# prediction_history

prediction_id: 41aee335-8f8d-40b3-b682-0a8d003b9d4e
product_id: global
product_name: 全局销售数据
model_type: xgboost
model_id: global_sum_xgboost_best
start_date: 2025-07-23
created_at: 2025-07-23T17:19:56.448416
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_41aee335-8f8d-40b3-b682-0a8d003b9d4e.json
predictions_data:
[{"date": "2025-07-23", "predicted_sales": 0.08380423486232758}, {"date": "2025-07-24", "predicted_sales": 2.013007164001465}, {"date": "2025-07-25", "predicted_sales": 0.0}, {"date": "2025-07-26", "predicted_sales": 0.0}, {"date": "2025-07-27", "predicted_sales": 0.0}, {"date": "2025-07-28", "predicted_sales": 0.0}, {"date": "2025-07-29", "predicted_sales": 0.0}]


prediction_id: 0a4e8661-723d-42e0-b8c9-33880fdaf966
product_id: 17021944
product_name: 维生素B6片(维福佳)
model_type: transformer
model_id: 17021944_transformer_v1
start_date: 2025-07-24
created_at: 2025-07-24T10:39:14.477958
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_0a4e8661-723d-42e0-b8c9-33880fdaf966.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 1.1959584951400757}, {"date": "2025-07-25", "predicted_sales": 1.188608169555664}, {"date": "2025-07-26", "predicted_sales": 1.2231996059417725}, {"date": "2025-07-27", "predicted_sales": 1.3468321561813354}, {"date": "2025-07-28", "predicted_sales": 1.344063639640808}, {"date": "2025-07-29", "predicted_sales": 1.303726077079773}, {"date": "2025-07-30", "predicted_sales": 1.3689682483673096}]


prediction_id: 57c75a72-26a8-40b0-a3aa-69dd5d803651
product_id: 17021449
product_name: 布洛芬混悬液(美林)
model_type: cnn_bilstm_attention
model_id: 17021449_cnn_bilstm_attention_best
start_date: 2025-07-24
created_at: 2025-07-24T10:58:52.361654
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_57c75a72-26a8-40b0-a3aa-69dd5d803651.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 1.237381935119629}, {"date": "2025-07-25", "predicted_sales": 1.2371704578399658}, {"date": "2025-07-26", "predicted_sales": 1.2370707988739014}, {"date": "2025-07-27", "predicted_sales": 1.2440879344940186}, {"date": "2025-07-28", "predicted_sales": 1.2482234239578247}, {"date": "2025-07-29", "predicted_sales": 1.243433952331543}, {"date": "2025-07-30", "predicted_sales": 1.2384241819381714}]

analysis:
{"trend": {"slope": 0.0009573698043823242, "trend_type": "\u5e73\u7a33", "r_squared": 0.21886371360823895, "p_value": 0.28976839937827126, "volatility": 0.0032984615059203446, "volatility_level": "\u4f4e"}, "statistics": {"mean": 1.2408275263650077, "median": 1.2384241819381714, "min": 1.2370707988739014, "max": 1.2482234239578247, "std": 0.0040928218312013395, "q1": 1.2372761964797974, "q3": 1.2437609434127808}, "day_over_day": [-0.017090703659144703, -0.008055394908026854, 0.567237996928296, 0.33241134723230736, -0.3837030722509151, -0.4028979893928296], "influencing_factors": {"product_id": "17021449", "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\u54c117021449\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\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\u4e3a1.24\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a1.25\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a1.24\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: e0bc4802-e23c-4c5c-9d4a-edca52dc21a3
product_id: global
product_name: 全局销售数据
model_type: cnn_bilstm_attention
model_id: global_sum_cnn_bilstm_attention_best
start_date: 2025-07-24
created_at: 2025-07-24T10:59:01.338706
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_e0bc4802-e23c-4c5c-9d4a-edca52dc21a3.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 53.559471130371094}, {"date": "2025-07-25", "predicted_sales": 53.61399841308594}, {"date": "2025-07-26", "predicted_sales": 53.20029830932617}, {"date": "2025-07-27", "predicted_sales": 54.82480239868164}, {"date": "2025-07-28", "predicted_sales": 55.860137939453125}, {"date": "2025-07-29", "predicted_sales": 53.97428512573242}, {"date": "2025-07-30", "predicted_sales": 52.62110137939453}]


