# prediction_history

prediction_id: b00ec055-7dae-4ef6-a8b5-cfcccfb56baa
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_best
start_date: 2025-07-25
created_at: 2025-07-25T15:21:19.364270
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_b00ec055-7dae-4ef6-a8b5-cfcccfb56baa.json
predictions_data:
[{"date": "2025-07-25", "predicted_sales": 13.282493591308594}, {"date": "2025-07-26", "predicted_sales": 13.293810844421387}, {"date": "2025-07-27", "predicted_sales": 13.289920806884766}, {"date": "2025-07-28", "predicted_sales": 13.431988716125488}, {"date": "2025-07-29", "predicted_sales": 13.326523780822754}, {"date": "2025-07-30", "predicted_sales": 12.930220603942871}, {"date": "2025-07-31", "predicted_sales": 13.056842803955078}]


prediction_id: 34e230fe-00ef-4a43-900f-49ac495f7f1f
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_best
start_date: 2025-07-25
created_at: 2025-07-25T15:21:27.599368
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_34e230fe-00ef-4a43-900f-49ac495f7f1f.json
predictions_data:
[{"date": "2025-07-25", "predicted_sales": 13.282493591308594}, {"date": "2025-07-26", "predicted_sales": 13.293810844421387}, {"date": "2025-07-27", "predicted_sales": 13.289920806884766}, {"date": "2025-07-28", "predicted_sales": 13.431988716125488}, {"date": "2025-07-29", "predicted_sales": 13.326523780822754}, {"date": "2025-07-30", "predicted_sales": 12.930220603942871}, {"date": "2025-07-31", "predicted_sales": 13.056842803955078}, {"date": "2025-08-01", "predicted_sales": 13.158577919006348}, {"date": "2025-08-02", "predicted_sales": 13.169232368469238}, {"date": "2025-08-03", "predicted_sales": 13.183417320251465}, {"date": "2025-08-04", "predicted_sales": 13.33667278289795}, {"date": "2025-08-05", "predicted_sales": 13.194056510925293}, {"date": "2025-08-06", "predicted_sales": 12.770544052124023}, {"date": "2025-08-07", "predicted_sales": 12.872998237609863}, {"date": "2025-08-08", "predicted_sales": 12.92524242401123}]


prediction_id: bd11c5d4-49d0-4f72-af4b-2885ad3ba385
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: 2025-07-25
created_at: 2025-07-25T15:22:26.258842
metrics: {}
chart_data: {}
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_bd11c5d4-49d0-4f72-af4b-2885ad3ba385.json
predictions_data:
[{"date": "2025-07-25", "predicted_sales": 0.8147072196006775}, {"date": "2025-07-26", "predicted_sales": 0.8167740106582642}, {"date": "2025-07-27", "predicted_sales": 0.8197348117828369}, {"date": "2025-07-28", "predicted_sales": 0.8219858407974243}, {"date": "2025-07-29", "predicted_sales": 0.8112776875495911}, {"date": "2025-07-30", "predicted_sales": 0.8004958629608154}, {"date": "2025-07-31", "predicted_sales": 0.8058184385299683}]

analysis:
{"trend": {"slope": -0.0024171343871525353, "trend_type": "\u5e73\u7a33", "r_squared": 0.4619268323887481, "p_value": 0.0930247330579927, "volatility": 0.008749220910445412, "volatility_level": "\u4f4e"}, "statistics": {"mean": 0.8129705531256539, "median": 0.8147072196006775, "min": 0.8004958629608154, "max": 0.8219858407974243, "std": 0.007112858962983344, "q1": 0.8085480630397797, "q3": 0.8182544112205505}, "day_over_day": [0.25368512857903625, 0.36249942896524706, 0.2746045406674448, -1.3027174820243943, -1.328993112252526, 0.6649098159565847], "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\u4e3a0.81\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a0.82\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a0.80\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: b37dbac5-dc53-4528-9182-1bdf8d8bb836
product_id: 17020190
product_name: 左炔诺孕酮片
model_type: cnn_bilstm_attention
model_id: 17020190_cnn_bilstm_attention_best
start_date: 2025-07-25
created_at: 2025-07-25T15:32:41.321392
metrics: {}
chart_data: {}
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_b37dbac5-dc53-4528-9182-1bdf8d8bb836.json
predictions_data:
[{"date": "2025-07-25", "predicted_sales": 3.459650993347168}, {"date": "2025-07-26", "predicted_sales": 3.489595890045166}, {"date": "2025-07-27", "predicted_sales": 3.516561508178711}, {"date": "2025-07-28", "predicted_sales": 3.53338623046875}, {"date": "2025-07-29", "predicted_sales": 3.4927194118499756}, {"date": "2025-07-30", "predicted_sales": 3.460852861404419}, {"date": "2025-07-31", "predicted_sales": 3.4948110580444336}]

