044\u5834\u5408\u306b\u4ee3\u66ff\u5019\u88dc\u3068\u6bd4\u3079\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n| \u6642\u70b9 | \u51e6\u7406 |\n|:--|:--|\n| \u8ca9\u4fc3\u9023\u7d61\u306e\u53d7\u4fe1\u306e\u305f\u3073 | \u3010\u81ea\u52d5\u3011\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3001\u78ba\u8a8d\u5f85\u3061\u306b\u5165\u308c\u308b |\n| \u706b\u66dc 17:00 | \u7fcc\u9031\u5206\u306e\u8ca9\u4fc3\u60c5\u5831\u306e\u78ba\u8a8d\u3092\u7de0\u3081\u308b |\n| \u6c34\u66dc 7:00\uff08\u5b9a\u6642\uff09 | \u3010\u81ea\u52d5\u3011\u30e2\u30c7\u30eb\u306e\u4f5c\u308a\u76f4\u3057\u3001\u4e88\u6e2c\u3001\u4eba\u6570\u8a08\u7b97\u3001\u8aac\u660e\u6587 |\n| \u6c34\u66dc \u65e5\u4e2d\u301c\u6728\u66dc \u6b63\u5348 | \u3010\u4eba\u3011\u4eba\u6570\u3092\u6c7a\u3081\u3001\u6d3e\u9063\u4f1a\u793e\u3078\u767a\u6ce8\u3059\u308b |\n\n**\u6c34\u66dc\u306e\u51e6\u7406\u306f\u3001\u524d\u65e5\u307e\u3067\u306e\u5b9f\u7e3e\u304c\u53d6\u308a\u8fbc\u307e\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u59cb\u3081\u307e\u3059\u3002** \u9014\u4e2d\u306e\u65e5\u304c\u6b20\u3051\u308b\u3068\u3001\u524d\u5f8c\u306e\u5024\u304b\u3089\u88dc\u308f\u308c\u305f\u4ef6\u6570\u3067\u5b66\u7fd2\u3055\u308c\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u51fa\u8377\u6307\u793a\u306e\u53d7\u4fe1\u8a18\u9332 | \u53d7\u4fe1\u65e5\u6642\u3001\u62e0\u70b9\u3001\u8377\u4e3b\u30b3\u30fc\u30c9\u3001\u4ef6\u6570 | WMS |\n| \u4f5c\u696d\u5b9f\u7e3e | \u5de5\u7a0b\u3001\u8377\u4e3b\u30b3\u30fc\u30c9\u3001\u51e6\u7406\u4ef6\u6570\u3001\u4f5c\u696d\u6642\u9593 | WMS\u3001\u52e4\u6020\u30b7\u30b9\u30c6\u30e0 |\n| \u8ca9\u4fc3\u4e88\u5b9a | \u671f\u9593\u3001\u5bfe\u8c61\u3001\u65bd\u7b56\u306e\u7a2e\u985e\u3001\u898b\u8fbc\u307f\u898f\u6a21 | \u8377\u4e3b\u306e\u30e1\u30fc\u30eb\u3001\u5171\u6709\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n| \u7a3c\u50cd\u30ab\u30ec\u30f3\u30c0\u30fc\u3068\u795d\u65e5 | \u51fa\u8377\u4f11\u307f\u306e\u65e5\u3001\u68da\u5378\u65e5\u3001\u65e5\u672c\u306e\u795d\u65e5 | \u793e\u5185\u3001BigQuery ML \u306e\u795d\u65e5\u30c7\u30fc\u30bf |\n\n**\u5929\u6c17\u306f\u5165\u308c\u307e\u305b\u3093**\uff08\u7406\u7531\u306f\u524d\u51e6\u7406\uff09\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u5b9f\u7e3e\uff1a** WMS\u304b\u3089\u6bce\u6669CSV\u3067\u51fa\u3057\u3001Python \u304b\u3089 BigQuery \u306e\u8868\u3078\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002**\u8ca9\u4fc3\u4e88\u5b9a\uff1a** \u8377\u4e3b\u306b\u306f\u5c02\u7528\u306e\u5171\u6709\u30a2\u30c9\u30ec\u30b9\u3078\u9001\u3063\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u30e1\u30fc\u30eb\u306e\u53d6\u5f97\u65b9\u6cd5\u306f\u74b0\u5883\u306b\u3088\u3063\u3066\u9055\u3046\u305f\u3081\u500b\u5225\u306b\u6c7a\u3081\u307e\u3059\u3002\n\n**\u751f\u7523\u6027\uff1a** \u4f5c\u696d\u5b9f\u7e3e\u304b\u3089\u3001\u5de5\u7a0b\u5225\u30fb\u8377\u4e3b\u5225\u306e\u300c1\u4eba\u6642\u3042\u305f\u308a\u306e\u51e6\u7406\u4ef6\u6570\u300d\u3092**\u76f4\u8fd18\u9031\u306e\u4e2d\u592e\u5024**\u3067\u51fa\u3057\u3001\u6bce\u9031\u66f4\u65b0\u3057\u307e\u3059\u3002\u5e73\u5747\u3067\u306a\u304f\u4e2d\u592e\u5024\u306b\u3059\u308b\u306e\u306f\u3001\u969c\u5bb3\u306e\u65e5\u306a\u3069\u306e\u6975\u7aef\u306a\u5024\u3092\u907f\u3051\u308b\u305f\u3081\u3067\u3059\u3002\n\n**\u795d\u65e5\uff1a** `HOLIDAY_REGION = 'JP'` \u3067\u65e5\u672c\u306e\u795d\u65e5\u306e\u52b9\u679c\u3092\u6271\u3044\u307e\u3059\u3002\u542b\u307e\u308c\u308b\u65e5\u306f\u516c\u958b\u30c6\u30fc\u30d6\u30eb `bigquery-public-data.ml_datasets.holidays_and_events_for_forecasting` \u3067\u78ba\u8a8d\u3067\u304d\u3001\u8db3\u308a\u306a\u3044\u4f11\u307f\u306f `custom_holiday` \u3067\u8ffd\u52a0\u3067\u304d\u307e\u3059\uff08\u65e5\u6b21\u30c7\u30fc\u30bf\u306e\u5834\u5408\uff09\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u300c\u66a6\u65e5\u00d7\u62e0\u70b9\u00d7\u8377\u4e3b\u300d\u306e\u8868\u306b\u3059\u308b** \u2026 \u4e88\u6e2c\u3059\u308b\u6570\u5024\u306f\u3001\u7a3c\u50cd\u65e5\u306e\u51fa\u8377\u4ef6\u6570\u3067\u306f\u306a\u304f**\u66a6\u65e5\u3054\u3068\u306e\u53d7\u4fe1\u4ef6\u6570**\u306b\u3057\u307e\u3059\u3002\u571f\u65e5\u795d\u3082\u6ce8\u6587\u306f\u5c4a\u304f\u306e\u3067\u884c\u304c\u6b20\u3051\u307e\u305b\u3093\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u6b20\u3051\u305f\u65e5\u3092\u524d\u5f8c\u304b\u3089\u76f4\u7dda\u3067\u88dc\u3046\u305f\u3081\u3001**\u51fa\u8377\u4f11\u307f\u306e\u884c\u3092\u629c\u304f\u3068\u3001\u5b9f\u5728\u3057\u306a\u3044\u51fa\u8377\u304c\u3042\u3063\u305f\u65e5\u3068\u3057\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059**\n2. **\u8ca9\u4fc3\u306e\u5217\u3092\u4f5c\u308b** \u2026 \u4eba\u304c\u78ba\u8a8d\u3057\u305f\u4e88\u5b9a\u304b\u3089\u3001`promo_flag`\uff08\u65bd\u7b56\u304c\u3042\u308b\u65e5\u306f1\uff09\u3001`promo_scale`\uff08\u8a18\u8f09\u3055\u308c\u305f\u500d\u7387\u304b\u30891\u3092\u5f15\u3044\u305f\u5024\uff09\u3001`preorder_ship`\uff08\u4e88\u7d04\u5546\u54c1\u306e\u4e00\u6589\u51fa\u8377\u65e5\uff09\u3092\u4f5c\u308a\u307e\u3059\n3. **\u7a7a\u6b04\u30920\u3067\u57cb\u3081\u308b** \u2026 \u7279\u5fb4\u91cf\u306e\u7a7a\u6b04\u306f**\u5217\u5168\u4f53\u306e\u5e73\u5747**\u3067\u57cb\u3081\u3089\u308c\u3001\u307b\u304b\u306e\u8377\u4e3b\u306e\u5024\u304c\u6df7\u3056\u308a\u307e\u3059\u3002\u65bd\u7b56\u306e\u306a\u3044\u65e5\u306f\u5fc5\u305a0\u306b\u3057\u307e\u3059\n4. **\u4e88\u6e2c\u6642\u70b9\u3067\u5024\u304c\u5206\u304b\u3089\u306a\u3044\u8981\u56e0\u306f\u5165\u308c\u306a\u3044** \u2026 \u3053\u306e\u30e2\u30c7\u30eb\u306f\u4e88\u6e2c\u3059\u308b\u65e5\u306e\u7279\u5fb4\u91cf\u306e\u5024\u3092\u6e21\u3057\u3066\u4e88\u6e2c\u3057\u307e\u3059\u300210\u65e5\u5f8c\u306e\u5929\u6c17\u306f\u5206\u304b\u3089\u306a\u3044\u306e\u3067\u3001\u4eba\u306e\u88dc\u6b63\u306b\u56de\u3057\u307e\u3059\n5. **\u671f\u9593\u3068\u5916\u308c\u5024\u3092\u6574\u3048\u308b** \u2026 \u76f4\u8fd12\u301c3\u5e74\u5206\u3067\u8db3\u308a\u308b\u3068\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u5b66\u7fd2\u306f\u76f4\u8fd13\u5e74\u307e\u3067\u306b\u3057\u3001\u68da\u5378\u65e5\u3084\u969c\u5bb3\u306e\u65e5\u306f\u751f\u7523\u6027\u306e\u8a08\u7b97\u304b\u3089\u5916\u3057\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n| \u51e6\u7406 | \u5185\u5bb9 | \u4f7f\u3046\u3082\u306e |\n|:--|:--|:--|\n| \u8ca9\u4fc3\u9023\u7d61\u306e\u9805\u76ee\u5316 | \u671f\u9593\u30fb\u5bfe\u8c61\u30fb\u65bd\u7b56\u306e\u7a2e\u985e\u30fb\u898b\u8fbc\u307f\u898f\u6a21\u3092\u53d6\u308a\u51fa\u3059 | \u751f\u6210AI |\n| \u53d7\u4fe1\u4ef6\u6570\u306e\u4e88\u6e2c | \u66a6\u65e5\u00d7\u62e0\u70b9\u00d7\u8377\u4e3b\u306e\u4ef6\u6570\u3068\u3001\u4e88\u6e2c\u533a\u9593\u3092\u51fa\u3059 | ARIMA_PLUS_XREG |\n| \u4e88\u6e2c\u306e\u5185\u8a33 | \u66dc\u65e5\u30fb\u795d\u65e5\u30fb\u8ca9\u4fc3\u30fb\u50be\u5411\u306e\u5bc4\u4e0e\u3092\u51fa\u3059 | ML.EXPLAIN_FORECAST |\n| \u63db\u7b97\u3068\u4eba\u6570\u8a08\u7b97 | \u53d7\u4fe1\u4ef6\u6570\u3092\u51fa\u8377\u65e5\u306b\u5272\u308a\u4ed8\u3051\u3001\u5de5\u7a0b\u5225\u306e\u4eba\u6570\u30923\u901a\u308a\u51fa\u3059 | \u30d7\u30ed\u30b0\u30e9\u30e0 |\n| \u5dee\u306e\u8aac\u660e\u6587 | \u524d\u9031\u30fb\u524d\u5e74\u540c\u9031\u3068\u306e\u5dee\u3092\u3001\u5185\u8a33\u306e\u6570\u5024\u304b\u3089\u6587\u7ae0\u306b\u3059\u308b | \u751f\u6210AI |\n\n**\u51fa\u8377\u4ef6\u6570\u3092\u751f\u6210AI\u306b\u4e88\u6e2c\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6642\u7cfb\u5217\u30e2\u30c7\u30eb\u306f\u4e88\u6e2c\u5024\u3068\u4e88\u6e2c\u533a\u9593\u3092\u8fd4\u3057\u3001\u5185\u8a33\u3082\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u751f\u6210AI\u306b\u4ef6\u6570\u3092\u805e\u304f\u3068\u3001\u6839\u62e0\u3092\u78ba\u304b\u3081\u3089\u308c\u306a\u3044\u6570\u5024\u304c\u8a08\u753b\u306b\u5165\u308a\u307e\u3059\u3002\n\nML.FORECAST \u306e\u4e88\u6e2c\u5024\u306f\u4e88\u6e2c\u533a\u9593\u306e\u4e0a\u9650\u3068\u4e0b\u9650\u306e\u5e73\u5747\u3067\u3001\u533a\u9593\u306e\u5e83\u3055\u306f `confidence_level`\uff08\u65e2\u5b9a0.95\uff09\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002**\u4eba\u54e1\u8a08\u753b\u3067\u306f0.8\u304b\u3089\u59cb\u3081\u3001\u7b2c8\u7ae0\u3067\u5b9f\u7e3e\u304c\u533a\u9593\u306e\u5916\u306b\u51fa\u305f\u5272\u5408\u3092\u898b\u3066\u8abf\u6574\u3057\u307e\u3059\u3002** ML.EXPLAIN_FORECAST \u306f\u3001\u4e88\u6e2c\u3092\u50be\u5411\u30fb\u9031\u306e\u5b63\u7bc0\u6027\u30fb\u795d\u65e5\u306e\u52b9\u679c\u30fb\u7279\u5fb4\u91cf\u3054\u3068\u306e\u5bc4\u4e0e\uff08\u91cd\u307f\u00d7\u5024\uff09\u306b\u5206\u3051\u3066\u8fd4\u3057\u307e\u3059\u3002**\u8aac\u660e\u6587\u306e\u6750\u6599\u306f\u3053\u306e\u6570\u5024\u3067\u3059\u3002**\n\n\u63db\u7b97\u3068\u4eba\u6570\u306f\u6b21\u306e\u5f0f\u3067\u8a08\u7b97\u3057\u307e\u3059\u3002\u751f\u7523\u6027\u306f\u8377\u4e3b\u3054\u3068\u306b\u9055\u3046\u305f\u3081\u3001\u8377\u4e3b\u5225\u306b\u4eba\u6642\u3092\u51fa\u3057\u3066\u304b\u3089\u5408\u8a08\u3057\u307e\u3059\u3002\n\n```\n\u7a3c\u50cd\u65e5D\u306e\u51fa\u8377\u4ef6\u6570 \uff1d \u524d\u306e\u7a3c\u50cd\u65e5\u306e\u7de0\u3081\u5f8c\u306e\u53d7\u4fe1 \uff0b \u9593\u306e\u51fa\u8377\u4f11\u307f\u306e\u65e5\u306e\u53d7\u4fe1 \uff0b D\u65e5\u306e\u7de0\u3081\u307e\u3067\u306e\u53d7\u4fe1\n  \uff08\u7de0\u3081\u524d\u5f8c\u306e\u5272\u5408\u306f\u3001\u8377\u4e3b\u5225\u30fb\u66dc\u65e5\u5225\u306e\u76f4\u8fd18\u9031\u306e\u5b9f\u7e3e\u304b\u3089\u51fa\u3059\uff09\n\u5fc5\u8981\u4eba\u6642\uff08\u5de5\u7a0b\u3054\u3068\uff09\uff1d \u4e88\u6e2c\u51fa\u8377\u4ef6\u6570 \u00f7 1\u4eba\u6642\u3042\u305f\u308a\u306e\u51e6\u7406\u4ef6\u6570\n\u5fc5\u8981\u4eba\u6570\uff08\u5de5\u7a0b\u3054\u3068\uff09\uff1d \u5fc5\u8981\u4eba\u6642 \u00f7 1\u4eba\u3042\u305f\u308a\u306e\u5b9f\u50cd\u6642\u9593\uff08\u5207\u308a\u4e0a\u3052\uff09\n```\n\n\u8a08\u7b97\u4f8b\u3067\u3059\uff08\u5b9f\u50cd7.5\u6642\u9593\uff09\u3002\u4e88\u6e2c\u50249,600\u4ef6\u306a\u3089\u3001\u30d4\u30c3\u30ad\u30f3\u30b0\uff08150\u4ef6\uff0f\u4eba\u6642\uff09\u306f64.0\u4eba\u6642\u30679\u4eba\u3001\u68b1\u5305\uff08110\u4ef6\uff0f\u4eba\u6642\uff09\u306f87.3\u4eba\u6642\u306712\u4eba\u3001\u51fa\u8377\uff08400\u4ef6\uff0f\u4eba\u6642\uff09\u306f24.0\u4eba\u6642\u30674\u4eba\u3001\u5408\u308f\u305b\u306625\u4eba\u3067\u3059\u3002\u4e0a\u965011,200\u4ef6\u3067\u306f28\u4eba\u3001\u4e0b\u96508,300\u4ef6\u3067\u306f22\u4eba\u3067\u3059\u3002**\u3053\u306e3\u901a\u308a\u3092\u4eba\u306b\u6e21\u3057\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u8377\u4e3b\u304b\u3089\u5c4a\u3044\u305f\u8ca9\u4fc3\u30fb\u30bb\u30fc\u30eb\u306e\u9023\u7d61\u304b\u3089\u3001\u51fa\u8377\u306e\u4e88\u6e2c\u306b\u4f7f\u3046\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u672c\u6587\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u671f\u9593\u3001\u5bfe\u8c61\u3001\u898b\u8fbc\u307f\u898f\u6a21\u306e\u3046\u3061\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306f null \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u4f8b\u5e74\u4e26\u307f\u300d\u300c\u5927\u578b\u300d\u306a\u3069\u306e\u8868\u73fe\u304b\u3089\u6570\u5024\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u898f\u6a21\u306b\u6570\u5024\uff08\u300c\u901a\u5e38\u306e2\u500d\u300d\u306a\u3069\uff09\u304c\u3042\u308b\u5834\u5408\u3060\u3051\u3001scale_value \u306b\u500d\u7387\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5e74\u306e\u306a\u3044\u65e5\u4ed8\u306f\u53d7\u4fe1\u65e5\u3088\u308a\u5f8c\u3067\u6700\u3082\u8fd1\u3044\u65e5\u3068\u3057\u3001year_inferred \u3092 true \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u65bd\u7b56\u304c\u8907\u6570\u3042\u308c\u3070\u5206\u3051\u3001\u6839\u62e0\u306e\u539f\u6587\u3092 source_quote \u306b\u5f15\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8377\u4e3b\u30b3\u30fc\u30c9\u3011{shipper_id}\u3000\u3010\u53d7\u4fe1\u65e5\u3011{received_date}\u3000\u3010\u672c\u6587\u3011{mail_body}\n```\n\n**\u300c\u8868\u73fe\u304b\u3089\u6570\u5024\u3092\u63a8\u6e2c\u3057\u306a\u3044\u300d\u306e1\u884c\u304c\u91cd\u8981\u3067\u3059\u3002** \u300c\u5927\u578b\u30bb\u30fc\u30eb\u300d\u306b\u751f\u6210AI\u304c\u300c2\u500d\u7a0b\u5ea6\u300d\u3068\u88dc\u3046\u3068\u3001\u305d\u306e\u500d\u7387\u304c\u305d\u306e\u307e\u307e\u4e88\u6e2c\u306b\u5165\u308a\u307e\u3059\u3002\u8aac\u660e\u6587\u306e\u6307\u793a\u3067\u306f\u3001\u300c\u4e0e\u3048\u3089\u308c\u305f\u6570\u5024\u3060\u3051\u3092\u4f7f\u3046\u300d\u300c\u7406\u7531\u306f\u5185\u8a33\u306b\u6570\u5024\u304c\u3042\u308b\u9805\u76ee\u304b\u3089\u3060\u3051\u66f8\u304d\u3001\u5929\u5019\u306a\u3069\u5185\u8a33\u306b\u306a\u3044\u7406\u7531\u3092\u66f8\u304b\u306a\u3044\u300d\u300c\u4eba\u6570\u306e\u5897\u6e1b\u306e\u5224\u65ad\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u5b88\u3089\u305b\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n```json\n{\"shipper_id\": \"S03\",\n \"campaigns\": [\n   {\"type\": \"sale | coupon | free_shipping | preorder_ship | other\",\n    \"start_date\": \"2026-09-24\", \"end_date\": \"2026-09-27\",\n    \"year_inferred\": false, \"target\": \"\u79cb\u7269\u30a2\u30a6\u30bf\u30fc\u5168\u54c1\",\n    \"scale_value\": 2.0, \"source_quote\": \"\"}\n ]}\n```\n\nGemini API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u306f\u3001\u9078\u629e\u80a2\uff08`enum`\uff09\u3001\u65e5\u4ed8\u306e\u5f62\u5f0f\u3001null \u3092\u8a31\u3059\u578b\u3001\u6570\u5024\u306e\u6700\u5c0f\u30fb\u6700\u5927\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002**\u305f\u3060\u3057\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u3001\u5024\u306e\u59a5\u5f53\u6027\u306f\u30a2\u30d7\u30ea\u5074\u3067\u691c\u8a3c\u3059\u308b\u3088\u3046\u6c42\u3081\u3066\u3044\u307e\u3059\u3002** \u958b\u59cb\u65e5\u304c\u7d42\u4e86\u65e5\u3088\u308a\u5f8c\u3068\u3044\u3063\u305f\u5024\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5f3e\u3044\u3066\u4eba\u3078\u56de\u3057\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\nPython \u304b\u3089 BigQuery \u3078SQL\u3092\u9001\u308a\uff08`client.query_and_wait()`\uff09\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u76f4\u3057\u3066\u4e88\u6e2c\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\n\n```sql\nCREATE OR REPLACE MODEL `wh.orders_xreg`\nOPTIONS (MODEL_TYPE = 'ARIMA_PLUS_XREG', TIME_SERIES_TIMESTAMP_COL = 'order_date',\n  TIME_SERIES_DATA_COL = 'orders', TIME_SERIES_ID_COL = ['site_id', 'shipper_id'],\n  DATA_FREQUENCY = 'DAILY', HOLIDAY_REGION = 'JP', HORIZON = 14) AS\nSELECT order_date, site_id, shipper_id, orders, promo_flag, promo_scale, preorder_ship\nFROM `wh.daily_orders` WHERE order_date >= DATE '2023-09-09';\n\nSELECT * FROM ML.FORECAST(MODEL `wh.orders_xreg`,\n  STRUCT(14 AS horizon, 0.8 AS confidence_level),\n  (SELECT * FROM `wh.future_promo`));  -- \u4e88\u6e2c\u3059\u308b\u65e5\u306e\u8ca9\u4fc3\u306e\u5217\u3092\u6e21\u3059\n```\n\n**\u4e88\u6e2c\u306f CREATE MODEL \u306e\u5b9f\u884c\u6642\u306b\u884c\u308f\u308c\u3001ML.FORECAST \u306f\u7d50\u679c\u3092\u53d6\u308a\u51fa\u3059\u3060\u3051\u3067\u3059\u3002** \u4eba\u54e1\u8a08\u753b\u8868\u306b\u306f\u3001\u65e5\u4ed8\u30fb\u62e0\u70b9\u30fb\u5de5\u7a0b\u3054\u3068\u306b\u4e88\u6e2c\u4ef6\u6570\u30683\u901a\u308a\u306e\u4eba\u6570\u3001\u8aac\u660e\u6587\u3001\u6ce8\u610f\uff08\u672a\u78ba\u8a8d\u306e\u8ca9\u4fc3\u306a\u3069\uff09\u3092\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\u6d3e\u9063\u767a\u6ce8\u6570\u306e\u6b04\u306f\u7a7a\u6b04\u306b\u3057\u3001\u8a08\u753b\u62c5\u5f53\u304c\u8a18\u5165\u3057\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4eba\u304c\u884c\u3046\u306e\u306f3\u3064\u3067\u3059\u3002\u904b\u7528\u304c\u5b89\u5b9a\u3057\u3066\u3082\u5909\u3048\u307e\u305b\u3093\u3002**\n\n1. **\u8ca9\u4fc3\u60c5\u5831\u306e\u78ba\u8a8d** \u2026 \u539f\u6587\u3068\u898b\u6bd4\u3079\u3001\u898f\u6a21\u304c null \u306e\u65bd\u7b56\u306f\u8377\u4e3b\u306b\u554f\u3044\u5408\u308f\u305b\u307e\u3059\u3002\u78ba\u8a8d\u524d\u306e\u60c5\u5831\u306f\u4e88\u6e2c\u306b\u4f7f\u3044\u307e\u305b\u3093\n2. **\u4eba\u6570\u306e\u6c7a\u5b9a** \u2026 3\u901a\u308a\u306e\u4eba\u6570\u306b\u3001\u5929\u5019\u3084\u793e\u54e1\u306e\u5fdc\u63f4\u306e\u4f59\u529b\u3092\u52a0\u5473\u3057\u3066\u6c7a\u3081\u307e\u3059\n3. **\u6d3e\u9063\u767a\u6ce8\u6570\u306e\u78ba\u5b9a** \u2026 \u767a\u6ce8\u306f\u5951\u7d04\u3068\u8cbb\u7528\u304c\u4f34\u3044\u3001\u6765\u3066\u3082\u3089\u3046\u4eba\u306e\u4e88\u5b9a\u306b\u3082\u95a2\u308f\u308a\u307e\u3059\u3002**\u81ea\u52d5\u3067\u78ba\u5b9a\u3055\u305b\u305f\u308a\u3001\u6d3e\u9063\u4f1a\u793e\u3078\u81ea\u52d5\u3067\u9001\u3063\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n\n\u5e45\u306e\u4f7f\u3044\u65b9\u306f\u5148\u306b\u6c7a\u3081\u307e\u3059\u3002\u4f8b\uff1a\u300c\u6d3e\u9063\u306f\u4e88\u6e2c\u5024\u3067\u767a\u6ce8\u3057\u3001\u4e0a\u9650\u3068\u306e\u5dee\u306f\u793e\u54e1\u306e\u5fdc\u63f4\u3067\u5438\u53ce\u3059\u308b\u3002\u5927\u578b\u30bb\u30fc\u30eb\u306e\u521d\u65e5\u3060\u3051\u306f\u4e0a\u9650\u3067\u767a\u6ce8\u3059\u308b\u300d\u3002**\u30eb\u30fc\u30eb\u3092\u6c7a\u3081\u305a\u306b\u5e45\u3060\u3051\u6e21\u3059\u3068\u3001\u62c5\u5f53\u8005\u3054\u3068\u306b\u5224\u65ad\u304c\u5272\u308c\u3001\u5c5e\u4eba\u5316\u304c\u623b\u308a\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u524d\u65e5\u307e\u3067\u306e\u5b9f\u7e3e\u306e\u53d6\u308a\u8fbc\u307f\u304c\u5931\u6557\u3057\u305f | \u5b66\u7fd2\u3092\u6b62\u3081\u3066\u901a\u77e5\u3059\u308b |\n| \u8ca9\u4fc3\u306e\u898f\u6a21\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3001\u7de0\u3081\u307e\u3067\u306b\u78ba\u8a8d\u3067\u304d\u306a\u3044 | null \u306e\u307e\u307e\u4eba\u3078\u56de\u3057\u3001\u4e88\u6e2c\u306b\u5165\u308c\u305a\u306b\u6ce8\u610f\u6b04\u3078\u51fa\u3059 |\n| \u65b0\u3057\u3044\u8377\u4e3b\u3067\u5b9f\u7e3e\u304c1\u5e74\u672a\u6e80 | \u795d\u65e5\u306e\u52b9\u679c\u3092\u5b66\u7fd2\u3067\u304d\u306a\u3044\u3002\u8377\u4e3b\u306e\u898b\u8fbc\u307f\u4ef6\u6570\u3092\u4eba\u304c\u5165\u529b\u3059\u308b |\n| \u53f0\u98a8\u30fb\u5927\u96ea\u306e\u4e88\u5831\u3001\u904e\u53bb\u306b\u4f8b\u306e\u306a\u3044\u65bd\u7b56 | \u8a08\u753b\u62c5\u5f53\u304c\u88dc\u6b63\u3057\u3001\u7406\u7531\u3092\u8a18\u9332\u3059\u308b |\n| \u5b9f\u7e3e\u304c\u4e88\u6e2c\u533a\u9593\u306e\u5916\u306b\u51fa\u308b\u65e5\u304c\u7d9a\u304f | \u4fe1\u983c\u6c34\u6e96\u3001\u5b66\u7fd2\u671f\u9593\u3001\u8ca9\u4fc3\u306e\u5217\u3092\u898b\u76f4\u3059 |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u76f4\u3057\u305f\u65e5\u6642\u3068\u5b66\u7fd2\u671f\u9593\u3001\u4e88\u6e2c\u5024\u30fb\u4e0a\u9650\u30fb\u4e0b\u9650\n- \u53d6\u308a\u51fa\u3057\u305f\u8ca9\u4fc3\u60c5\u5831\u3068\u3001\u4eba\u304c\u76f4\u3057\u305f\u5185\u5bb9\n- \u6c7a\u3081\u305f\u4eba\u6570\u3001\u88dc\u6b63\u306e\u7406\u7531\u3001\u6d3e\u9063\u306e\u767a\u6ce8\u6570\n- **\u5b9f\u7e3e\u306e\u51fa\u8377\u4ef6\u6570\u3068\u3001\u5b9f\u7e3e\u304b\u3089\u9006\u7b97\u3057\u305f\u5fc5\u8981\u4eba\u6570\uff08\u5b9f\u7e3e\u4ef6\u6570 \u00f7 \u751f\u7523\u6027\uff09**\n\n**\u6700\u5f8c\u306e\u9805\u76ee\u304c\u3053\u306e\u69cb\u6210\u306e\u4e2d\u5fc3\u3067\u3059\u3002** \u767a\u6ce8\u3057\u305f\u4eba\u6570\u3068\u306e\u5dee\u3092\u65e5\u5225\u306b\u6b8b\u3059\u3068\u3001\u4eba\u304c\u4f59\u3063\u305f\u65e5\u30fb\u8db3\u308a\u306a\u304b\u3063\u305f\u65e5\u304c\u6570\u5b57\u3067\u5206\u304b\u308a\u307e\u3059\u3002","minimal_setup":"**\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u524d\u306b\u3001\u904e\u53bb8\u9031\u3067\u5f53\u3066\u76f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n1. WMS\u304b\u3089\u3001\u904e\u53bb3\u5e74\u5206\u306e\u66a6\u65e5\u00d7\u62e0\u70b9\u00d7\u8377\u4e3b\u306e\u53d7\u4fe1\u4ef6\u6570\u3068\u3001\u904e\u53bb\u306e\u8ca9\u4fc3\u4e88\u5b9a\u3092\u96c6\u3081\u308b\n2. \u6bd4\u3079\u308b\u76f8\u624b\u3068\u3057\u3066\u3001\u5358\u7d14\u306a\u898b\u8fbc\u307f\uff08\u524d\u5e74\u540c\u66dc\u65e5\u306e\u4ef6\u6570 \u00d7 \u76f4\u8fd14\u9031\u306e\u524d\u5e74\u6bd4\uff09\u3092\u4f5c\u308b\n3. BigQuery \u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u30018\u9031\u524d\u306e\u706b\u66dc\u307e\u3067\u306e\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u7fcc\u9031\u3092\u4e88\u6e2c\u3057\u30011\u9031\u305a\u3064\u305a\u3089\u3057\u30668\u56de\u884c\u3046\n4. \u7a3c\u50cd\u65e5\u5225\u306e\u8aa4\u5dee\u7387\uff08\u4e88\u6e2c\u3068\u5b9f\u7e3e\u306e\u5dee \u00f7 \u5b9f\u7e3e\uff09\u3092\u5e73\u5747\u3057\u3001\u5b9f\u7e3e\u304c\u4e88\u6e2c\u533a\u9593\u306e\u5916\u306b\u51fa\u305f\u65e5\u306e\u5272\u5408\u3082\u6570\u3048\u308b\n5. \u540c\u30588\u9031\u3067\u3001\u767a\u6ce8\u3057\u305f\u4eba\u6570\u3068\u5b9f\u7e3e\u304b\u3089\u9006\u7b97\u3057\u305f\u5fc5\u8981\u4eba\u6570\u3092\u6bd4\u3079\u3001\u904e\u4e0d\u8db3\u306e\u4eba\u6642\u3092\u51fa\u3059\n\n**1\u9031\u305a\u3064\u533a\u5207\u308b\u306e\u306f\u3001\u6c34\u66dc\u306e\u6642\u70b9\u3067\u5206\u304b\u3063\u3066\u3044\u305f\u30c7\u30fc\u30bf\u3060\u3051\u3067\u4e88\u6e2c\u3059\u308b\u72b6\u6cc1\u3092\u518d\u73fe\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u5b66\u7fd2\u3057\u305f\u671f\u9593\u306e\u4e2d\u3067\u7cbe\u5ea6\u3092\u6e2c\u308b\u3068\u3001\u5b9f\u904b\u7528\u3088\u308a\u826f\u3044\u6570\u5b57\u304c\u51fa\u307e\u3059\u3002\n\n| \u7d50\u679c | \u5224\u65ad |\n|:--|:--|\n| \u5358\u7d14\u306a\u898b\u8fbc\u307f\u3088\u308a\u8aa4\u5dee\u7387\u304c\u5c0f\u3055\u3044 | \u4eba\u6570\u8a08\u7b97\u307e\u3067\u9032\u3081\u308b\u4fa1\u5024\u304c\u3042\u308b |\n| \u540c\u7a0b\u5ea6 | \u8ca9\u4fc3\u306e\u65e5\u3060\u3051\u8aa4\u5dee\u304c\u5927\u304d\u3051\u308c\u3070\u3001\u53d6\u308a\u51fa\u3057\u304b\u5217\u306e\u4f5c\u308a\u65b9\u304c\u539f\u56e0 |\n| \u5358\u7d14\u306a\u898b\u8fbc\u307f\u3088\u308a\u60aa\u3044 | \u51fa\u8377\u4f11\u307f\u306e\u884c\u3084\u53d6\u308a\u8fbc\u307f\u306e\u6b20\u3051\u3092\u7591\u3046\u3002\u624b\u6cd5\u3088\u308a\u5148\u306b\u30c7\u30fc\u30bf\u3092\u76f4\u3059 |\n\n5\u756a\u306e\u904e\u4e0d\u8db3\u4eba\u6642\u304c\u3001**\u4eba\u304c\u4f59\u308b\u30fb\u8db3\u308a\u306a\u3044\u3053\u3068\u306b\u3088\u308b\u4eba\u4ef6\u8cbb\u306e\u52b9\u679c\u3092\u6e2c\u308b\u6750\u6599\u3067\u3059\u3002** \u3053\u306e\u8a18\u4e8b\u3067\u306f\u91d1\u984d\u3092\u7f6e\u3044\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u81ea\u793e\u306e8\u9031\u5206\u3067\u6e2c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u8ca9\u4fc3\u9023\u7d61\u306e\u53d6\u308a\u51fa\u3057\u306f\u3001Google AI Studio \u306b\u904e\u53bb\u306e\u9023\u7d6120\u901a\u3092\u8cbc\u3063\u3066\u6b63\u89e3\u7387\u3092\u6570\u3048\u308b\u3060\u3051\u3067\u8a66\u305b\u307e\u3059\uff08\u7b2c13\u7ae0\uff09\u3002","minimal_setup_short":"\u5b9f\u7e3e\u3092\u624b\u3067\u8aad\u307f\u8fbc\u307f\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u3067SQL\u3092\u5b9f\u884c\u3059\u308b\u3002\u8ca9\u4fc3\u9023\u7d61\u306f Google AI Studio \u3067\u53d6\u308a\u51fa\u3057\u3001\u4eba\u6570\u306f\u5f0f\u3067\u51fa\u3059 \uff0f \u4e88\u6e2c\u3068\u8ca9\u4fc3\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057","semi_auto_setup":"\u53d6\u308a\u8fbc\u307f\u3001\u6bce\u9031\u306e\u4f5c\u308a\u76f4\u3057\u3068\u4e88\u6e2c\u3001\u63db\u7b97\u30013\u901a\u308a\u306e\u4eba\u6570\u8a08\u7b97\u3001\u8aac\u660e\u6587\u3092 Python \u3067\u5b9a\u6642\u5b9f\u884c\u3057\u3001\u4eba\u54e1\u8a08\u753b\u8868\u3078\u66f8\u304d\u51fa\u3059 \uff0f \u96c6\u8a08\u30fb\u4e88\u6e2c\u30fb\u4eba\u6570\u8a08\u7b97\u30fb\u8aac\u660e\u6587","full_setup":"\u4e0a\u8a18\uff0b\u5b9f\u7e3e\u3068\u306e\u7a81\u5408\u3068\u904e\u4e0d\u8db3\u4eba\u6642\u306e\u8a18\u9332\u3001\u751f\u7523\u6027\u306e\u6bce\u9031\u66f4\u65b0\u3001\u30b7\u30d5\u30c8\u8868\u3068\u306e\u9023\u643a \uff0f \u6d3e\u9063\u767a\u6ce8\u306e\u78ba\u5b9a\u4ee5\u5916","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u300155\u5206\u304c20\u5206\u306b\u306a\u308b\u60f3\u5b9a\u3067\u3059\u3002** \u672c\u683c\u69cb\u6210\u3067\u5f97\u3089\u308c\u308b\u306e\u306f\u5de5\u6570\u3088\u308a**\u8a18\u9332**\u3067\u3059\u3002\u4e88\u6e2c\u306e\u305a\u308c\u3068\u904e\u4e0d\u8db3\u304c\u6bce\u9031\u6b8b\u308a\u3001\u767a\u6ce8\u306e\u30eb\u30fc\u30eb\u3092\u6570\u5b57\u3067\u898b\u76f4\u305b\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u51fa\u8377\u4f11\u307f\u306e\u884c\u3092\u629c\u3044\u3066\u5b66\u7fd2\u3057\u305f | \u6b20\u3051\u305f\u65e5\u306f\u88dc\u308f\u308c\u308b\u3002\u66a6\u65e5\u306e\u53d7\u4fe1\u4ef6\u6570\u3067\u4e88\u6e2c\u3057\u3001\u51fa\u8377\u65e5\u3078\u306e\u5272\u308a\u4ed8\u3051\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3046 |\n| \u5929\u6c17\u3092\u7279\u5fb4\u91cf\u306b\u5165\u308c\u305f | \u4e88\u6e2c\u3059\u308b\u65e5\u306e\u7279\u5fb4\u91cf\u306e\u5024\u304c\u8981\u308b\u3002\u4e8b\u524d\u306b\u5206\u304b\u3089\u306a\u3044\u8981\u56e0\u306f\u4eba\u306e\u88dc\u6b63\u306b\u56de\u3059 |\n| \u904e\u53bb\u306e\u30bb\u30fc\u30eb\u65e5\u306e\u5c71\u304c\u5747\u3055\u308c\u3066\u3044\u305f | \u6025\u306a\u5c71\u3068\u8c37\u306e\u9664\u53bb\u306f\u65e2\u5b9a\u3067\u6709\u52b9\u3002`spikes_and_dips` \u5217\u3092\u78ba\u8a8d\u3057\u3001\u5024\u304c\u3042\u308c\u3070\u8ca9\u4fc3\u306e\u5217\u306e\u4ed8\u3051\u6f0f\u308c\u3092\u7591\u3046 |\n| \u7fcc\u9031\u3082 ML.FORECAST \u3060\u3051\u5b9f\u884c\u3057\u305f | \u4e88\u6e2c\u306f CREATE MODEL \u306e\u5b9f\u884c\u6642\u306b\u884c\u308f\u308c\u308b\u3002\u6bce\u9031\u4f5c\u308a\u76f4\u3059 |\n| \u8377\u4e3b\u5225\u306e\u4e0a\u9650\u3092\u8db3\u3057\u305f\u3089\u4eba\u6570\u304c\u591a\u3059\u304e\u305f | \u5168\u8377\u4e3b\u304c\u540c\u6642\u306b\u4e0a\u632f\u308c\u3059\u308b\u524d\u63d0\u306b\u306a\u308b\u3002\u533a\u9593\u306e\u5916\u306b\u51fa\u305f\u5272\u5408\u3092\u898b\u3066 `confidence_level` \u3092\u8abf\u6574\u3059\u308b |\n| \u751f\u6210AI\u304c\u8ca9\u4fc3\u898f\u6a21\u306e\u500d\u7387\u3092\u88dc\u3063\u305f | null \u3092\u8a31\u3059\u51fa\u529b\u5f62\u5f0f\u306b\u3057\u3001\u63a8\u6e2c\u306e\u7981\u6b62\u3068\u539f\u6587\u306e\u5f15\u7528\u3092\u5fc5\u9808\u306b\u3059\u308b |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8377\u4e3b\u3054\u3068\u306e\u51fa\u8377\u4ef6\u6570\u306e\u63a8\u79fb\u3001\u672a\u516c\u958b\u306e\u30bb\u30fc\u30eb\u8a08\u753b\u3001\u5de5\u7a0b\u5225\u306e\u4f5c\u696d\u5b9f\u7e3e\u3001\u6d3e\u9063\u306e\u767a\u6ce8\u6570\u3002**\u51fa\u8377\u4ef6\u6570\u306f\u8377\u4e3b\u306e\u58f2\u4e0a\u306e\u52d5\u304d\u305d\u306e\u3082\u306e\u3067\u3001\u30bb\u30fc\u30eb\u8a08\u753b\u3068\u3042\u308f\u305b\u3066\u8377\u4e3b\u304b\u3089\u9810\u304b\u3063\u3066\u3044\u308b\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u8377\u4e3b\u3068\u306e\u5951\u7d04\u3092\u78ba\u8a8d\u3059\u308b** \u2026 \u59d4\u8a17\u5951\u7d04\u306e\u79d8\u5bc6\u4fdd\u6301\u6761\u9805\u3067\u3001\u5916\u90e8\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3084\u751f\u6210AI\u3067\u51e6\u7406\u3057\u3066\u3088\u3044\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002**3PL\u3067\u306f\u81ea\u793e\u306e\u898f\u7a0b\u3060\u3051\u3067\u306f\u6c7a\u3081\u3089\u308c\u307e\u305b\u3093**\n2. **\u751f\u6210AI\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 \u4e88\u6e2c\u3068\u4eba\u6570\u8a08\u7b97\u306f BigQuery \u3068\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5b8c\u7d50\u3057\u307e\u3059\u3002\u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u8ca9\u4fc3\u9023\u7d61\u306e\u672c\u6587\u3068\u96c6\u8a08\u5024\u3060\u3051\u306b\u3057\u3001\u8377\u4e3b\u540d\u306f\u30b3\u30fc\u30c9\u306b\u7f6e\u304d\u63db\u3048\u3001\u7f72\u540d\u6b04\u306e\u500b\u4eba\u540d\u306f\u524d\u51e6\u7406\u3067\u9664\u304d\u307e\u3059\n3. **\u7121\u6599\u67a0\u3092\u4f7f\u308f\u306a\u3044** \u2026 Gemini API \u306e\u898f\u7d04\u3067\u306f\u3001\u7121\u6599\u3067\u4f7f\u3063\u305f\u5834\u5408\u306f\u5165\u529b\u3068\u51fa\u529b\u304c\u88fd\u54c1\u306e\u6539\u5584\u306b\u4f7f\u308f\u308c\u3001\u4eba\u304c\u8aad\u3080\u3053\u3068\u3082\u3042\u308b\u305f\u3081\u3001\u6a5f\u5bc6\u60c5\u5831\u3092\u9001\u3089\u306a\u3044\u3088\u3046\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u8ab2\u91d1\u304c\u6709\u52b9\u306a Cloud \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7d4c\u7531\u3067\u4f7f\u3044\u307e\u3059\n4. **\u4f5c\u696d\u8005\u3054\u3068\u306e\u6570\u5b57\u3092\u6301\u3061\u8fbc\u307e\u306a\u3044** \u2026 \u751f\u7523\u6027\u306f\u5de5\u7a0b\u30fb\u8377\u4e3b\u5358\u4f4d\u306b\u96c6\u8a08\u3057\u3066\u4f7f\u3044\u307e\u3059\n5. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 \u4e88\u6e2c\u3001\u4eba\u6570\u8a08\u7b97\u3001\u8aac\u660e\u6587\u306e\u4e0b\u66f8\u304d\u307e\u3067\u3067\u3059\u3002**\u6d3e\u9063\u306e\u767a\u6ce8\u6570\u306e\u78ba\u5b9a\u3068\u767a\u6ce8\u306f\u4eba\u304c\u884c\u3044\u307e\u3059**\n\n\u30ea\u30b9\u30af\u306f\u3001\u4eba\u624b\u4e0d\u8db3\u306b\u3088\u308b\u51fa\u8377\u9045\u5ef6\u3001\u904e\u5270\u306a\u624b\u914d\u306b\u3088\u308b\u4eba\u4ef6\u8cbb\u3001\u672a\u516c\u958b\u306e\u30bb\u30fc\u30eb\u60c5\u5831\u306e\u6f0f\u3048\u3044\u3067\u3059\u3002\u524d\u306e2\u3064\u306f\u4eba\u306e\u5224\u65ad\u3068\u8a18\u9332\u3067\u3001\u6700\u5f8c\u306f\u5951\u7d04\u306e\u78ba\u8a8d\u3068\u6e21\u3059\u7bc4\u56f2\u306e\u7d5e\u308a\u8fbc\u307f\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u8907\u6570\u306e\u8377\u4e3b\u306e\u51fa\u8377\u3092\u6271\u3044\u3001\u6d3e\u9063\u3084\u30d1\u30fc\u30c8\u306e\u624b\u914d\u3092\u9031\u5358\u4f4d\u3067\u524d\u3082\u3063\u3066\u6c7a\u3081\u3066\u3044\u308b\u7269\u6d41\u30bb\u30f3\u30bf\u30fc\u3002\u65e5\u5225\u306e\u51fa\u8377\u5b9f\u7e3e\u304c2\u5e74\u5206\u4ee5\u4e0aWMS\u306b\u6b8b\u3063\u3066\u3044\u3066\u3001\u8377\u4e3b\u304b\u3089\u8ca9\u4fc3\u3084\u30bb\u30fc\u30eb\u306e\u4e88\u5b9a\u304c\u4e8b\u524d\u306b\u5c4a\u304f\u3053\u3068\u3002","not_recommended_for":"\u51fa\u8377\u4ef6\u6570\u304c\u6bce\u65e5\u307b\u307c\u4e00\u5b9a\u3067\u3001\u56fa\u5b9a\u30b7\u30d5\u30c8\u3060\u3051\u3067\u56de\u305b\u3066\u3044\u308b\u5834\u5408\u3002\u51fa\u8377\u5b9f\u7e3e\u304c1\u5e74\u5206\u306b\u6e80\u305f\u306a\u3044\u5834\u5408\uff08\u795d\u65e5\u306e\u52b9\u679c\u3092\u5b66\u7fd2\u3067\u304d\u306a\u3044\uff09\u3002\u8377\u4e3b\u306e\u8ca9\u4fc3\u4e88\u5b9a\u304c\u4e8b\u524d\u306b\u307e\u3063\u305f\u304f\u5171\u6709\u3055\u308c\u306a\u3044\u5834\u5408\u3002","first_step":"**1\u9031\u76ee\uff1a\u30c7\u30fc\u30bf\u3068\u5951\u7d04\u3092\u78ba\u8a8d\u3059\u308b**\n\nWMS\u304b\u3089\u300c\u51fa\u8377\u6307\u793a\u306e\u53d7\u4fe1\u65e5\