prediction_id: 8dbdb369-acd3-4abd-a42a-5134204bfbeb
product_id: 01010023
product_name: 一树贵阳金阳南路分店（福州街分店）
model_type: cnn_bilstm_attention
model_id: store_01010023_cnn_bilstm_attention_v1
start_date: 2025-07-24
created_at: 2025-07-24T10:59:07.227621
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_8dbdb369-acd3-4abd-a42a-5134204bfbeb.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 45.0178108215332}, {"date": "2025-07-25", "predicted_sales": 45.007545471191406}, {"date": "2025-07-26", "predicted_sales": 45.000823974609375}, {"date": "2025-07-27", "predicted_sales": 44.94203186035156}, {"date": "2025-07-28", "predicted_sales": 44.848758697509766}, {"date": "2025-07-29", "predicted_sales": 44.94256591796875}, {"date": "2025-07-30", "predicted_sales": 44.920345306396484}]


prediction_id: 4ef9b9a1-135e-4ff9-a73e-2bd1a43a2f81
product_id: 17021449
product_name: 布洛芬混悬液(美林)
model_type: cnn_bilstm_attention
model_id: 17021449_cnn_bilstm_attention_best
start_date: 2025-07-24
created_at: 2025-07-24T11:00:10.420187
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_4ef9b9a1-135e-4ff9-a73e-2bd1a43a2f81.json
analysis:
{"trend": {"slope": 0.00017597222939515726, "trend_type": "\u5e73\u7a33", "r_squared": 0.10056485678494637, "p_value": 0.11444393445933482, "volatility": 0.003353767132040326, "volatility_level": "\u4f4e"}, "statistics": {"mean": 1.2409359766886785, "median": 1.2395849823951721, "min": 1.2354907989501953, "max": 1.2501524686813354, "std": 0.00416181029158485, "q1": 1.2374005615711212, "q3": 1.244011253118515}, "day_over_day": [-0.017090703659144703, -0.008055394908026854, 0.567237996928296, 0.33241134723230736, -0.3837030722509151, -0.4028979893928296, -0.097827870884152, -0.10759751994798475, -0.03160892515668217, 0.5300535080501364, 0.3073428567836227, -0.33894347959837356, -0.3364670356394871, -0.013910648360484626, 0.024318117199643552, -0.009141157875502438, 0.5392812871002136, 0.3105786157989983, -0.33880778060080446, -0.33722802873372576, -0.014742641373564108, 0.02368019236549444, -0.009231357729824507, 0.5393534010163317, 0.311618169506778], "influencing_factors": {"product_id": "17021449", "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\u54c117021449\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\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\u4e3a1.24\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a1.25\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a1.24\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: 57848241-9750-4cc0-a2f5-515301853b29
product_id: 17021449
product_name: 布洛芬混悬液(美林)
model_type: cnn_bilstm_attention
model_id: 17021449_cnn_bilstm_attention_best
start_date: 2025-07-24
created_at: 2025-07-24T11:00:46.218926
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_57848241-9750-4cc0-a2f5-515301853b29.json
analysis:
{"trend": {"slope": 0.0002654827275529963, "trend_type": "\u5e73\u7a33", "r_squared": 0.3102070159138126, "p_value": 0.0005106183168499485, "volatility": 0.0038750768325932767, "volatility_level": "\u4f4e"}, "statistics": {"mean": 1.2423107147216796, "median": 1.2418168783187866, "min": 1.2354907989501953, "max": 1.254338026046753, "std": 0.004814049469500376, "q1": 1.2375286221504211, "q3": 1.2459052205085754}, "day_over_day": [-0.017090703659144703, -0.008055394908026854, 0.567237996928296, 0.33241134723230736, -0.3837030722509151, -0.4028979893928296, -0.097827870884152, -0.10759751994798475, -0.03160892515668217, 0.5300535080501364, 0.3073428567836227, -0.33894347959837356, -0.3364670356394871, -0.013910648360484626, 0.024318117199643552, -0.009141157875502438, 0.5392812871002136, 0.3105786157989983, -0.33880778060080446, -0.33722802873372576, -0.014742641373564108, 0.02368019236549444, -0.009231357729824507, 0.5393534010163317, 0.311618169506778, -0.33587173653116004, -0.33200928910344385, -0.005298971932248036, 0.040762005663480365, 0.02151464440044914, 0.5899520207662805, 0.358699502562916, -0.28424799114249466, -0.27995925751228934], "influencing_factors": {"product_id": "17021449", "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\u54c117021449\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\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\u4e3a1.24\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a1.25\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a1.24\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: 57d77a77-58f6-4d58-980f-be05b6f3a692
product_id: 17021449
product_name: 布洛芬混悬液(美林)
model_type: cnn_bilstm_attention
model_id: 17021449_cnn_bilstm_attention_best
start_date: 2025-02-01
created_at: 2025-07-24T11:01:05.553590
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_57d77a77-58f6-4d58-980f-be05b6f3a692.json
predictions_data:
[{"date": "2025-02-01", "predicted_sales": 0.4311361312866211}, {"date": "2025-02-02", "predicted_sales": 0.4559403955936432}, {"date": "2025-02-03", "predicted_sales": 0.4792889952659607}, {"date": "2025-02-04", "predicted_sales": 0.500911295413971}, {"date": "2025-02-05", "predicted_sales": 0.5266531109809875}, {"date": "2025-02-06", "predicted_sales": 0.5550528168678284}, {"date": "2025-02-07", "predicted_sales": 0.5793809294700623}]