analysis:
{"trend": {"slope": 0.0008625728743416922, "trend_type": "\u5e73\u7a33", "r_squared": 0.004794615347496793, "p_value": 0.8827307616676634, "volatility": 0.007133638657102353, "volatility_level": "\u4f4e"}, "statistics": {"mean": 3.492511136191232, "median": 3.4927194118499756, "min": 3.459650993347168, "max": 3.53338623046875, "std": 0.024914312451494232, "q1": 3.4752243757247925, "q3": 3.5056862831115723}, "day_over_day": [0.8655467489518861, 0.77274329129256, 0.4784424288017895, -1.1509304663073707, -0.9123707543595094, 0.9812089100556087], "influencing_factors": {"product_id": "17020190", "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\u54c117020190\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\u4e3a3.49\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a3.53\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a3.46\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: 0b270059-cc62-4512-910a-e42554a14705
product_id: 11020059
product_name: Product 11020059
model_type: kan
model_id: 11020059_kan_v1
start_date: 2025-07-25
created_at: 2025-07-25T18:22:43.474802
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_0b270059-cc62-4512-910a-e42554a14705.json
predictions_data:
[{"date": "2022-01-01", "predicted_sales": 0.12464457750320435}, {"date": "2022-01-02", "predicted_sales": 0.11735431849956512}, {"date": "2022-01-03", "predicted_sales": 0.11733274161815643}, {"date": "2022-01-04", "predicted_sales": 0.11753901839256287}, {"date": "2022-01-05", "predicted_sales": 0.11754211783409119}, {"date": "2022-01-06", "predicted_sales": 0.11753572523593903}, {"date": "2022-01-07", "predicted_sales": 0.11738376319408417}]


prediction_id: 79e8f86f-4760-447e-9aab-37dc823b3b65
product_id: 11020059
product_name: Product 11020059
model_type: kan
model_id: 11020059_kan_v1
start_date: 2025-07-25
created_at: 2025-07-25T18:22:57.106449
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_79e8f86f-4760-447e-9aab-37dc823b3b65.json
predictions_data:
[{"date": "2022-01-01", "predicted_sales": 0.12464457750320435}, {"date": "2022-01-02", "predicted_sales": 0.11735431849956512}, {"date": "2022-01-03", "predicted_sales": 0.11733274161815643}, {"date": "2022-01-04", "predicted_sales": 0.11753901839256287}, {"date": "2022-01-05", "predicted_sales": 0.11754211783409119}, {"date": "2022-01-06", "predicted_sales": 0.11753572523593903}, {"date": "2022-01-07", "predicted_sales": 0.11738376319408417}, {"date": "2022-01-08", "predicted_sales": 0.11729060113430023}, {"date": "2022-01-09", "predicted_sales": 0.11735265702009201}, {"date": "2022-01-10", "predicted_sales": 0.11733275651931763}, {"date": "2022-01-11", "predicted_sales": 0.11753901839256287}, {"date": "2022-01-12", "predicted_sales": 0.11754211783409119}, {"date": "2022-01-13", "predicted_sales": 0.11753572523593903}, {"date": "2022-01-14", "predicted_sales": 0.11738376319408417}, {"date": "2022-01-15", "predicted_sales": 0.11729060113430023}, {"date": "2022-01-16", "predicted_sales": 0.11735265702009201}, {"date": "2022-01-17", "predicted_sales": 0.11733275651931763}]


