ShopTRAINING/saved_predictions/prediction_b37dbac5-dc53-4528-9182-1bdf8d8bb836.json

{"product_id": "17020190", "product_name": "左炔诺孕酮片", "model_type": "cnn_bilstm_attention", "predictions": [{"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}], "prediction_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}], "history_data": [{"date": "2025-06-25", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 2, "month": 6, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-06-26", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 3, "month": 6, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-06-27", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 4, "month": 6, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-06-28", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 5, "month": 6, "is_holiday": false, "is_weekend": true, "is_promotion": false, "temperature": 20.0}, {"date": "2025-06-29", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 6, "month": 6, "is_holiday": false, "is_weekend": true, "is_promotion": false, "temperature": 20.0}, {"date": "2025-06-30", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 0, "month": 6, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-01", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 1, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-02", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 2, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-03", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 3, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-04", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 4, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-05", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 5, "month": 7, "is_holiday": false, "is_weekend": true, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-06", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 6, "month": 7, "is_holiday": false, "is_weekend": true, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-07", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 0, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-08", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 1, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-09", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 2, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-10", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 3, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-11", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 4, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-12", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 5, "month": 7, "is_holiday": false, "is_weekend": true, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-13", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 6, "month": 7, "is_holiday": false, "is_weekend": true, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-14", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 0, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-15", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 1, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-16", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 2, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-17", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 3, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-18", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 4, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-19", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 5, "month": 7, "is_holiday": false, "is_weekend": true, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-20", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 6, "month": 7, "is_holiday": false, "is_weekend": true, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-21", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 0, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-22", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 1, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-23", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 2, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}, {"date": "2025-07-24", "sales": 0.0, "product_id": "17020190", "product_name": "左炔诺孕酮片", "store_id": "GLOBAL", "store_name": "全部店铺-SUM", "weekday": 3, "month": 7, "is_holiday": false, "is_weekend": false, "is_promotion": false, "temperature": 20.0}], "analysis": {"trend": {"slope": 0.0008625728743416922, "trend_type": "平稳", "r_squared": 0.004794615347496793, "p_value": 0.8827307616676634, "volatility": 0.007133638657102353, "volatility_level": "低"}, "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": ["价格", "周末", "节假日"]}, "explanation": "cnn_bilstm_attention模型对产品17020190的预测分析：\n预测显示销量整体呈平稳趋势，销量基本保持稳定。\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3.49个单位，最高日销量为3.53个单位，最低日销量为3.46个单位。\n\n主要影响因素包括：价格, 周末, 节假日。"}}