# prediction_history

prediction_id: 664a1bfd-00de-4aac-9c9d-95e4a3655af5
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: cnn_bilstm_attention
model_id: 17002608_cnn_bilstm_attention_v1
start_date: 2025-07-22
created_at: 2025-07-22T18:01:51.018805
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_664a1bfd-00de-4aac-9c9d-95e4a3655af5.json
predictions_data:
[{"date": "2025-07-22", "predicted_sales": 0.0}, {"date": "2025-07-23", "predicted_sales": 0.0}, {"date": "2025-07-24", "predicted_sales": 0.0}, {"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}]

analysis:
{"trend": {"slope": 0.0, "trend_type": "\u5e73\u7a33", "r_squared": 0.0, "p_value": 1.0, "volatility": 0, "volatility_level": "\u4f4e"}, "statistics": {"mean": 0.0, "median": 0.0, "min": 0.0, "max": 0.0, "std": 0.0, "q1": 0.0, "q3": 0.0}, "day_over_day": [0, 0, 0, 0, 0, 0], "influencing_factors": {"product_id": "17002608", "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\u54c117002608\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\u4e3a0.00\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a0.00\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: 67f09167-0603-4864-acd4-b257e7c35774
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: xgboost
model_id: 17002608_xgboost_v1
start_date: 2025-07-22
created_at: 2025-07-22T18:01:59.423389
metrics: {}
chart_data: {}
file_path: static/predictions\prediction_67f09167-0603-4864-acd4-b257e7c35774.json
predictions_data:
[{"date": "2025-07-22", "predicted_sales": 0.0}, {"date": "2025-07-23", "predicted_sales": 0.0}, {"date": "2025-07-24", "predicted_sales": 0.0}, {"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}]

analysis:
{"trend": {"slope": 0.0, "trend_type": "\u5e73\u7a33", "r_squared": 0.0, "p_value": 1.0, "volatility": 0, "volatility_level": "\u4f4e"}, "statistics": {"mean": 0.0, "median": 0.0, "min": 0.0, "max": 0.0, "std": 0.0, "q1": 0.0, "q3": 0.0}, "day_over_day": [0, 0, 0, 0, 0, 0], "influencing_factors": {"product_id": "17002608", "model_type": "xgboost", "feature_count": 7, "important_features": ["\u4ef7\u683c", "\u5468\u672b", "\u8282\u5047\u65e5"]}, "explanation": "xgboost\u6a21\u578b\u5bf9\u4ea7\u54c117002608\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\u4e3a0.00\u4e2a\u5355\u4f4d\uff0c\u6700\u9ad8\u65e5\u9500\u91cf\u4e3a0.00\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: d48a5cd8-759e-4cb0-9e56-230632ec3465
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: kan
model_id: 17002608_kan_v1
start_date: 2025-07-22
created_at: 2025-07-22T18:32:15.097537
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_d48a5cd8-759e-4cb0-9e56-230632ec3465.json
predictions_data:
[{"date": "2025-07-22", "predicted_sales": 7.005766868591309}, {"date": "2025-07-23", "predicted_sales": 7.010723114013672}, {"date": "2025-07-24", "predicted_sales": 6.9760823249816895}, {"date": "2025-07-25", "predicted_sales": 6.982328414916992}, {"date": "2025-07-26", "predicted_sales": 7.024718761444092}, {"date": "2025-07-27", "predicted_sales": 6.999513149261475}, {"date": "2025-07-28", "predicted_sales": 7.014586448669434}]


prediction_id: 2ab6152e-5d26-4eb7-8fb1-f91c4f4651d9
product_id: global
product_name: 全局销售数据
model_type: transformer
model_id: global_sum_transformer_v2
start_date: 2025-07-23
created_at: 2025-07-23T13:35:59.029752
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_2ab6152e-5d26-4eb7-8fb1-f91c4f4651d9.json
predictions_data:
[{"date": "2025-07-23", "predicted_sales": 0.0}, {"date": "2025-07-24", "predicted_sales": 0.0}, {"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: e625d691-60fb-4a80-97f9-7defd535a006
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: 2025-07-23
created_at: 2025-07-23T14:26:45.332246
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_e625d691-60fb-4a80-97f9-7defd535a006.json
predictions_data:
[{"date": "2025-07-23", "predicted_sales": 108.7477035522461}, {"date": "2025-07-24", "predicted_sales": 125.83590698242188}, {"date": "2025-07-25", "predicted_sales": 131.72781372070312}, {"date": "2025-07-26", "predicted_sales": 136.04376220703125}, {"date": "2025-07-27", "predicted_sales": 129.7138671875}, {"date": "2025-07-28", "predicted_sales": 131.43789672851562}, {"date": "2025-07-29", "predicted_sales": 133.5004425048828}]


prediction_id: fb1a91f9-abff-4b75-a2ef-b7f092061dee
product_id: global
product_name: 全局销售数据
model_type: transformer
model_id: global_sum_transformer_best
start_date: 2025-07-23
created_at: 2025-07-23T14:26:58.612203
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_fb1a91f9-abff-4b75-a2ef-b7f092061dee.json
predictions_data:
[{"date": "2025-07-23", "predicted_sales": 9.399974822998047}, {"date": "2025-07-24", "predicted_sales": 0.0}, {"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": 25.01405906677246}]


prediction_id: 80961ff2-809f-4bb9-97ac-d15a38069af4
product_id: 17002608
product_name: 云南白药创可贴(便携型)
model_type: kan
model_id: 17002608_kan_best
start_date: 2025-07-23
created_at: 2025-07-23T14:37:18.940443
metrics: {}
chart_data: {}
analysis: null
file_path: static/predictions\prediction_80961ff2-809f-4bb9-97ac-d15a38069af4.json
predictions_data:
[{"date": "2025-07-23", "predicted_sales": 6.903707027435303}, {"date": "2025-07-24", "predicted_sales": 6.974440097808838}, {"date": "2025-07-25", "predicted_sales": 6.982306480407715}, {"date": "2025-07-26", "predicted_sales": 7.024718761444092}, {"date": "2025-07-27", "predicted_sales": 6.999513149261475}, {"date": "2025-07-28", "predicted_sales": 7.014586448669434}, {"date": "2025-07-29", "predicted_sales": 7.10457181930542}]