u6642\u300d\u3068\u300c\u5de5\u7a0b\u5225\u306e\u4f5c\u696d\u5b9f\u7e3e\u300d\u3092\u51fa\u305b\u308b\u304b\u30012\u5e74\u5206\u4ee5\u4e0a\u3042\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002**\u53d7\u4fe1\u65e5\u6642\u304c\u51fa\u305b\u306a\u3051\u308c\u3070\u3001\u66a6\u65e5\u306e\u8868\u304c\u4f5c\u308c\u307e\u305b\u3093\u3002** \u8377\u4e3b\u3068\u306e\u5951\u7d04\u3067\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3067\u306e\u51e6\u7406\u304c\u8a8d\u3081\u3089\u308c\u3066\u3044\u308b\u304b\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a\u904e\u53bb8\u9031\u3067\u5f53\u3066\u76f4\u3059**\n\n\u7b2c8\u7ae0\u306e\u624b\u9806\u3067\u3001\u5358\u7d14\u306a\u898b\u8fbc\u307f\u3068\u306e\u8aa4\u5dee\u7387\u306e\u9055\u3044\u3068\u3001\u767a\u6ce8\u4eba\u6570\u3068\u5fc5\u8981\u4eba\u6570\u306e\u5dee\u3092\u6570\u3048\u307e\u3059\u3002**\u3053\u306e\u5dee\u3067\u53d6\u308a\u7d44\u3080\u4fa1\u5024\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u8ca9\u4fc3\u9023\u7d61\u306e\u53d6\u308a\u51fa\u3057\u3092\u8a66\u3059**\n\n\u904e\u53bb\u306e\u9023\u7d6120\u901a\u3067\u6b63\u89e3\u7387\u3068\u3001\u898f\u6a21\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9023\u7d61\u306e\u5272\u5408\u3092\u6570\u3048\u307e\u3059\u3002**\u534a\u5206\u4ee5\u4e0a\u306b\u898f\u6a21\u304c\u306a\u3051\u308c\u3070\u3001\u8377\u4e3b\u306b\u66f8\u5f0f\u3092\u304a\u9858\u3044\u3059\u308b\u307b\u3046\u304c\u5148\u3067\u3059\u3002**\n\n**2\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 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\u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u5916\u90e8\u8981\u56e0\u3092\u52a0\u3048\u305f\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3053\u3068\u3002\u6b20\u3051\u305f\u65e5\u306e\u76f4\u7dda\u88dc\u9593\u3001\u6025\u306a\u5c71\u3068\u8c37\u306e\u9664\u53bb\uff08\u65e2\u5b9a\u3067\u6709\u52b9\uff09\u3001\u6bb5\u5dee\u30fb\u795d\u65e5\u30fb\u5b63\u7bc0\u6027\u306e\u6271\u3044\u3002TIME_SERIES_ID_COL\u3001HOLIDAY_REGION \u306e JP \u6307\u5b9a\uff081\u5e74\u3092\u8d85\u3048\u308b\u65e5\u6b21\u30fb\u9031\u6b21\u306b\u9069\u7528\uff09\u3001custom_holiday\u3001\u7279\u5fb4\u91cf\u306e\u6b20\u640d\u304c\u5217\u5168\u4f53\u306e\u5e73\u5747\u3067\u57cb\u307e\u308b\u3053\u3068\u3001\u76f4\u8fd12\u301c3\u5e74\u3067\u8db3\u308a\u308b\u3053\u3068\u3001\u8ab2\u91d1\u306b\u5019\u88dc\u30e2\u30c7\u30eb\u6570\u304c\u52b9\u304f\u3053\u3068 | [BigQuery: CREATE MODEL for ARIMA_PLUS_XREG](https:\/\/docs.cloud.google.com\/bigquery\/docs\/reference\/standard-sql\/bigqueryml-syntax-create-multivariate-time-series) | 2026-09-14 |\n| \u4e88\u6e2c\u5024\u304c\u4e88\u6e2c\u533a\u9593\u306e\u4e0a\u4e0b\u9650\u306e\u5e73\u5747\u3067\u3042\u308b\u3053\u3068\u3002confidence_level \u306e\u65e2\u5b9a0.95\u3002\u4e88\u6e2c\u671f\u9593\u306e\u7279\u5fb4\u91cf\u3092\u6e21\u3059\u3053\u3068\u3002\u4e88\u6e2c\u304c CREATE MODEL \u306e\u5b9f\u884c\u6642\u306b\u884c\u308f\u308c\u308b\u3053\u3068 | [BigQuery: ML.FORECAST](https:\/\/docs.cloud.google.com\/bigquery\/docs\/reference\/standard-sql\/bigqueryml-syntax-forecast) | 2026-09-14 |\n| \u4e88\u6e2c\u3092\u50be\u5411\u30fb\u9031\u306e\u5b63\u7bc0\u6027\u30fb\u795d\u65e5\u30fb\u7279\u5fb4\u91cf\u3054\u3068\u306e\u5bc4\u4e0e\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u3002spikes_and_dips \u5217\u304c\u3042\u308b\u3053\u3068 | [BigQuery: ML.EXPLAIN_FORECAST](https:\/\/docs.cloud.google.com\/bigquery\/docs\/reference\/standard-sql\/bigqueryml-syntax-explain-forecast) | 2026-09-14 |\n| Python \u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e query_and_wait \u3067\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3067\u304d\u308b\u3053\u3068 | [BigQuery: API client libraries](https:\/\/docs.cloud.google.com\/bigquery\/docs\/reference\/libraries) | 2026-09-14 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3067 enum\u3001format\u3001null \u3092\u8a31\u3059\u578b\u3001\u6570\u5024\u306e\u6700\u5c0f\u30fb\u6700\u5927\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068\u3002\u5024\u306f\u30a2\u30d7\u30ea\u5074\u3067\u691c\u8a3c\u3059\u308b\u3088\u3046\u6c42\u3081\u3066\u3044\u308b\u3053\u3068 | [Gemini API: Structured outputs](https:\/\/ai.google.dev\/gemini-api\/docs\/structured-output) | 2026-09-14 |\n| 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