analysis:
{"trend": {"slope": 0.021967622011649503, "trend_type": "\u5e73\u7a33", "r_squared": 0.9619309764369499, "p_value": 5.330469005830289e-25, "volatility": 0.26717909187444067, "volatility_level": "\u4e2d"}, "statistics": {"mean": 0.8466593495437077, "median": 0.8924809694290161, "min": 0.4311361312866211, "max": 1.109078049659729, "std": 0.22620967613809245, "q1": 0.6520130336284637, "q3": 1.0692254900932312}, "day_over_day": [5.753232565547172, 5.12097631575662, 4.511328313726856, 5.138996824925389, 5.392488014348038, 4.383026599075346, 4.208746986620611, 5.508037608151868, 4.706841477423552, 4.251174480031427, 3.955277338974925, 4.523096905400077, 3.67865352570138, 3.1282100057066766, 3.8042516300989586, 3.5040559052269993, 2.8231453239348663, 2.4623487629284733, 2.8562886218144885, 2.319677343617071, 2.3764506878539278, 2.388037760401306, 1.9435669331283791, 1.7125831893932095, 1.370889795116423, 1.6735577072795673, 0.9446751257001526, 0.5430828492992469, 0.9061248707205125, 0.45015465462482546, -0.25864123226859737, -0.22366367018773953, -0.14808609709052023, -0.11667812499864794], "influencing_factors": {"product_id": "17021449", "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\u54c117021449\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\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\u4e3a0.85\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a1.11\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a0.43\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: 9b00799b-76e5-4c95-b798-4540828debc6
product_id: 01010023
product_name: 一树贵阳金阳南路分店（福州街分店）
model_type: transformer
model_id: store_01010023_transformer_v1
start_date: 2025-07-24
created_at: 2025-07-24T14:24:21.410453
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_9b00799b-76e5-4c95-b798-4540828debc6.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 343.516845703125}, {"date": "2025-07-25", "predicted_sales": 348.4456481933594}, {"date": "2025-07-26", "predicted_sales": 351.82513427734375}, {"date": "2025-07-27", "predicted_sales": 356.3363342285156}, {"date": "2025-07-28", "predicted_sales": 360.88616943359375}, {"date": "2025-07-29", "predicted_sales": 352.40045166015625}, {"date": "2025-07-30", "predicted_sales": 353.8207092285156}]


prediction_id: f04d0117-0519-463c-9214-4076436d2098
product_id: 17004381
product_name: 左炔诺孕酮片(金毓婷)
model_type: mlstm
model_id: 17004381_mlstm_v2
start_date: 2025-07-24
created_at: 2025-07-24T14:24:41.924896
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_f04d0117-0519-463c-9214-4076436d2098.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 6.693743705749512}, {"date": "2025-07-25", "predicted_sales": 7.048107147216797}, {"date": "2025-07-26", "predicted_sales": 7.482507705688477}, {"date": "2025-07-27", "predicted_sales": 6.737094879150391}, {"date": "2025-07-28", "predicted_sales": 6.784762859344482}, {"date": "2025-07-29", "predicted_sales": 7.180749893188477}, {"date": "2025-07-30", "predicted_sales": 7.475035667419434}]