prediction_id: a66b9aa3-ad16-4ad1-96d1-8ae1063fad69
product_id: 11034889
product_name: Product 11034889
model_type: cnn_bilstm_attention
model_id: 11034889_cnn_bilstm_attention_best
start_date: 2025-07-25
created_at: 2025-07-25T18:24:05.011708
metrics: {}
chart_data: {}
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_a66b9aa3-ad16-4ad1-96d1-8ae1063fad69.json
predictions_data:
[{"date": "2022-01-01", "predicted_sales": 0.05773380398750305}, {"date": "2022-01-02", "predicted_sales": 0.05515236407518387}, {"date": "2022-01-03", "predicted_sales": 0.05057394504547119}, {"date": "2022-01-04", "predicted_sales": 0.04755491390824318}, {"date": "2022-01-05", "predicted_sales": 0.04521314054727554}, {"date": "2022-01-06", "predicted_sales": 0.043047573417425156}, {"date": "2022-01-07", "predicted_sales": 0.04087194800376892}]

analysis:
{"trend": {"slope": -0.0028627126344612664, "trend_type": "\u5e73\u7a33", "r_squared": 0.9832553981293237, "p_value": 1.2393125952743122e-05, "volatility": 0.11882425391638739, "volatility_level": "\u4e2d"}, "statistics": {"mean": 0.048592526997838704, "median": 0.04755491390824318, "min": 0.04087194800376892, "max": 0.05773380398750305, "std": 0.005773970766430095, "q1": 0.04413035698235035, "q3": 0.05286315456032753}, "day_over_day": [-4.471279794551484, -8.30140123000233, -5.9695385331589055, -4.92435622002401, -4.789685263261104, -5.0540024464551285], "influencing_factors": {"product_id": "11034889", "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\u54c111034889\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\u4e3a0.05\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a0.06\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a0.04\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: 022a844c-7fd4-4bef-9543-68edc07ecb68
product_id: 11034889
product_name: Product 11034889
model_type: cnn_bilstm_attention
model_id: 11034889_cnn_bilstm_attention_best
start_date: 2025-07-25
created_at: 2025-07-25T18:24:15.637519
metrics: {}
chart_data: {}
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_022a844c-7fd4-4bef-9543-68edc07ecb68.json
predictions_data:
[{"date": "2022-01-01", "predicted_sales": 0.05773380398750305}, {"date": "2022-01-02", "predicted_sales": 0.05515236407518387}, {"date": "2022-01-03", "predicted_sales": 0.05057394504547119}, {"date": "2022-01-04", "predicted_sales": 0.04755491390824318}, {"date": "2022-01-05", "predicted_sales": 0.04521314054727554}, {"date": "2022-01-06", "predicted_sales": 0.043047573417425156}, {"date": "2022-01-07", "predicted_sales": 0.04087194800376892}, {"date": "2022-01-08", "predicted_sales": 0.038903672248125076}, {"date": "2022-01-09", "predicted_sales": 0.03471899777650833}, {"date": "2022-01-10", "predicted_sales": 0.030758976936340332}, {"date": "2022-01-11", "predicted_sales": 0.0282890722155571}, {"date": "2022-01-12", "predicted_sales": 0.02668028697371483}, {"date": "2022-01-13", "predicted_sales": 0.025251582264900208}, {"date": "2022-01-14", "predicted_sales": 0.023552384227514267}, {"date": "2022-01-15", "predicted_sales": 0.021670181304216385}, {"date": "2022-01-16", "predicted_sales": 0.01880386844277382}, {"date": "2022-01-17", "predicted_sales": 0.015340279787778854}, {"date": "2022-01-18", "predicted_sales": 0.013515837490558624}, {"date": "2022-01-19", "predicted_sales": 0.012103263288736343}, {"date": "2022-01-20", "predicted_sales": 0.010862890630960464}, {"date": "2022-01-21", "predicted_sales": 0.009312015026807785}, {"date": "2022-01-22", "predicted_sales": 0.007717441767454147}, {"date": "2022-01-23", "predicted_sales": 0.004798881709575653}]

