# prediction_history

prediction_id: 3063d63e-1288-4ff8-b8ee-4d01af5b9a11
product_id: 11020059
product_name: Product 11020059
model_type: cnn_bilstm_attention
model_id: 11020059_cnn_bilstm_attention_best
start_date: 2025-07-26
created_at: 2025-07-26T15:43:07.090128
metrics: {}
chart_data: {}
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_3063d63e-1288-4ff8-b8ee-4d01af5b9a11.json
predictions_data:
[{"date": "2025-07-26", "predicted_sales": 0.09473707526922226}, {"date": "2025-07-27", "predicted_sales": 0.16102741658687592}, {"date": "2025-07-28", "predicted_sales": 0.049744751304388046}, {"date": "2025-07-29", "predicted_sales": 0.15230824053287506}, {"date": "2025-07-30", "predicted_sales": 0.09933286160230637}, {"date": "2025-07-31", "predicted_sales": 0.16560961306095123}, {"date": "2025-08-01", "predicted_sales": 0.053050361573696136}]

analysis:
{"trend": {"slope": -0.002368129922875336, "trend_type": "\u5e73\u7a33", "r_squared": 0.010680459915653704, "p_value": 0.8254892738822802, "volatility": 0.4135071635246277, "volatility_level": "\u9ad8"}, "statistics": {"mean": 0.11083004623651505, "median": 0.09933286160230637, "min": 0.049744751304388046, "max": 0.16560961306095123, "std": 0.04582901671528816, "q1": 0.0738937184214592, "q3": 0.1566678285598755}, "day_over_day": [69.97296905517578, -69.10789489746094, 206.1795196533203, -34.78168869018555, 66.72187805175781, -67.96661376953125], "influencing_factors": {"product_id": "11020059", "model_type": "cnn_bilstm_attention", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "cnn_bilstm_attention\u6a21\u578b\u5bf9\u4ea7\u54c111020059\u7684\u9884\u6d4b\u5206\u6790\uff1a\n\u9884\u6d4b\u663e\u793a\u9500\u91cf\u6574\u4f53\u5448\u5e73\u7a33\u8d8b\u52bf\uff0c\u9500\u91cf\u57fa\u672c\u4fdd\u6301\u7a33\u5b9a\u3002\n\u9884\u6d4b\u671f\u5185\u9500\u91cf\u6ce2\u52a8\u6027\u9ad8\uff0c\u8868\u660e\u9500\u91cf\u53ef\u80fd\u53d7\u5230\u591a\u79cd\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u9884\u6d4b\u7684\u4e0d\u786e\u5b9a\u6027\u8f83\u9ad8\u3002\n\u9884\u6d4b\u671f\u5185\u5e73\u5747\u65e5\u9500\u91cf\u4e3a0.11\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a0.17\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a0.05\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: 18dbbff8-8519-47e0-933d-5d86f01611f4
product_id: 11020059
product_name: Product 11020059
model_type: transformer
model_id: 11020059_transformer_best
start_date: 2025-07-26
created_at: 2025-07-26T15:44:48.076921
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_18dbbff8-8519-47e0-933d-5d86f01611f4.json
predictions_data:
[{"date": "2022-01-01", "predicted_sales": 0.3329959809780121}, {"date": "2022-01-02", "predicted_sales": 0.3265283703804016}, {"date": "2022-01-03", "predicted_sales": 0.3280312120914459}, {"date": "2022-01-04", "predicted_sales": 0.30901890993118286}, {"date": "2022-01-05", "predicted_sales": 0.3084196150302887}, {"date": "2022-01-06", "predicted_sales": 0.3120812773704529}, {"date": "2022-01-07", "predicted_sales": 0.31622546911239624}]


prediction_id: c7662706-09ae-4458-ac4d-986c3844af8f
product_id: 11020059
product_name: Product 11020059
model_type: transformer
model_id: 11020059_transformer_best
start_date: 2025-07-26
created_at: 2025-07-26T15:44:57.818241
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_c7662706-09ae-4458-ac4d-986c3844af8f.json
predictions_data:
[{"date": "2022-01-01", "predicted_sales": 0.3329959809780121}, {"date": "2022-01-02", "predicted_sales": 0.3265283703804016}, {"date": "2022-01-03", "predicted_sales": 0.3280312120914459}, {"date": "2022-01-04", "predicted_sales": 0.30901890993118286}, {"date": "2022-01-05", "predicted_sales": 0.3084196150302887}, {"date": "2022-01-06", "predicted_sales": 0.3120812773704529}, {"date": "2022-01-07", "predicted_sales": 0.31622546911239624}, {"date": "2022-01-08", "predicted_sales": 0.31788119673728943}, {"date": "2022-01-09", "predicted_sales": 0.3302886486053467}, {"date": "2022-01-10", "predicted_sales": 0.33240893483161926}, {"date": "2022-01-11", "predicted_sales": 0.312644898891449}, {"date": "2022-01-12", "predicted_sales": 0.31481802463531494}, {"date": "2022-01-13", "predicted_sales": 0.3191356658935547}, {"date": "2022-01-14", "predicted_sales": 0.32318150997161865}, {"date": "2022-01-15", "predicted_sales": 0.3253922760486603}, {"date": "2022-01-16", "predicted_sales": 0.33931195735931396}, {"date": "2022-01-17", "predicted_sales": 0.3409728705883026}, {"date": "2022-01-18", "predicted_sales": 0.3190479576587677}, {"date": "2022-01-19", "predicted_sales": 0.3218364715576172}, {"date": "2022-01-20", "predicted_sales": 0.3251367509365082}, {"date": "2022-01-21", "predicted_sales": 0.3307936191558838}, {"date": "2022-01-22", "predicted_sales": 0.33328619599342346}, {"date": "2022-01-23", "predicted_sales": 0.3480398654937744}, {"date": "2022-01-24", "predicted_sales": 0.3504333794116974}, {"date": "2022-01-25", "predicted_sales": 0.32446539402008057}]