prediction_id: 255b8bd9-b539-4236-8c10-c1c501ed4358
product_id: 17004381
product_name: 左炔诺孕酮片(金毓婷)
model_type: cnn_bilstm_attention
model_id: 17004381_cnn_bilstm_attention_best
start_date: 2025-07-24
created_at: 2025-07-24T14:49:11.239275
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_255b8bd9-b539-4236-8c10-c1c501ed4358.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 10.346258163452148}, {"date": "2025-07-25", "predicted_sales": 10.350631713867188}, {"date": "2025-07-26", "predicted_sales": 10.355737686157227}, {"date": "2025-07-27", "predicted_sales": 10.387604713439941}, {"date": "2025-07-28", "predicted_sales": 10.399924278259277}, {"date": "2025-07-29", "predicted_sales": 10.400264739990234}, {"date": "2025-07-30", "predicted_sales": 10.40615177154541}]

analysis:
{"trend": {"slope": 0.01154048102242606, "trend_type": "\u5e73\u7a33", "r_squared": 0.9066002871848389, "p_value": 0.000937148504228806, "volatility": 0.0023357636118277736, "volatility_level": "\u4f4e"}, "statistics": {"mean": 10.37808186667306, "median": 10.387604713439941, "min": 10.346258163452148, "max": 10.40615177154541, "std": 0.02424074598474459, "q1": 10.353184700012207, "q3": 10.400094509124756}, "day_over_day": [0.04227180828029693, 0.049330054736643474, 0.30772339207966126, 0.11859870643129442, 0.0032736943255323126, 0.05660463173153137], "influencing_factors": {"product_id": "17004381", "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\u54c117004381\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\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\u4e3a10.38\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a10.41\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a10.35\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: 8db99a1d-0d5f-4e0e-bc90-efccd7571c50
product_id: global
product_name: 全局销售数据
model_type: mlstm
model_id: global_sum_mlstm_v1
start_date: 2025-07-24
created_at: 2025-07-24T14:49:42.535368
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_8db99a1d-0d5f-4e0e-bc90-efccd7571c50.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 3097.190673828125}, {"date": "2025-07-25", "predicted_sales": 3097.189697265625}, {"date": "2025-07-26", "predicted_sales": 3097.190673828125}, {"date": "2025-07-27", "predicted_sales": 3097.190673828125}, {"date": "2025-07-28", "predicted_sales": 3097.1904296875}, {"date": "2025-07-29", "predicted_sales": 3097.1923828125}, {"date": "2025-07-30", "predicted_sales": 3097.1923828125}]


prediction_id: 7a82961f-f261-4800-a7f2-4708b71bd647
product_id: VIPDZYHQ
product_name: VIP电子优惠券
model_type: cnn_bilstm_attention
model_id: VIPDZYHQ_cnn_bilstm_attention_best
start_date: 2025-07-24
created_at: 2025-07-24T17:44:48.593190
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_7a82961f-f261-4800-a7f2-4708b71bd647.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 32.630821228027344}, {"date": "2025-07-25", "predicted_sales": 32.578346252441406}, {"date": "2025-07-26", "predicted_sales": 32.53654098510742}, {"date": "2025-07-27", "predicted_sales": 32.90606689453125}, {"date": "2025-07-28", "predicted_sales": 33.285831451416016}, {"date": "2025-07-29", "predicted_sales": 32.99727249145508}, {"date": "2025-07-30", "predicted_sales": 32.980735778808594}]

analysis:
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prediction_id: ac9bb7ef-fa0a-4ae6-93df-a6095772e3f2
product_id: VIPDZYHQ
product_name: VIP电子优惠券
model_type: cnn_bilstm_attention
model_id: VIPDZYHQ_cnn_bilstm_attention_best
start_date: 2025-02-01
created_at: 2025-07-24T17:44:59.634765
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_ac9bb7ef-fa0a-4ae6-93df-a6095772e3f2.json
predictions_data:
[{"date": "2025-02-01", "predicted_sales": 27.462644577026367}, {"date": "2025-02-02", "predicted_sales": 27.80974769592285}, {"date": "2025-02-03", "predicted_sales": 28.25592041015625}, {"date": "2025-02-04", "predicted_sales": 27.84075355529785}, {"date": "2025-02-05", "predicted_sales": 27.729225158691406}, {"date": "2025-02-06", "predicted_sales": 27.582115173339844}, {"date": "2025-02-07", "predicted_sales": 27.524179458618164}]

