# prediction_history

prediction_id: d1d12800-6bbe-4938-a3fa-8d02d146b073
product_id: store_01010023
product_name: store_01010023
model_type: kan
model_id: store_01010023_kan_best
start_date: 2025-07-18
created_at: 2025-07-18T15:57:37.531062
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_d1d12800-6bbe-4938-a3fa-8d02d146b073.json
predictions_data:
[{"date": "2025-08-17", "predicted_sales": 332.83599853515625, "sales": 332.83599853515625}, {"date": "2025-08-18", "predicted_sales": 340.38262939453125, "sales": 340.38262939453125}, {"date": "2025-08-19", "predicted_sales": 318.7464599609375, "sales": 318.7464599609375}, {"date": "2025-08-20", "predicted_sales": 353.74481201171875, "sales": 353.74481201171875}, {"date": "2025-08-21", "predicted_sales": 339.68011474609375, "sales": 339.68011474609375}, {"date": "2025-08-22", "predicted_sales": 325.1766662597656, "sales": 325.1766662597656}, {"date": "2025-08-23", "predicted_sales": 340.7676696777344, "sales": 340.7676696777344}]

analysis:
{"trend": {"slope": 0.5113122122628347, "trend_type": "\u4e0a\u5347", "r_squared": 0.009206375062049122, "p_value": 0.8378592381300445, "volatility": 0.03172893077135086, "volatility_level": "\u4f4e"}, "statistics": {"mean": 335.9049377441406, "median": 339.68011474609375, "min": 318.7464599609375, "max": 353.74481201171875, "std": 10.657904624938965, "q1": 329.00634765625, "q3": 340.57513427734375}, "day_over_day": [2.2673721313476562, -6.356425762176514, 10.979997634887695, -3.9759445190429688, -4.269737243652344, 4.794625759124756], "influencing_factors": {"product_id": "store_01010023", "model_type": "kan", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "kan\u6a21\u578b\u5bf9\u4ea7\u54c1store_01010023\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u589e\u957f\u7ea60.51\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a335.90\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a353.74\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a318.75\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 580a49a8-8880-447b-a17c-b7b5619f4f88
product_id: store_01010023
product_name: store_01010023
model_type: kan
model_id: store_01010023_kan_best
start_date: 2025-04-01
created_at: 2025-07-18T15:57:59.081912
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_580a49a8-8880-447b-a17c-b7b5619f4f88.json
predictions_data:
[{"date": "2025-05-01", "predicted_sales": 307.7147521972656, "sales": 307.7147521972656}, {"date": "2025-05-02", "predicted_sales": 305.8580322265625, "sales": 305.8580322265625}, {"date": "2025-05-03", "predicted_sales": 296.8881530761719, "sales": 296.8881530761719}, {"date": "2025-05-04", "predicted_sales": 318.9672546386719, "sales": 318.9672546386719}, {"date": "2025-05-05", "predicted_sales": 313.179443359375, "sales": 313.179443359375}, {"date": "2025-05-06", "predicted_sales": 305.5587158203125, "sales": 305.5587158203125}, {"date": "2025-05-07", "predicted_sales": 315.5560607910156, "sales": 315.5560607910156}]

analysis:
{"trend": {"slope": 1.4005922589983257, "trend_type": "\u4e0a\u5347", "r_squared": 0.166552587435653, "p_value": 0.3633979555635567, "volatility": 0.022205600515007973, "volatility_level": "\u4f4e"}, "statistics": {"mean": 309.10321044921875, "median": 307.7147521972656, "min": 296.8881530761719, "max": 318.9672546386719, "std": 6.8638224601745605, "q1": 305.7083740234375, "q3": 314.36773681640625}, "day_over_day": [-0.6033899784088135, -2.9326937198638916, 7.43684196472168, -1.8145471811294556, -2.433342218399048, 3.271824598312378], "influencing_factors": {"product_id": "store_01010023", "model_type": "kan", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "kan\u6a21\u578b\u5bf9\u4ea7\u54c1store_01010023\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u589e\u957f\u7ea61.40\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4f4e\uff0c\u8868\u660e\u9500\u91cf\u76f8\u5bf9\u7a33\u5b9a\uff0c\u9884\u6d4b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a309.10\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a318.97\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a296.89\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


prediction_id: 4d9ab784-2a2c-41cc-873d-3627ead0dce2
product_id: store_13010001
product_name: store_13010001
model_type: tcn
model_id: store_13010001_tcn_best
start_date: 2025-04-01
created_at: 2025-07-18T15:59:58.321599
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_4d9ab784-2a2c-41cc-873d-3627ead0dce2.json
predictions_data:
[{"date": "2025-05-01", "predicted_sales": 239.21339416503906, "sales": 239.21339416503906}, {"date": "2025-05-02", "predicted_sales": 183.6015167236328, "sales": 183.6015167236328}, {"date": "2025-05-03", "predicted_sales": 209.77685546875, "sales": 209.77685546875}, {"date": "2025-05-04", "predicted_sales": 191.26296997070312, "sales": 191.26296997070312}, {"date": "2025-05-05", "predicted_sales": 210.0297393798828, "sales": 210.0297393798828}, {"date": "2025-05-06", "predicted_sales": 236.79296875, "sales": 236.79296875}, {"date": "2025-05-07", "predicted_sales": 267.79071044921875, "sales": 267.79071044921875}]

analysis:
{"trend": {"slope": 6.870276314871651, "trend_type": "\u4e0a\u5347", "r_squared": 0.24986376730041984, "p_value": 0.25332025408701836, "volatility": 0.12507256865501404, "volatility_level": "\u4e2d"}, "statistics": {"mean": 219.7811737060547, "median": 210.0297393798828, "min": 183.6015167236328, "max": 267.79071044921875, "std": 27.488595962524414, "q1": 200.51991271972656, "q3": 238.003173828125}, "day_over_day": [-23.24781036376953, 14.25660228729248, -8.82551383972168, 9.812024116516113, 12.74259090423584, 13.09065055847168], "influencing_factors": {"product_id": "store_13010001", "model_type": "tcn", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "tcn\u6a21\u578b\u5bf9\u4ea7\u54c1store_13010001\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e73\u5747\u6bcf\u5929\u589e\u957f\u7ea66.87\u4e2a\u5355\u4f4d\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u4e2d\uff0c\u8868\u660e\u9500\u91cf\u6709\u4e00\u5b9a\u6ce2\u52a8\uff0c\u4f46\u6574\u4f53\u53ef\u63a7\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a219.78\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a267.79\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a183.60\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