analysis:
{"trend": {"slope": -0.002366740278634629, "trend_type": "\u5e73\u7a33", "r_squared": 0.989681982009832, "p_value": 2.4014781968987333e-22, "volatility": 0.5479219618825161, "volatility_level": "\u9ad8"}, "statistics": {"mean": 0.028801187872886658, "median": 0.02668028697371483, "min": 0.004798881709575653, "max": 0.05773380398750305, "std": 0.015780803363858988, "q1": 0.01442805863916874, "q3": 0.04195976071059704}, "day_over_day": [-4.471279794551484, -8.30140123000233, -5.9695385331589055, -4.92435622002401, -4.789685263261104, -5.0540024464551285, -4.815713103428161, -10.756502483691424, -11.405919219383227, -8.029866292025966, -5.686949467920498, -5.354907577351652, -6.729075507271606, -7.991560026857336, -13.226990679975831, -18.419553750526237, -11.893148772121544, -10.45125174676762, -10.248249816478888, -14.276822411637921, -17.123826097392662, -37.817714027808954], "influencing_factors": {"product_id": "11034889", "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\u54c111034889\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\u4e3a0.03\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a0.06\u4e2a\u5355\u4f4d\uff0c\u6700\u4f4e\u65e5\u9500\u91cf\u4e3a0.00\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: 75863964-89ef-4540-811f-ce0a2cf43aba
product_id: 12018307
product_name: Product 12018307
model_type: transformer
model_id: 12018307_transformer_v1
start_date: 2025-07-25
created_at: 2025-07-25T18:25:44.061293
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_75863964-89ef-4540-811f-ce0a2cf43aba.json
predictions_data:
[{"date": "2022-01-01", "predicted_sales": 0.0}, {"date": "2022-01-02", "predicted_sales": 0.0}, {"date": "2022-01-03", "predicted_sales": 0.0}, {"date": "2022-01-04", "predicted_sales": 0.0}, {"date": "2022-01-05", "predicted_sales": 0.0}, {"date": "2022-01-06", "predicted_sales": 0.0}, {"date": "2022-01-07", "predicted_sales": 0.0}]


prediction_id: 0d18b861-3d92-4459-a249-366874171050
product_id: 11055747
product_name: Product 11055747
model_type: mlstm
model_id: 11055747_mlstm_v1
start_date: 2025-07-25
created_at: 2025-07-25T18:25:47.942457
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_0d18b861-3d92-4459-a249-366874171050.json
predictions_data:
[{"date": "2022-01-01", "predicted_sales": 0.09991277754306793}, {"date": "2022-01-02", "predicted_sales": 0.09991367161273956}, {"date": "2022-01-03", "predicted_sales": 0.09991510212421417}, {"date": "2022-01-04", "predicted_sales": 0.09991492331027985}, {"date": "2022-01-05", "predicted_sales": 0.09991545975208282}, {"date": "2022-01-06", "predicted_sales": 0.09991492331027985}, {"date": "2022-01-07", "predicted_sales": 0.09991340339183807}]


prediction_id: f42cdd61-8f4e-47e7-a5e4-74e9689e949c
product_id: 01010323
product_name: 店铺 01010323 (所有药品聚合)
model_type: cnn_bilstm_attention
model_id: store_01010323_cnn_bilstm_attention_best
start_date: 2025-07-25
created_at: 2025-07-25T18:41:55.534859
metrics: {}
chart_data: {}
analysis: null
file_path: F:\Workspace\ShopTRAINING\saved_predictions\prediction_f42cdd61-8f4e-47e7-a5e4-74e9689e949c.json
predictions_data:
[{"date": "2025-05-29", "predicted_sales": 0.0}, {"date": "2025-05-30", "predicted_sales": 0.0}, {"date": "2025-05-31", "predicted_sales": 0.0}, {"date": "2025-06-01", "predicted_sales": 0.0}, {"date": "2025-06-02", "predicted_sales": 0.0}, {"date": "2025-06-03", "predicted_sales": 0.0}, {"date": "2025-06-04", "predicted_sales": 0.0}]