analysis:
{"trend": {"slope": 0.052097385054302954, "trend_type": "\u4e0a\u5347", "r_squared": 0.7273306072850366, "p_value": 2.1739505904557693e-09, "volatility": 0.0186771952926863, "volatility_level": "\u4f4e"}, "statistics": {"mean": 28.309197362263998, "median": 28.260948181152344, "min": 27.462644577026367, "max": 29.302518844604492, "std": 0.5287364077142045, "q1": 27.930250644683838, "q3": 28.845962047576904}, "day_over_day": [1.2639100284859326, 1.6043752683840826, -1.469309259199257, -0.4005940298452246, -0.5305232458161658, -0.2100481212466216, 0.06532647263311421, 1.6286884287726944, 1.884307321866056, -1.306972241946803, -0.22117983632502364, -0.41181280766764833, -0.13763170353554097, 0.01721657612769086, 1.5734580160604847, 1.837760258674729, -1.3650549497409337, -0.3419595176468163, -0.4347164773560965, -0.1409090970405852, 0.09336952122724726, 1.6848463026312877, 1.9494136317009039, -1.1337594535011126, -0.006906413813354332, -0.07116928789428784, -0.1945717320020489, -0.03742558454947228, 1.4583148826589947], "influencing_factors": {"product_id": "VIPDZYHQ", "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\u54c1VIPDZYHQ\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\u7ea60.05\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\u4e3a28.31\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a29.30\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a27.46\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: c4e91416-0b54-4038-afa5-6916d49c01d5
product_id: VIPDZYHQ
product_name: VIP电子优惠券
model_type: cnn_bilstm_attention
model_id: VIPDZYHQ_cnn_bilstm_attention_best
start_date: 2025-02-01
created_at: 2025-07-24T17:46:37.966333
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_c4e91416-0b54-4038-afa5-6916d49c01d5.json
predictions_data:
[{"date": "2025-02-01", "predicted_sales": 27.462644577026367}, {"date": "2025-02-02", "predicted_sales": 27.80974769592285}, {"date": "2025-02-03", "predicted_sales": 28.25592041015625}, {"date": "2025-02-04", "predicted_sales": 27.84075355529785}, {"date": "2025-02-05", "predicted_sales": 27.729225158691406}, {"date": "2025-02-06", "predicted_sales": 27.582115173339844}, {"date": "2025-02-07", "predicted_sales": 27.524179458618164}]

