# 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"}


