ShopTRAINING/static/predictions/prediction_7e39d264-35e9-420a-820e-7134499bd111.json

{"status": "success", "data": [{"date": "2023-12-02", "sales": 53.0, "data_type": "历史销量"}, {"date": "2023-12-03", "sales": 35.0, "data_type": "历史销量"}, {"date": "2023-12-04", "sales": 37.0, "data_type": "历史销量"}, {"date": "2023-12-05", "sales": 38.0, "data_type": "历史销量"}, {"date": "2023-12-06", "sales": 64.0, "data_type": "历史销量"}, {"date": "2023-12-07", "sales": 73.0, "data_type": "历史销量"}, {"date": "2023-12-08", "sales": 33.0, "data_type": "历史销量"}, {"date": "2023-12-09", "sales": 54.0, "data_type": "历史销量"}, {"date": "2023-12-10", "sales": 45.0, "data_type": "历史销量"}, {"date": "2023-12-11", "sales": 45.0, "data_type": "历史销量"}, {"date": "2023-12-12", "sales": 35.0, "data_type": "历史销量"}, {"date": "2023-12-13", "sales": 27.0, "data_type": "历史销量"}, {"date": "2023-12-14", "sales": 36.0, "data_type": "历史销量"}, {"date": "2023-12-15", "sales": 42.0, "data_type": "历史销量"}, {"date": "2023-12-16", "sales": 52.0, "data_type": "历史销量"}, {"date": "2023-12-17", "sales": 43.0, "data_type": "历史销量"}, {"date": 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"sales": 37.350799560546875, "data_type": "预测销量"}, {"date": "2024-01-04", "sales": 37.64806365966797, "data_type": "预测销量"}, {"date": "2024-01-05", "sales": 39.861019134521484, "data_type": "预测销量"}, {"date": "2024-01-06", "sales": 41.644962310791016, "data_type": "预测销量"}, {"date": "2024-01-07", "sales": 45.842098236083984, "data_type": "预测销量"}], "history_data": [{"date": "2023-12-02", "sales": 53.0, "data_type": "历史销量"}, {"date": "2023-12-03", "sales": 35.0, "data_type": "历史销量"}, {"date": "2023-12-04", "sales": 37.0, "data_type": "历史销量"}, {"date": "2023-12-05", "sales": 38.0, "data_type": "历史销量"}, {"date": "2023-12-06", "sales": 64.0, "data_type": "历史销量"}, {"date": "2023-12-07", "sales": 73.0, "data_type": "历史销量"}, {"date": "2023-12-08", "sales": 33.0, "data_type": "历史销量"}, {"date": "2023-12-09", "sales": 54.0, "data_type": "历史销量"}, {"date": "2023-12-10", "sales": 45.0, "data_type": "历史销量"}, {"date": "2023-12-11", "sales": 45.0, "data_type": "历史销量"}, {"date": "2023-12-12", "sales": 35.0, "data_type": "历史销量"}, {"date": "2023-12-13", "sales": 27.0, "data_type": "历史销量"}, {"date": "2023-12-14", "sales": 36.0, "data_type": "历史销量"}, {"date": "2023-12-15", "sales": 42.0, "data_type": "历史销量"}, {"date": "2023-12-16", "sales": 52.0, "data_type": "历史销量"}, {"date": "2023-12-17", "sales": 43.0, "data_type": "历史销量"}, {"date": "2023-12-18", "sales": 44.0, "data_type": "历史销量"}, {"date": "2023-12-19", "sales": 47.0, "data_type": "历史销量"}, {"date": "2023-12-20", "sales": 38.0, "data_type": "历史销量"}, {"date": "2023-12-21", "sales": 48.0, "data_type": "历史销量"}, {"date": "2023-12-22", "sales": 40.0, "data_type": "历史销量"}, {"date": "2023-12-23", "sales": 57.0, "data_type": "历史销量"}, {"date": "2023-12-24", "sales": 47.0, "data_type": "历史销量"}, {"date": "2023-12-25", "sales": 44.0, "data_type": "历史销量"}, {"date": "2023-12-26", "sales": 42.0, "data_type": "历史销量"}, {"date": "2023-12-27", "sales": 46.0, "data_type": "历史销量"}, {"date": "2023-12-28", "sales": 38.0, "data_type": "历史销量"}, {"date": "2023-12-29", "sales": 47.0, "data_type": "历史销量"}, {"date": "2023-12-30", "sales": 52.0, "data_type": "历史销量"}, {"date": "2023-12-31", "sales": 50.0, "data_type": "历史销量"}], "prediction_data": [{"date": "2024-01-01", "sales": 39.80324172973633, "data_type": "预测销量"}, {"date": "2024-01-02", "sales": 35.43165588378906, "data_type": "预测销量"}, {"date": "2024-01-03", "sales": 37.350799560546875, "data_type": "预测销量"}, {"date": "2024-01-04", "sales": 37.64806365966797, "data_type": "预测销量"}, {"date": "2024-01-05", "sales": 39.861019134521484, "data_type": "预测销量"}, {"date": "2024-01-06", "sales": 41.644962310791016, "data_type": "预测销量"}, {"date": "2024-01-07", "sales": 45.842098236083984, "data_type": "预测销量"}], "analysis": {"trend": {"slope": 1.180478640965053, "trend_type": "上升", "r_squared": 0.5615972618862053, "p_value": 0.05247763295880009, "volatility": 0.07944793999195099, "volatility_level": "低"}, "statistics": {"mean": 39.65454864501953, "median": 39.80324172973633, "min": 35.43165588378906, "max": 45.842098236083984, "std": 3.1504721641540527, "q1": 37.49943161010742, "q3": 40.75299072265625}, "day_over_day": [-10.982989311218262, 5.416466236114502, 0.7958707213401794, 5.8780059814453125, 4.475407600402832, 10.078375816345215], "influencing_factors": {"product_id": "P001", "model_type": "optimized_kan", "feature_count": 8, "important_features": ["温度", "促销", "季节性"]}, "explanation": "optimized_kan模型对产品P001的预测分析：\n预测显示销量整体呈上升趋势，平均每天增长约1.18个单位。\n预测期内销量波动性低，表明销量相对稳定，预测可信度较高。\n预测期内平均日销量为39.65个单位，最高日销量为45.84个单位，最低日销量为35.43个单位。\n\n主要影响因素包括：温度, 促销, 季节性。"}, "chart_data": {"dates": ["2023-12-02", "2023-12-03", "2023-12-04", "2023-12-05", "2023-12-06", "2023-12-07", "2023-12-08", "2023-12-09", "2023-12-10", "2023-12-11", "2023-12-12", "2023-12-13", "2023-12-14", "2023-12-15", "2023-12-16", "2023-12-17", "2023-12-18", "2023-12-19", "2023-12-20", "2023-12-21", "2023-12-22", "2023-12-23", "2023-12-24", "2023-12-25", "2023-12-26", "2023-12-27", "2023-12-28", 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