analysis:
{"trend": {"slope": 0.056876230640571665, "trend_type": "\u4e0a\u5347", "r_squared": 0.796977160827629, "p_value": 5.755095781285435e-13, "volatility": 0.022595962635918676, "volatility_level": "\u4f4e"}, "statistics": {"mean": 28.475876889910015, "median": 28.373384475708008, "min": 27.462644577026367, "max": 29.89436912536621, "std": 0.6434398502294268, "q1": 27.950698852539062, "q3": 28.95798969268799}, "day_over_day": [1.2639100284859326, 1.6043752683840826, -1.469309259199257, -0.4005940298452246, -0.5305232458161658, -0.2100481212466216, 0.06532647263311421, 1.6286884287726944, 1.884307321866056, -1.306972241946803, -0.22117983632502364, -0.41181280766764833, -0.13763170353554097, 0.01721657612769086, 1.5734580160604847, 1.837760258674729, -1.3650549497409337, -0.3419595176468163, -0.4347164773560965, -0.1409090970405852, 0.09336952122724726, 1.6848463026312877, 1.9494136317009039, -1.1337594535011126, -0.006906413813354332, -0.07116928789428784, -0.1945717320020489, -0.03742558454947228, 1.4583148826589947, 2.0225956168567727, -1.2204098713611509, -0.3876377318897368, -0.35445543360324916, -0.27570224911944535], "influencing_factors": {"product_id": "VIPDZYHQ", "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\u54c1VIPDZYHQ\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\u7ea60.06\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\u4e3a28.48\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a29.89\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a27.46\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: a474e29d-0cad-40a6-a7b6-517e4cc24dd2
product_id: VIPDZYHQ
product_name: VIP电子优惠券
model_type: cnn_bilstm_attention
model_id: VIPDZYHQ_cnn_bilstm_attention_best
start_date: 2025-07-24
created_at: 2025-07-24T17:54:51.500038
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_a474e29d-0cad-40a6-a7b6-517e4cc24dd2.json
predictions_data:
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analysis:
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prediction_id: ab0e2098-0b96-445a-a499-4fa78bea6dba
product_id: VIPDZYHQ
product_name: VIP电子优惠券
model_type: cnn_bilstm_attention
model_id: VIPDZYHQ_cnn_bilstm_attention_best
start_date: 2025-02-01
created_at: 2025-07-24T17:55:41.802919
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_ab0e2098-0b96-445a-a499-4fa78bea6dba.json
predictions_data:
[{"date": "2025-02-01", "predicted_sales": 27.462644577026367}, {"date": "2025-02-02", "predicted_sales": 27.80974769592285}, {"date": "2025-02-03", "predicted_sales": 28.25592041015625}, {"date": "2025-02-04", "predicted_sales": 27.84075355529785}, {"date": "2025-02-05", "predicted_sales": 27.729225158691406}, {"date": "2025-02-06", "predicted_sales": 27.582115173339844}, {"date": "2025-02-07", "predicted_sales": 27.524179458618164}, {"date": "2025-02-08", "predicted_sales": 27.542160034179688}, {"date": "2025-02-09", "predicted_sales": 27.99073600769043}, {"date": "2025-02-10", "predicted_sales": 28.51816749572754}, {"date": "2025-02-11", "predicted_sales": 28.145442962646484}, {"date": "2025-02-12", "predicted_sales": 28.08319091796875}, {"date": "2025-02-13", "predicted_sales": 27.967540740966797}, {"date": "2025-02-14", "predicted_sales": 27.929048538208008}, {"date": "2025-02-15", "predicted_sales": 27.933856964111328}, {"date": "2025-02-16", "predicted_sales": 28.373384475708008}, {"date": "2025-02-17", "predicted_sales": 28.894819259643555}, {"date": "2025-02-18", "predicted_sales": 28.500389099121094}, {"date": "2025-02-19", "predicted_sales": 28.402929306030273}, {"date": "2025-02-20", "predicted_sales": 28.279457092285156}, {"date": "2025-02-21", "predicted_sales": 28.239608764648438}, {"date": "2025-02-22", "predicted_sales": 28.265975952148438}, {"date": "2025-02-23", "predicted_sales": 28.74221420288086}, {"date": "2025-02-24", "predicted_sales": 29.302518844604492}, {"date": "2025-02-25", "predicted_sales": 28.970298767089844}, {"date": "2025-02-26", "predicted_sales": 28.968297958374023}]

analysis:
{"trend": {"slope": 0.05114229772844885, "trend_type": "\u4e0a\u5347", "r_squared": 0.6343062975124938, "p_value": 1.1334167239026972e-06, "volatility": 0.017076958614239364, "volatility_level": "\u4f4e"}, "statistics": {"mean": 28.202100900503304, "median": 28.19252586364746, "min": 27.462644577026367, "max": 29.302518844604492, "std": 0.48160610991249764, "q1": 27.86282730102539, "q3": 28.47602415084839}, "day_over_day": [1.2639100284859326, 1.6043752683840826, -1.469309259199257, -0.4005940298452246, -0.5305232458161658, -0.2100481212466216, 0.06532647263311421, 1.6286884287726944, 1.884307321866056, -1.306972241946803, -0.22117983632502364, -0.41181280766764833, -0.13763170353554097, 0.01721657612769086, 1.5734580160604847, 1.837760258674729, -1.3650549497409337, -0.3419595176468163, -0.4347164773560965, -0.1409090970405852, 0.09336952122724726, 1.6848463026312877, 1.9494136317009039, -1.1337594535011126, -0.006906413813354332], "influencing_factors": {"product_id": "VIPDZYHQ", "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\u54c1VIPDZYHQ\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\u7ea60.05\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\u4e3a28.20\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a29.30\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a27.46\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: d891b097-4f47-4d31-8788-fd6b53bea8d7
product_id: VIPDZYHQ
product_name: VIP电子优惠券
model_type: cnn_bilstm_attention
model_id: VIPDZYHQ_cnn_bilstm_attention_best
start_date: 2025-07-24
created_at: 2025-07-24T18:31:23.186944
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_d891b097-4f47-4d31-8788-fd6b53bea8d7.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 32.630821228027344}, {"date": "2025-07-25", "predicted_sales": 32.578346252441406}, {"date": "2025-07-26", "predicted_sales": 32.53654098510742}, {"date": "2025-07-27", "predicted_sales": 32.90606689453125}, {"date": "2025-07-28", "predicted_sales": 33.285831451416016}, {"date": "2025-07-29", "predicted_sales": 32.99727249145508}, {"date": "2025-07-30", "predicted_sales": 32.980735778808594}]