prediction_id: 4a9ce903-748e-487d-accb-3cddfc47584e
product_id: 01010323
product_name: 店铺 01010323 (所有药品聚合)
model_type: kan
model_id: store_01010323_kan_best
start_date: 2025-07-26
created_at: 2025-07-26T15:46:36.324619
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_4a9ce903-748e-487d-accb-3cddfc47584e.json
predictions_data:
[{"date": "2025-05-29", "predicted_sales": 1.3792717456817627}, {"date": "2025-05-30", "predicted_sales": 1.3786933422088623}, {"date": "2025-05-31", "predicted_sales": 1.3787375688552856}, {"date": "2025-06-01", "predicted_sales": 1.3919557332992554}, {"date": "2025-06-02", "predicted_sales": 1.3924076557159424}, {"date": "2025-06-03", "predicted_sales": 1.380091667175293}, {"date": "2025-06-04", "predicted_sales": 1.379088044166565}]


prediction_id: 9ab33b67-0b6b-48d4-800b-bf5e9d99bafc
product_id: 01010323
product_name: 店铺 01010323 (所有药品聚合)
model_type: kan
model_id: store_01010323_kan_best
start_date: 2025-07-26
created_at: 2025-07-26T15:46:43.034935
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_9ab33b67-0b6b-48d4-800b-bf5e9d99bafc.json
predictions_data:
[{"date": "2025-05-29", "predicted_sales": 1.3792717456817627}, {"date": "2025-05-30", "predicted_sales": 1.3786933422088623}, {"date": "2025-05-31", "predicted_sales": 1.3787375688552856}, {"date": "2025-06-01", "predicted_sales": 1.3919557332992554}, {"date": "2025-06-02", "predicted_sales": 1.3924076557159424}, {"date": "2025-06-03", "predicted_sales": 1.380091667175293}, {"date": "2025-06-04", "predicted_sales": 1.379088044166565}, {"date": "2025-06-05", "predicted_sales": 1.3786635398864746}, {"date": "2025-06-06", "predicted_sales": 1.3788011074066162}, {"date": "2025-06-07", "predicted_sales": 1.3790017366409302}, {"date": "2025-06-08", "predicted_sales": 1.3926806449890137}, {"date": "2025-06-09", "predicted_sales": 1.392408847808838}, {"date": "2025-06-10", "predicted_sales": 1.380091667175293}, {"date": "2025-06-11", "predicted_sales": 1.379088044166565}, {"date": "2025-06-12", "predicted_sales": 1.3786635398864746}, {"date": "2025-06-13", "predicted_sales": 1.3788011074066162}, {"date": "2025-06-14", "predicted_sales": 1.3790017366409302}, {"date": "2025-06-15", "predicted_sales": 1.3926806449890137}, {"date": "2025-06-16", "predicted_sales": 1.392408847808838}, {"date": "2025-06-17", "predicted_sales": 1.380091667175293}, {"date": "2025-06-18", "predicted_sales": 1.379088044166565}, {"date": "2025-06-19", "predicted_sales": 1.3786635398864746}, {"date": "2025-06-20", "predicted_sales": 1.3788011074066162}]


prediction_id: 479351ae-dcaf-438a-b3c8-3c38b37e28db
product_id: global
product_name: 全局聚合 (所有药品)
model_type: mlstm
model_id: global_sum_mlstm_best
start_date: 2025-07-26
created_at: 2025-07-26T15:48:51.723754
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_479351ae-dcaf-438a-b3c8-3c38b37e28db.json
predictions_data:
[{"date": "2025-05-29", "predicted_sales": 340.85980224609375}, {"date": "2025-05-30", "predicted_sales": 340.91937255859375}, {"date": "2025-05-31", "predicted_sales": 341.0851745605469}, {"date": "2025-06-01", "predicted_sales": 341.1834716796875}, {"date": "2025-06-02", "predicted_sales": 341.0881652832031}, {"date": "2025-06-03", "predicted_sales": 340.9580993652344}, {"date": "2025-06-04", "predicted_sales": 340.9997863769531}]


prediction_id: cc556580-d48c-4047-bfba-baf5194b361f
product_id: global
product_name: 全局聚合 (所有药品)
model_type: cnn_bilstm_attention
model_id: global_sum_cnn_bilstm_attention_best
start_date: 2025-07-26
created_at: 2025-07-26T16:19:33.864914
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_cc556580-d48c-4047-bfba-baf5194b361f.json
predictions_data:
[{"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 46.302330017089844}, {"date": "2025-07-29", "predicted_sales": 0.0}, {"date": "2025-07-30", "predicted_sales": 0.0}, {"date": "2025-07-31", "predicted_sales": 0.0}, {"date": "2025-08-01", "predicted_sales": 0.0}]