analysis:
{"trend": {"slope": 0.09417452130998884, "trend_type": "\u4e0a\u5347", "r_squared": 0.5496448717982825, "p_value": 0.056509871934149095, "volatility": 0.007734850050655056, "volatility_level": "\u4f4e"}, "statistics": {"mean": 32.84508786882673, "median": 32.90606689453125, "min": 32.53654098510742, "max": 33.285831451416016, "std": 0.2540518295659642, "q1": 32.604583740234375, "q3": 32.989004135131836}, "day_over_day": [-0.16081414322746362, -0.12832225125869154, 1.1357258584831342, 1.1540867466840279, -0.8669122788238535, -0.05011539256999709], "influencing_factors": {"product_id": "VIPDZYHQ", "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\u54c1VIPDZYHQ\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\u7ea60.09\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\u4e3a32.85\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a33.29\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a32.54\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: ee60b61b-f171-4bf6-ac89-79ee4eddad97
product_id: VIPDZYHQ
product_name: VIP电子优惠券
model_type: cnn_bilstm_attention
model_id: VIPDZYHQ_cnn_bilstm_attention_best
start_date: 2025-07-24
created_at: 2025-07-24T18:31:34.208670
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_ee60b61b-f171-4bf6-ac89-79ee4eddad97.json
predictions_data:
[{"date": "2025-07-24", "predicted_sales": 32.630821228027344}, {"date": "2025-07-25", "predicted_sales": 32.578346252441406}, {"date": "2025-07-26", "predicted_sales": 32.53654098510742}, {"date": "2025-07-27", "predicted_sales": 32.90606689453125}, {"date": "2025-07-28", "predicted_sales": 33.285831451416016}, {"date": "2025-07-29", "predicted_sales": 32.99727249145508}, {"date": "2025-07-30", "predicted_sales": 32.980735778808594}, {"date": "2025-07-31", "predicted_sales": 32.88360595703125}, {"date": "2025-08-01", "predicted_sales": 32.77741241455078}, {"date": "2025-08-02", "predicted_sales": 32.67637252807617}, {"date": "2025-08-03", "predicted_sales": 33.0183219909668}, {"date": "2025-08-04", "predicted_sales": 33.3629150390625}, {"date": "2025-08-05", "predicted_sales": 33.049076080322266}, {"date": "2025-08-06", "predicted_sales": 33.03519058227539}, {"date": "2025-08-07", "predicted_sales": 32.9249382019043}, {"date": "2025-08-08", "predicted_sales": 32.85420227050781}, {"date": "2025-08-09", "predicted_sales": 32.80168533325195}, {"date": "2025-08-10", "predicted_sales": 33.17448043823242}, {"date": "2025-08-11", "predicted_sales": 33.537872314453125}, {"date": "2025-08-12", "predicted_sales": 33.23493957519531}]

analysis:
{"trend": {"slope": 0.025496530174312734, "trend_type": "\u5e73\u7a33", "r_squared": 0.3235558948656215, "p_value": 0.008864254633096725, "volatility": 0.007841232413008596, "volatility_level": "\u4f4e"}, "statistics": {"mean": 32.96233139038086, "median": 32.952836990356445, "min": 32.53654098510742, "max": 33.537872314453125, "std": 0.2584653013065851, "q1": 32.79561710357666, "q3": 33.080427169799805}, "day_over_day": [-0.16081414322746362, -0.12832225125869154, 1.1357258584831342, 1.1540867466840279, -0.8669122788238535, -0.05011539256999709, -0.2945047145969176, -0.32293764442753337, -0.308260716851935, 1.0464731438497814, 1.0436419155097507, -0.9406820668181435, -0.04201478435623366, -0.33374222587427194, -0.21483998227335527, -0.15984846268205447, 1.1365120456251567, 1.0953958326410043, -0.9032556878310489], "influencing_factors": {"product_id": "VIPDZYHQ", "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\u54c1VIPDZYHQ\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\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\u4e3a32.96\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a33.54\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a32.54\u4e2a\u5355\u4f4d\u3002\n\n\u4e3b\u8981\u5f71\u54cd\u56e0\u7d20\u5305\u62ec\uff1a\u4ef7\u683c, \u5468\u672b, \u8282\u5047\u65e5\u3002"}


